A system and method for predicting and evaluating the stability of active ingredients in Radix Stemonae
By collecting and analyzing the storage environment and packaging method data of hundreds of medicinal materials, combining the appearance evolution node image library and time length library, scientific prediction of the stability of the active ingredients of hundreds of medicinal materials is achieved, solving the problem of stability measurement in medicinal materials quality management, and improving management efficiency and reliability.
Patent Information
- Application Number
- CN202411869455.7
- Authority / Receiving Office
- CN · China
- Patent Type
- Patents(China)
- Current Assignee / Owner
- Filing Date
- 2024-12-18
- Publication Date
- 2025-03-14
- Estimated Expiration
- 2044-12-18
AI Technical Summary
During the production, sales, storage and use of Baibu medicinal materials, it is impossible to efficiently and conveniently determine the stability of the active ingredients of medicinal materials, making it difficult to scientifically manage their quality.
By collecting storage environment characteristic data and packaging text data of hundreds of medicinal materials, combined with the standard appearance evolution node image library and time length library, the accurate analysis of the appearance evolution node information of hundreds of medicinal materials and the accurate measurement of the time length, and then scientifically predict the stable use time of their active ingredients.
The digital prediction and evaluation of the stability of the active ingredients of hundreds of medicinal materials has been achieved, which improves the efficiency and reliability of medicinal materials quality management, and ensures the stability time of medicinal materials under normal use.
Smart Images

Figure CN119336933B_ABST
Abstract
Description
Technical Field
[0001] The present invention relates to the technical field of prediction and management of active ingredients of medicinal materials, and in particular to a stability prediction and evaluation system and method for active ingredients of Radix Stemonae. Background Art
[0002] Stemona is a plant of the Stemonaceae family, including the dried tubers of Stemona erecta, Stemona creeping, and Stemona opposite-leaved. During the production, sales, storage, and use of Stemona, it is difficult to improve the scientific application of Stemona in traditional Chinese medicine because it is impossible to efficiently and conveniently measure and predict the parameters of the stability length of the active ingredients of the medicinal materials under normal use.
[0003] A Chinese invention patent with announcement number CN112580941B discloses a material management method for Chinese herbal medicines. The method comprises setting a material preliminary selection module to analyze, compare and judge the material factory information and the preset material information in the data storage module, and marking the successfully matched materials as preliminary selection materials. The method comprises using a weight assessment module to screen qualified materials and distinguish qualified materials from unqualified materials, so as to ensure the material quality of the qualified material storage area. However, the above technical scheme cannot scientifically measure and predict the stability of Chinese herbal medicines, which reduces the scientific nature of the material management of Chinese herbal medicines. Summary of the invention
[0004] 1. Technical issues to be resolved
[0005] In order to solve the problem that the parameters of the stability length of the active ingredients of the medicinal materials under normal use cannot be efficiently and conveniently determined and predicted during the production, sales, storage and use of the above-mentioned Stemona medicinal materials, which has become a difficult problem in improving the scientific application of Stemona medicinal materials. The above purpose is to scientifically screen the image database of the appearance evolution nodes of the target Stemona medicinal materials, accurately search the time length information of the appearance evolution nodes of the target Stemona medicinal materials, accurately collect the current appearance images of the target Stemona medicinal materials, intelligently analyze the current appearance evolution node information of the target Stemona medicinal materials, accurately match the current appearance evolution node time length of the target Stemona medicinal materials, scientifically predict the stable use time length of the target Stemona medicinal materials, visualize the output of the stability prediction results of the active ingredients of the Stemona medicinal materials, and achieve the digital prediction and evaluation of the stability of the active ingredients of the Stemona medicinal materials.
[0006] (II) Technical solution
[0007] The present invention is achieved through the following technical scheme: a method for predicting and evaluating the stability of active ingredients of Radix Stemonae Radix, the method comprising the following steps:
[0008] S1. Collecting the storage environment characteristic data of Radix Stemonae and the packaging method text data of Radix Stemonae;
[0009] S2, based on the storage environment information, packaging information and the image library of the standard appearance evolution node of the Stemona bulbs, the image library objects of the standard appearance change node of the Stemona bulbs under different storage environment and packaging characteristics are screened and processed to generate the image library of the standard appearance evolution node required by the Stemona bulbs;
[0010] S3, searching and processing the time length library objects corresponding to the standard appearance change nodes of Stemona officinalis according to the image library of the standard appearance evolution nodes required by Stemona officinalis and the time length library of the standard appearance evolution nodes of Stemona officinalis, and generating the time length library of the standard appearance evolution nodes required by Stemona officinalis;
[0011] S4, collecting the current appearance image data of the target Stemona officinalis and performing an analysis and processing on the appearance evolution node information of the target Stemona officinalis with the standard appearance evolution node image library required by the Stemona officinalis to generate the current appearance evolution node data of the target Stemona officinalis;
[0012] S5, performing a time length search process corresponding to the appearance evolution node of the target Stemona bulbs according to the current appearance evolution node data of the target Stemona bulbs and the standard appearance evolution node time length library required by the Stemona bulbs, and generating the current appearance evolution node time length data of the target Stemona bulbs;
[0013] S6. Perform numerical analysis on the time length of normal use of active ingredients of target Stemona herb according to the required standard appearance evolution node time length library of Stemona herb and the current appearance evolution node time length, and generate stable use time length data of target Stemona herb;
[0014] S7. Construct the prediction and evaluation data of the stability of the active ingredients of Radix Stemonae Radix and perform the prediction and evaluation result feedback task of the stability of the active ingredients of Radix Stemonae Radix.
[0015] Preferably, the operation steps of collecting the Stemona tuber storage environment characteristic data and the Stemona tuber packaging method text data are as follows:
[0016] S11, collecting storage environment characteristic text information of the target Stemona officinalis to be tested online through the material ERP management platform and generating Stemona officinalis storage environment characteristic data P, wherein the Stemona officinalis storage environment characteristic data includes temperature characteristic data, humidity characteristic data and light intensity characteristic data of the Stemona officinalis storage environment;
[0017] The packaging text information of the target Radix Stemonae medicinal materials to be tested is collected online through the material ERP management platform and the packaging text data I of the Radix Stemonae medicinal materials is generated. The packaging text data of the Radix Stemonae medicinal materials includes wooden packaging, bamboo bag packaging, carton packaging, plastic packaging and bundled packaging.
[0018] The present invention accurately collects the storage environment characteristics and packaging information of the target Stemona japonica medicinal material to be tested through the material ERP management platform, so as to provide real data support for scientifically screening the appearance evolution node image library of the target Stemona japonica medicinal material.
[0019] Preferably, the image library object screening process of the standard appearance change nodes of Stemona officinalis under different storage environments and packaging characteristics is performed based on the storage environment information, packaging method information and the Stemona officinalis standard appearance evolution node image library to generate the required standard appearance evolution node image library of Stemona officinalis as follows:
[0020] S21. Establish a collection of image libraries of standard appearance evolution nodes of Radix Stemonae , ;in The image library of the standard appearance evolution nodes of Stemona officinalis corresponding to the storage environment characteristic information and packaging method information of the i-th different Stemona officinalis, Indicates the maximum number of combinations of storage environment feature information and packaging information of Radix Stemonae; the Radix Stemonae standard appearance evolution node image library indicates a database of standard images of each appearance state node in the process of the appearance of Radix Stemonae corresponding to different storage environments and packaging conditions changing from a normal state to a critical state of deterioration; the critical state of deterioration indicates that the active ingredients in Radix Stemonae are in a critical state between a normal state and a deteriorated state;
[0021] S22, using XGBoost algorithm to compare the Stemona officinalis storage environment feature data P and the Stemona officinalis packaging method text data I with the Stemona officinalis standard appearance evolution node image library set A. Perform storage environment characteristics and packaging method character matching of the Stemona officinalis, and search for the Stemona officinalis standard appearance evolution node image library corresponding to the Stemona officinalis storage environment characteristic data P and the Stemona officinalis packaging method text data I And build a standard appearance evolution node image library required for Stemona officinalis , ;in Represents the standard appearance evolution node image library required by the Stemona officinalis The image of the standard appearance evolution node required for the Stemona officinalis corresponding to the j-th Stemona officinalis standard appearance evolution node; Indicates the maximum number of standard appearance evolution nodes of Stemona officinalis.
[0022] The present invention performs intelligent screening of the image library of the standard appearance change nodes of the target Stemona medicinal materials based on the storage environment feature information and packaging method information of the target Stemona medicinal materials in combination with the XGBoost algorithm and the standard-set Stemona medicinal materials standard appearance evolution node image library, thereby achieving the effect of accurate analysis of the direction of the appearance evolution nodes of the target Stemona medicinal materials.
[0023] Preferably, the operation steps of searching for the time length library object corresponding to the standard appearance change node of Stemona officinalis according to the image library of the standard appearance evolution node required by Stemona officinalis and the time length library of the standard appearance evolution node of Stemona officinalis are as follows:
[0024] S31. Establish a library of the time length of the standard appearance evolution nodes of 100 medicinal materials ,in Represents the image library of the node of the standard appearance evolution of the Stemona officinalis The corresponding time length library of the standard appearance evolution nodes of Radix Stemonae, which represents the time length used by the Radix Stemonae to reach each appearance state node during the process of the appearance of the Radix Stemonae changing from a normal state to a critical state of deterioration under different storage environments and packaging conditions;
[0025] S32, the standard appearance evolution node image library required by the Stemona officinalis The time length library of the standard appearance evolution node of the Stemona officinalis in the set C of the standard appearance evolution node of the Stemona officinalis According to the storage environment characteristic information and packaging information of the Radix Stemonae, character matching is performed in combination with the type number to search for the image library of the node with the standard appearance evolution required by the Radix Stemonae. Corresponding to the standard appearance evolution node time length library of Stemona officinalis And build a standard appearance evolution node time length library required for 100 medicinal materials , execute to generate the standard appearance evolution node time length library required for the Stemona officinalis The specific steps are as follows:
[0026] S321, initialization, update the maximum number of iterations T and update the time to search for the location of the pelican population. The formula for updating the time to search for the location of the pelican population is as follows: ,in It means that the position of the pelican individual in the vth dimension is searched for in the uth time quantity, that is, the spatial dimension of the pelican individual in the uth time quantity is The position of the Stemona officinalis standard appearance evolution node time length library set C in the search space, Indicates the position adjustment of random integers, rand indicates a random number in the range [0,1], and Represents the upper and lower boundaries of solving the problem in the vth dimension, that is, in the space dimension The time length library set C of the standard appearance evolution node of the Stemona officinalis in the search space is consistent with the standard appearance evolution node image library required by the Stemona officinalis Matching the standard appearance evolution node time length library of the Stemona officinalis The number of upper and lower boundaries;
[0027] S322, exploration stage, time quantity search pelican determines the location of prey, that is, search the image library of standard appearance evolution node required by Stemona in the search space of the standard appearance evolution node time length library set C of Stemona Matching the standard appearance evolution node time length library of the Stemona officinalis The location and then the amount of time to search for the pelican individual to the existence of the Stemona standard appearance evolution node time length library The area movement is carried out to model the time quantity search strategy of the pelican approaching the prey, so that the algorithm scans the search space of the standard appearance evolution node time length library set C of the Stemona officinalis, wherein the target Stemona officinalis standard appearance evolution node time length library The position of the prey is randomly generated in the search space of the standard appearance evolution node time length library set C of Stemona officinalis, and the formula for the approximate prey strategy is as follows:
[0028] ;in It means that the location of the pelican individual in the vth dimension is searched for the uth amount of time after the exploration phase is updated, that is, the location of the pelican individual in the vth dimension is searched for the uth amount of time after the exploration phase is updated. The standard appearance evolution node time length library set C of the Stemona officinalis is searched in the search space to find the image library of the standard appearance evolution node required by the Stemona officinalis. Matching the standard appearance evolution node time length library of the Stemona officinalis location, The position of the prey in the vth dimension, i.e., the image library of the node with the standard appearance evolution required by the Stemona officinalis Matching the standard appearance evolution node time length library of the Stemona officinalis The prey has a spatial dimension of The position of the Stemona officinalis standard appearance evolution node time length library set C in the search space, is the objective function value of the prey, The objective function value for searching for the pelican individual for the uth time quantum;
[0029] S323, development stage, time quantity search Pelican searches for all the Stemona medicinal materials standard appearance evolution node time length library set C in the Stemona medicinal materials standard appearance evolution node time length library in the search space Perform target prey hunting search, that is, search for the image library of the standard appearance evolution node required by the Stemona officinalis in the search space of the standard appearance evolution node time length library set C of the Stemona officinalis Matching the standard appearance evolution node time length library of the Stemona officinalis , the behavior process of the time-quantity search pelican is modeled, and the algorithm checks the position near the time-quantity search pelican position so that the algorithm converges to a better position. The calculation formula for the time-quantity search pelican hunting behavior is as follows:
[0030] ,in It means that the u-th time quantity after the development phase is updated is the position of the pelican in the v-th dimension, that is, the u-th time quantity after the development phase is updated is the position of the pelican in the v-th dimension. The standard appearance evolution node time length library set C of the Stemona officinalis is searched in the search space to find the image library of the standard appearance evolution node required by the Stemona officinalis. Matching the standard appearance evolution node time length library of the Stemona officinalis location, is a random integer of 0 or 2; t is the current iteration number; T is the maximum iteration number;
[0031] S324, when the algorithm meets the maximum number of iterations, output the image library of nodes with the standard appearance evolution required by the Stemona officinalis Matching the standard appearance evolution node time length library of the Stemona officinalis ;
[0032] S325, the standard appearance evolution node time length library of Stemona officinalis output in step S324 Construct a standard appearance evolution node time length library for Radix Stemonae ,in , Represents the standard appearance evolution node time length library required for the Stemona officinalis The length of the standard appearance evolution node required by the Stemona officinalis corresponding to the jth Stemona officinalis standard appearance evolution node in , where The unit is day.
[0033] The present invention achieves the effect of accurately analyzing the time length of the appearance evolution node of the target Stemona herb by accurately matching the standard appearance change node time length library objects of the Stemona herb according to the target Stemona herb standard appearance evolution node image library object parameters combined with the Pelican optimization algorithm and the scientifically preset Stemona herb standard appearance evolution node time length library.
[0034] Preferably, the steps of collecting the current appearance image data of the target Stemona officinalis and analyzing and processing the appearance evolution node information of the target Stemona officinalis with the standard appearance evolution node image library required by the Stemona officinalis to generate the current appearance evolution node data of the target Stemona officinalis are as follows:
[0035] S41, when the standard appearance evolution node time length library required by the Stemona officinalis When the generation is completed, the current overall appearance image of the target Stemona japonica medicinal material to be tested is collected online through the shooting lens and the current appearance image data K of the target Stemona japonica medicinal material is generated;
[0036] S42, using a bidirectional search algorithm to compare the current appearance image data K of the target Stemona officinalis with the standard appearance evolution node image library required by the Stemona officinalis The standard appearance evolution node image required for the Stemona officinalis described in Perform image feature matching to search for the standard appearance evolution node image required by the Stemona officinalis that matches the current appearance image data K of the target Stemona officinalis The appearance evolution node corresponding to the Radix Stemonae is generated through data identification to generate the current appearance evolution node data e of the target Radix Stemonae, where .
[0037] The present invention obtains the current appearance image parameters of the target Stemona japonica online through a shooting lens, combines a two-way search algorithm with the standard appearance evolution node image library required by the Stemona japonica, and performs precise positioning and analysis of the current appearance evolution node status of the target Stemona japonica, thereby achieving the effect of convenient and intelligent evaluation of the current appearance evolution node of the target Stemona japonica.
[0038] Preferably, the time length search process corresponding to the appearance evolution node of the target Stemona herb is performed based on the current appearance evolution node data of the target Stemona herb and the standard appearance evolution node time length library required by the Stemona herb, and the operation steps of generating the current appearance evolution node time length data of the target Stemona herb are as follows:
[0039] S51, compare the current appearance evolution node data e of the target Stemona officinalis with the standard appearance evolution node time length database required by the Stemona officinalis The length of time required for the standard appearance evolution node of the 100 herbs described in According to the character matching of the standard appearance evolution node number of the Stemona herb, the time length of the standard appearance evolution node required by the Stemona herb corresponding to the current appearance evolution node data e of the target Stemona herb is searched out. And construct the time length data f of the current appearance evolution node of the target Hundred Herbs, where the unit of f is day.
[0040] The present invention uses numerical analysis to efficiently measure the time length required for the current appearance evolution node of the target Stemona japonica medicinal material, thereby achieving the effect of accurately measuring the time length of the current appearance evolution node of the target Stemona japonica medicinal material.
[0041] Preferably, the steps of performing numerical analysis on the time length of normal use of active ingredients of target Stemona medicinal materials according to the required standard appearance evolution node time length library of Stemona medicinal materials and the current appearance evolution node time length to generate stable use time length data of target Stemona medicinal materials are as follows:
[0042] S61, the standard appearance evolution node time length library required for the Stemona officinalis The length of time required for the standard appearance evolution node of the 100 herbs described in The time length values are compared to select the time length of the standard appearance evolution node required by the 100 herbs with the largest time length value. The target Stemona officinalis appearance deterioration critical state node time length h is generated through data identification, wherein the unit of h is day, and the target Stemona officinalis appearance deterioration critical state node time length represents the time length used for the target Stemona officinalis appearance to change from a normal state to a deterioration critical state node under the storage environment and packaging method conditions corresponding to the Stemona officinalis storage environment characteristic data P and the Stemona officinalis packaging method text data I;
[0043] S62, performing time length difference processing on the target Stemona officinalis appearance deterioration critical state node time length h and the target Stemona officinalis current appearance evolution node time length data f, to generate the target Stemona officinalis stable use time length data U, wherein , the unit of U is day; the data of the stable use time length of the target Radix Stemonae Radix represents the remaining time length of the target Radix Stemonae Radix from the current state to reach the critical state node of deterioration.
[0044] The present invention uses numerical analysis to efficiently and conveniently measure the remaining time length of the target Stemona japonica medicinal material for stable use, thereby achieving the effect of quantifying and intelligently predicting and evaluating the stability of the active ingredients of the Stemona japonica medicinal material.
[0045] Preferably, the steps of constructing the prediction and evaluation data of the stability of the active ingredients of Radix Stemonae Radix and performing the feedback operation of the prediction and evaluation results of the stability of the active ingredients of Radix Stemonae Radix are as follows:
[0046] S71, combining the Stemona officinalis storage environment characteristic data P, the Stemona officinalis packaging method text data I, the target Stemona officinalis current appearance image data K, and the target Stemona officinalis stable use time length data U to construct a Stemona officinalis active ingredient stability prediction evaluation data ;
[0047] S72, feeding back the stability prediction and evaluation data M of the active ingredients of Radix Stemonae Radix to the user monitoring terminal online through the Internet of Things communication network.
[0048] The present invention achieves the effects of accurate and efficient collection and processing of stability prediction information of active ingredients of target Stemona japonica medicinal materials and precise visual output feedback through scientific construction and autonomous feedback of stability prediction and evaluation information of active ingredients of Stemona japonica medicinal materials.
[0049] A stability prediction and evaluation system for active ingredients of Radix Stemonae, used to implement the stability prediction and evaluation method for active ingredients of Radix Stemonae, the stability prediction and evaluation system for active ingredients of Radix Stemonae comprises a Radix Stemonae standard evolution information retrieval module, a Radix Stemonae active ingredient stability time processing module, and a Radix Stemonae active ingredient stability prediction and evaluation information feedback module;
[0050] The Stemona officinalis standard evolution information retrieval module includes a Stemona officinalis storage environment feature information collection unit, a Stemona officinalis packaging feature information collection unit, a Stemona officinalis standard appearance evolution node image library storage unit, a Stemona officinalis required appearance evolution node image library screening unit, a Stemona officinalis standard appearance evolution node time length library storage unit, and a Stemona officinalis required appearance evolution node time length library search unit;
[0051] The Stemona officinalis storage environment characteristic information collection unit collects the Stemona officinalis storage environment characteristic data through the material ERP management platform; the Stemona officinalis packaging characteristic information collection unit collects the Stemona officinalis packaging method text data through the material ERP management platform; the Stemona officinalis standard appearance evolution node image library storage unit is used to store the Stemona officinalis standard appearance evolution node image library; the Stemona officinalis required appearance evolution node image library screening unit is based on the Stemona officinalis storage environment information, packaging method information and the Stemona officinalis standard appearance evolution node image library under different storage environment and packaging characteristic conditions The image library objects of the standard appearance change nodes of Stemona officinalis are screened and processed to generate the image library of the standard appearance evolution nodes required by Stemona officinalis; the time length library storage unit of the standard appearance evolution nodes of Stemona officinalis is used to store the time length library of the standard appearance evolution nodes of Stemona officinalis; the time length library search unit of the appearance evolution nodes required by Stemona officinalis performs the time length library object search processing corresponding to the standard appearance change nodes of Stemona officinalis according to the image library of the standard appearance evolution nodes required by Stemona officinalis and the time length library of the standard appearance evolution nodes of Stemona officinalis, to generate the time length library of the standard appearance evolution nodes required by Stemona officinalis;
[0052] The Stemona herb active ingredient stable time processing module includes a target Stemona herb current appearance image acquisition unit, a target Stemona herb current appearance evolution node information analysis unit, a target Stemona herb current appearance evolution node time length search unit, and a target Stemona herb stable use time length measurement unit;
[0053] The target Stemona herb current appearance image acquisition unit acquires the target Stemona herb current appearance image data through a shooting lens; the target Stemona herb current appearance evolution node information analysis unit performs appearance evolution node information analysis processing on the target Stemona herb according to the target Stemona herb current appearance image data and the standard appearance evolution node image library required for the Stemona herb, and generates the target Stemona herb current appearance evolution node data; the target Stemona herb current appearance evolution node time length search unit performs time length search processing corresponding to the appearance evolution node of the target Stemona herb according to the target Stemona herb current appearance evolution node data and the standard appearance evolution node time length library required for the Stemona herb, and generates the target Stemona herb current appearance evolution node time length data; the target Stemona herb stable use time length measurement unit performs time length numerical analysis of the normal use state of the active ingredients of the target Stemona herb according to the required standard appearance evolution node time length library of the Stemona herb and the current appearance evolution node time length, and generates the target Stemona herb stable use time length data;
[0054] The stability prediction and evaluation information feedback module for active ingredients of Radix Stemonae includes a stability prediction and evaluation information generation unit for active ingredients of Radix Stemonae and a stability prediction and evaluation result feedback unit for active ingredients of Radix Stemonae;
[0055] The Stemona herb active ingredient stability prediction and evaluation information generation unit is used to construct the Stemona herb active ingredient stability prediction and evaluation data; the Stemona herb active ingredient stability prediction and evaluation result feedback unit performs the Stemona herb active ingredient stability prediction and evaluation result feedback operation based on the Stemona herb active ingredient stability prediction and evaluation data.
[0056] (III) Beneficial effects
[0057] The present invention provides a system and method for predicting and evaluating the stability of active ingredients of Radix Stemonae Radix. It has the following beneficial effects:
[0058] 1. Accurately collect the storage environment characteristics and packaging information of the target Stemona officinalis to be tested through the material ERP management platform, and provide real data support for the scientific screening of the target Stemona officinalis appearance evolution node image library; Based on the storage environment characteristics information and packaging information of the target Stemona officinalis, combined with the intelligent search algorithm and the standard set Stemona officinalis standard appearance evolution node image library, the target Stemona officinalis standard appearance change node image library is intelligently screened to achieve accurate analysis of the direction of the appearance evolution node of the target Stemona officinalis; According to the target Stemona officinalis standard appearance evolution node image library object parameters combined with the intelligent recognition algorithm and the scientifically preset Stemona officinalis standard appearance evolution node time length library, the standard appearance change node time length library objects of Stemona officinalis are accurately matched to achieve accurate analysis of the time length of the appearance evolution node of the target Stemona officinalis;
[0059] Second, the current appearance image parameters of the target Stemona officinalis are obtained online through the shooting lens, and the current appearance evolution node status of the target Stemona officinalis is accurately positioned and analyzed by combining the intelligent search algorithm with the standard appearance evolution node image library required by the Stemona officinalis, so as to realize convenient and intelligent evaluation of the current appearance evolution node of the target Stemona officinalis; numerical analysis is used to efficiently and conveniently measure the time required for the current appearance evolution node of the target Stemona officinalis and the remaining time for stable use of the target Stemona officinalis, so as to realize the numerical and intelligent prediction and evaluation of the stability of the active ingredients of the Stemona officinalis, and improve the efficiency and reliability of the quality management of the Stemona officinalis;
[0060] 3. By scientifically constructing the stability prediction and evaluation information of the active ingredients of Stemona officinalis based on the storage environment characteristics, packaging methods, appearance images and stable usage time of the active ingredients of Stemona officinalis, accurate and efficient collection and processing of the stability prediction information of the active ingredients of Stemona officinalis can be achieved; the stability prediction and evaluation information of the active ingredients of Stemona officinalis can be pushed and fed back to the user monitoring end in a timely manner online, so as to realize the visual and accurate output feedback of the stability prediction and evaluation results of the active ingredients of Stemona officinalis. BRIEF DESCRIPTION OF THE DRAWINGS
[0061] Figure 1 A schematic diagram of a module of a stability prediction and evaluation system for active ingredients of Radix Stemonae provided by the present invention;
[0062] Figure 2 The present invention provides a flow chart of a method for predicting and evaluating the stability of active ingredients of Radix Stemonae. DETAILED DESCRIPTION
[0063] The following will be combined with the drawings in the embodiments of the present invention to clearly and completely describe the technical solutions in the embodiments of the present invention. Obviously, the described embodiments are only part of the embodiments of the present invention, not all of the embodiments. Based on the embodiments of the present invention, all other embodiments obtained by ordinary technicians in this field without creative work are within the scope of protection of the present invention.
[0064] The embodiments of the stability prediction and evaluation system and method of active ingredients of Radix Stemonae Radix are as follows:
[0065] Example 1 Please refer to Figure 1 - Figure 2 , a method for predicting and evaluating the stability of active ingredients of Radix Stemonae Radix, the method comprising the following steps:
[0066] S1. Collecting the storage environment characteristic data of Radix Stemonae and the packaging method text data of Radix Stemonae;
[0067] S2, based on the storage environment information, packaging information and the image library of the standard appearance evolution node of the Stemona bulbs, the image library objects of the standard appearance change node of the Stemona bulbs under different storage environment and packaging characteristics are screened and processed to generate the image library of the standard appearance evolution node required by the Stemona bulbs;
[0068] S3, searching and processing the time length library objects corresponding to the standard appearance change nodes of Stemona officinalis according to the image library of the standard appearance evolution nodes required by Stemona officinalis and the time length library of the standard appearance evolution nodes of Stemona officinalis, and generating the time length library of the standard appearance evolution nodes required by Stemona officinalis;
[0069] S4, collecting the current appearance image data of the target Stemona officinalis and analyzing and processing the appearance evolution node information of the target Stemona officinalis with the standard appearance evolution node image library required by the Stemona officinalis to generate the current appearance evolution node data of the target Stemona officinalis;
[0070] S5, performing a time length search process corresponding to the appearance evolution node of the target Stemona officinalis according to the current appearance evolution node data of the target Stemona officinalis and the standard appearance evolution node time length library required by the Stemona officinalis, and generating the current appearance evolution node time length data of the target Stemona officinalis;
[0071] S6. Perform numerical analysis on the time length of normal use of active ingredients of target Stemona herb according to the required standard appearance evolution node time length library of Stemona herb and the current appearance evolution node time length, and generate stable use time length data of target Stemona herb;
[0072] S7. Construct the prediction and evaluation data of the stability of the active ingredients of Radix Stemonae Radix and perform the prediction and evaluation result feedback task of the stability of the active ingredients of Radix Stemonae Radix.
[0073] For further information, see Figure 1 - Figure 2 The steps for collecting the storage environment characteristic data of Radix Stemonae and the packaging method text data of Radix Stemonae are as follows:
[0074] S11, collecting storage environment characteristic text information of the target Radix Stemonae Radix to be tested online through the material ERP management platform and generating Radix Stemonae Radix storage environment characteristic data P, the Radix Stemonae Radix storage environment characteristic data including temperature characteristic data, humidity characteristic data and light intensity characteristic data of the Radix Stemonae Radix storage environment;
[0075] The packaging text information of the target Radix Stemonae medica to be tested is collected online through the material ERP management platform and the packaging text data I of Radix Stemonae medica is generated. The packaging text data of Radix Stemonae medica includes wooden packaging, bamboo bag packaging, carton packaging, plastic packaging and bundled packaging.
[0076] Based on the storage environment information, packaging information and the image library of the standard appearance evolution node of Stemona officinalis, the image library objects of the standard appearance change node of Stemona officinalis under different storage environment and packaging characteristics are screened and processed. The operation steps of generating the required standard appearance evolution node image library of Stemona officinalis are as follows:
[0077] S21. Establish a collection of image libraries of standard appearance evolution nodes of Radix Stemonae , ;in The image library of the standard appearance evolution nodes of Stemona officinalis corresponding to the storage environment characteristic information and packaging method information of the i-th different Stemona officinalis, Indicates the maximum number of combinations of storage environment characteristic information and packaging information of Radix Stemonae; the Radix Stemonae standard appearance evolution node image database indicates the database of standard images of each appearance state node in the process of Radix Stemonae appearance changing from normal state to critical state of deterioration under different storage environment and packaging conditions; critical state of deterioration indicates the critical state between normal state and deterioration state of active ingredients in Radix Stemonae;
[0078] S22, using XGBoost algorithm to compare the Stemona officinalis storage environment feature data P and the Stemona officinalis packaging method text data I with the Stemona officinalis standard appearance evolution node image library set A. Perform storage environment characteristics and packaging method character matching of the Stemona officinalis, and search for the Stemona officinalis standard appearance evolution node image library corresponding to the Stemona officinalis storage environment characteristic data P and the Stemona officinalis packaging method text data I And build a standard appearance evolution node image library required for Stemona officinalis , ;in Represents the standard appearance evolution node image library required by the Stemona officinalis The image of the standard appearance evolution node required for the Stemona officinalis corresponding to the j-th Stemona officinalis standard appearance evolution node; Indicates the maximum number of standard appearance evolution nodes of Stemona officinalis.
[0079] According to the image library of the standard appearance evolution node required by Stemona bulbs and the time length library of the standard appearance evolution node of Stemona bulbs, the time length library object search and processing corresponding to the standard appearance change node of Stemona bulbs is performed, and the operation steps of generating the time length library of the standard appearance evolution node required by Stemona bulbs are as follows:
[0080] S31. Establish a library of the time length of the standard appearance evolution nodes of 100 medicinal materials ,in Represents the image library of the node of the standard appearance evolution of the Stemona officinalis The corresponding time length library of the standard appearance evolution nodes of Radix Stemonae, which represents the time length used by the Radix Stemonae to reach each appearance state node during the process of the appearance of the Radix Stemonae changing from a normal state to a critical state of deterioration under different storage environments and packaging conditions;
[0081] S32, the standard appearance evolution node image library required by the Stemona officinalis The time length library of the standard appearance evolution node of the Stemona officinalis in the set C of the standard appearance evolution node of the Stemona officinalis According to the storage environment characteristic information and packaging information of the Radix Stemonae, character matching is performed in combination with the type number to search for the image library of the node with the standard appearance evolution required by the Radix Stemonae. Corresponding to the standard appearance evolution node time length library of Stemona officinalis And build a standard appearance evolution node time length library required for 100 medicinal materials , execute to generate the standard appearance evolution node time length library required for the Stemona officinalis The specific steps are as follows:
[0082] S321, initialization, update the maximum number of iterations T and update the time to search for the location of the pelican population. The formula for updating the time to search for the location of the pelican population is as follows: ,in It means that the position of the pelican individual in the vth dimension is searched for in the uth time quantity, that is, the spatial dimension of the pelican individual in the uth time quantity is The position of the Stemona officinalis standard appearance evolution node time length library set C in the search space, Indicates the position adjustment of random integers, rand indicates a random number in the range [0,1], and Represents the upper and lower boundaries of solving the problem in the vth dimension, that is, in the space dimension The time length library set C of the standard appearance evolution node of the Stemona officinalis in the search space is consistent with the standard appearance evolution node image library required by the Stemona officinalis Matching the standard appearance evolution node time length library of the Stemona officinalis The number of upper and lower boundaries;
[0083] S322, exploration stage, time quantity search pelican determines the location of prey, that is, search the image library of standard appearance evolution node required by Stemona in the search space of the standard appearance evolution node time length library set C of Stemona Matching the standard appearance evolution node time length library of the Stemona officinalis The location and then the amount of time to search for the pelican individual to the existence of the Stemona standard appearance evolution node time length library The area movement is carried out to model the time quantity search strategy of the pelican approaching the prey, so that the algorithm scans the search space of the standard appearance evolution node time length library set C of the Stemona officinalis, wherein the target Stemona officinalis standard appearance evolution node time length library The position of the prey is randomly generated in the search space of the standard appearance evolution node time length library set C of Stemona officinalis, and the formula for the approximate prey strategy is as follows:
[0084] ;in It means that the location of the pelican individual in the vth dimension is searched for the uth amount of time after the exploration phase is updated, that is, the location of the pelican individual in the vth dimension is searched for the uth amount of time after the exploration phase is updated. The standard appearance evolution node time length library set C of the Stemona officinalis is searched in the search space to find the image library of the standard appearance evolution node required by the Stemona officinalis. Matching the standard appearance evolution node time length library of the Stemona officinalis location, The position of the prey in the vth dimension, i.e., the image library of the node with the standard appearance evolution required by the Stemona officinalis Matching the standard appearance evolution node time length library of the Stemona officinalis The prey has a spatial dimension of The position of the Stemona officinalis standard appearance evolution node time length library set C in the search space, is the objective function value of the prey, The objective function value for searching for the pelican individual for the uth time quantum;
[0085] S323, development stage, time quantity search Pelican searches for all the Stemona medicinal materials standard appearance evolution node time length library set C in the Stemona medicinal materials standard appearance evolution node time length library in the search space Perform target prey hunting search, that is, search for the image library of the standard appearance evolution node required by the Stemona officinalis in the search space of the standard appearance evolution node time length library set C of the Stemona officinalis Matching the standard appearance evolution node time length library of the Stemona officinalis , the behavior process of the time-quantity search pelican is modeled, and the algorithm checks the position near the time-quantity search pelican position so that the algorithm converges to a better position. The calculation formula for the time-quantity search pelican hunting behavior is as follows:
[0086] ,in It means that the u-th time quantity after the development phase is updated is the position of the pelican in the v-th dimension, that is, the u-th time quantity after the development phase is updated is the position of the pelican in the v-th dimension. The standard appearance evolution node time length library set C of the Stemona officinalis is searched in the search space to find the image library of the standard appearance evolution node required by the Stemona officinalis. Matching the standard appearance evolution node time length library of the Stemona officinalis location, is a random integer of 0 or 2; t is the current iteration number; T is the maximum iteration number;
[0087] S324, when the algorithm meets the maximum number of iterations, output the image library of nodes with the standard appearance evolution required by the Stemona officinalis Matching the standard appearance evolution node time length library of the Stemona officinalis ;
[0088] S325, the standard appearance evolution node time length library of Stemona officinalis output in step S324 Construct a standard appearance evolution node time length library for Radix Stemonae ,in , Represents the standard appearance evolution node time length library required for the Stemona officinalis The length of the standard appearance evolution node required by the Stemona officinalis corresponding to the jth Stemona officinalis standard appearance evolution node in , where The unit is day.
[0089] Through the storage environment characteristic information collection unit and the packaging characteristic information collection unit of the Radix Stemonae, the material ERP management platform is used to accurately collect the storage environment characteristics and packaging method information of the target Radix Stemonae to be tested, so as to provide real data support for the scientific screening of the target Radix Stemonae appearance evolution node image library; the screening unit of the Radix Stemonae required appearance evolution node image library performs intelligent screening of the image library of the standard appearance change nodes of the target Radix Stemonae based on the storage environment characteristic information and packaging method information of the target Radix Stemonae combined with the intelligent search algorithm and the standard set Radix Stemonae standard appearance evolution node image library, so as to achieve accurate analysis of the direction of the appearance evolution node of the target Radix Stemonae; the search unit of the time length library of the appearance evolution node required by the Radix Stemonae accurately matches the objects of the time length library of the standard appearance change nodes of the Radix Stemonae according to the object parameters of the image library of the standard appearance evolution nodes of the target Radix Stemonae combined with the intelligent recognition algorithm and the scientifically preset time length library of the standard appearance evolution nodes of the Radix Stemonae, so as to achieve accurate analysis of the time length of the appearance evolution nodes of the target Radix Stemonae.
[0090] For further information, see Figure 1 - Figure 2 , collect the current appearance image data of the target Stemona officinalis and analyze and process the appearance evolution node information of the target Stemona officinalis with the standard appearance evolution node image library required by the Stemona officinalis, and generate the current appearance evolution node data of the target Stemona officinalis as follows:
[0091] S41, when the standard appearance evolution node time length library required by the Stemona officinalis When the generation is completed, the current overall appearance image of the target Stemona japonica medicinal material to be tested is collected online through the shooting lens and the current appearance image data K of the target Stemona japonica medicinal material is generated;
[0092] S42, using a bidirectional search algorithm to compare the current appearance image data K of the target Stemona officinalis with the standard appearance evolution node image library required by the Stemona officinalis The standard appearance evolution node image required for the Stemona officinalis described in Perform image feature matching to search for the standard appearance evolution node image required by the Stemona officinalis that matches the current appearance image data K of the target Stemona officinalis The appearance evolution node corresponding to the Radix Stemonae is generated through data identification to generate the current appearance evolution node data e of the target Radix Stemonae, where .
[0093] According to the current appearance evolution node data of the target Stemona officinalis and the standard appearance evolution node time length library required by the Stemona officinalis, the time length search processing corresponding to the appearance evolution node of the target Stemona officinalis is performed, and the operation steps for generating the current appearance evolution node time length data of the target Stemona officinalis are as follows:
[0094] S51, compare the current appearance evolution node data e of the target Stemona officinalis with the standard appearance evolution node time length database required by the Stemona officinalis The length of time required for the standard appearance evolution node of the 100 herbs described in According to the character matching of the standard appearance evolution node number of the Stemona herb, the time length of the standard appearance evolution node required by the Stemona herb corresponding to the current appearance evolution node data e of the target Stemona herb is searched out. And construct the time length data f of the current appearance evolution node of the target Hundred Herbs, where the unit of f is day.
[0095] According to the required standard appearance evolution node time length library of Stemona officinalis and the current appearance evolution node time length, a numerical analysis of the time length of the normal use state of the active ingredients of the target Stemona officinalis is performed, and the operation steps for generating the stable use time length data of the target Stemona officinalis are as follows:
[0096] S61, the standard appearance evolution node time length library required for the Stemona officinalis The length of time required for the standard appearance evolution node of the 100 herbs described in After comparing the time length values, the standard appearance evolution node time length required for the 100 herbs with the largest time length value is selected. The target Stemona officinalis appearance deterioration critical state node time length h is generated through data identification, wherein the unit of h is day, and the target Stemona officinalis appearance deterioration critical state node time length represents the time length used for the target Stemona officinalis appearance to change from a normal state to a deterioration critical state node under the storage environment and packaging method conditions corresponding to the Stemona officinalis storage environment characteristic data P and the Stemona officinalis packaging method text data I;
[0097] S62, performing time length difference processing on the target Stemona officinalis appearance deterioration critical state node time length h and the target Stemona officinalis current appearance evolution node time length data f, to generate the target Stemona officinalis stable use time length data U, wherein , the unit of U is day; the data of the stable use time length of the target Radix Stemonae Radix represents the remaining time length of the target Radix Stemonae Radix from the current state to reach the critical state node of deterioration.
[0098] Through the cooperation of the target Stemona officinalis current appearance image acquisition unit and the target Stemona officinalis current appearance evolution node information analysis unit, the current appearance image parameters of the target Stemona officinalis are obtained online using a shooting lens, combined with an intelligent search algorithm and the standard appearance evolution node image library required by Stemona officinalis to accurately locate and analyze the current appearance evolution node status of the target Stemona officinalis, thereby realizing convenient and intelligent evaluation of the current appearance evolution node of the target Stemona officinalis; the target Stemona officinalis current appearance evolution node time length search unit and the target Stemona officinalis stable use time length measurement unit cooperate with each other, and numerical analysis is used to efficiently and conveniently measure the time length required for the current appearance evolution node of the target Stemona officinalis and the remaining time length for stable use of the target Stemona officinalis, thereby realizing the numeration and intelligent prediction and evaluation of the stability of the active ingredients of Stemona officinalis, thereby improving the efficiency and reliability of Stemona officinalis quality management.
[0099] For further information, see Figure 1 - Figure 2 The steps for constructing the prediction and evaluation data of the stability of active ingredients of Radix Stemonae and performing the feedback of the prediction and evaluation results of the stability of active ingredients of Radix Stemonae are as follows:
[0100] S71, combining the Stemona officinalis storage environment characteristic data P, the Stemona officinalis packaging method text data I, the target Stemona officinalis current appearance image data K, and the target Stemona officinalis stable use time length data U to construct a Stemona officinalis active ingredient stability prediction evaluation data ;
[0101] S72, feeding back the stability prediction and evaluation data M of the active ingredients of Radix Stemonae Radix to the user monitoring terminal online through the Internet of Things communication network.
[0102] Through the stability prediction and evaluation information generation unit for active ingredients of Stemona subspinosa, the stability prediction and evaluation information for active ingredients of Stemona subspinosa is scientifically constructed based on the storage environment characteristics, packaging methods, appearance images and stable usage time of active ingredients of Stemona subspinosa, so as to achieve accurate and efficient collection and processing of stability prediction information for active ingredients of target Stemona subspinosa; the stability prediction and evaluation result feedback unit for active ingredients of Stemona subspinosa pushes and feeds back the stability prediction and evaluation information for active ingredients of Stemona subspinosa to the user monitoring terminal in a timely manner online, so as to achieve visual and accurate output feedback of stability prediction and evaluation results for active ingredients of Stemona subspinosa.
[0103] Embodiment 2:
[0104] See also Figure 1 - Figure 2 , a stability prediction and evaluation system for active ingredients of Radix Stemonae, used to implement a stability prediction and evaluation method for active ingredients of Radix Stemonae, a stability prediction and evaluation system for active ingredients of Radix Stemonae includes a Radix Stemonae standard evolution information retrieval module, a Radix Stemonae active ingredient stability time processing module, and a Radix Stemonae active ingredient stability prediction and evaluation information feedback module;
[0105] The information retrieval module for the evolution of the standard of Stemona herbal medicine includes a Stemona herbal medicine storage environment characteristic information collection unit, a Stemona herbal medicine packaging characteristic information collection unit, a Stemona herbal medicine standard appearance evolution node image library storage unit, a Stemona herbal medicine required appearance evolution node image library screening unit, a Stemona herbal medicine standard appearance evolution node time length library storage unit, and a Stemona herbal medicine required appearance evolution node time length library search unit;
[0106] The storage environment characteristic information collection unit of the Radix Stemonae is used to collect the storage environment characteristic data of the Radix Stemonae through the material ERP management platform; the packaging characteristic information collection unit of the Radix Stemonae is used to collect the packaging method text data of the Radix Stemonae through the material ERP management platform; the storage unit of the standard appearance evolution node image library of the Radix Stemonae is used to store the standard appearance evolution node image library of the Radix Stemonae; the screening unit of the appearance evolution node image library required for the Radix Stemonae is used to screen the Radix Stemonae under different storage environment and packaging characteristic conditions based on the storage environment information, packaging method information of the Radix Stemonae and the standard appearance evolution node image library of the Radix Stemonae. The image library object screening process of the standard appearance change node of the Stemona herb is used to generate the image library of the standard appearance evolution node required by the Stemona herb; the Stemona herb standard appearance evolution node time length library storage unit is used to store the Stemona herb standard appearance evolution node time length library; the Stemona herb required appearance evolution node time length library search unit is used to search the time length library object corresponding to the standard appearance change node of the Stemona herb according to the image library of the standard appearance evolution node required by the Stemona herb and the Stemona herb standard appearance evolution node time length library, and generate the Stemona herb required standard appearance evolution node time length library;
[0107] The stable time processing module of active ingredients of Stemona officinalis includes a current appearance image acquisition unit of the target Stemona officinalis, a current appearance evolution node information analysis unit of the target Stemona officinalis, a current appearance evolution node time length search unit of the target Stemona officinalis, and a stable use time length measurement unit of the target Stemona officinalis;
[0108] The target Stemona herb current appearance image acquisition unit acquires the target Stemona herb current appearance image data through a shooting lens; the target Stemona herb current appearance evolution node information analysis unit performs appearance evolution node information analysis and processing on the target Stemona herb according to the target Stemona herb current appearance image data and the required standard appearance evolution node image library of the Stemona herb, and generates the target Stemona herb current appearance evolution node data; the target Stemona herb current appearance evolution node time length search unit performs time length search and processing corresponding to the appearance evolution node of the target Stemona herb according to the current appearance evolution node data of the target Stemona herb and the required standard appearance evolution node time length library of the Stemona herb, and generates the target Stemona herb current appearance evolution node time length data; the target Stemona herb stable use time length measurement unit performs time length numerical analysis on the normal use state of the active ingredient of the target Stemona herb according to the required standard appearance evolution node time length library of the Stemona herb and the current appearance evolution node time length, and generates the target Stemona herb stable use time length data;
[0109] The stability prediction and evaluation information feedback module of active ingredients of Radix Stemonae includes a stability prediction and evaluation information generation unit of active ingredients of Radix Stemonae and a stability prediction and evaluation result feedback unit of active ingredients of Radix Stemonae;
[0110] The stability prediction and evaluation information generating unit of the active ingredients of Stemona bulbs is used to construct the stability prediction and evaluation data of the active ingredients of Stemona bulbs; the stability prediction and evaluation result feedback unit of the active ingredients of Stemona bulbs is used to perform the stability prediction and evaluation result feedback operation of the active ingredients of Stemona bulbs based on the stability prediction and evaluation data of the active ingredients of Stemona bulbs.
[0111] Although embodiments of the present invention have been shown and described, it will be appreciated by those skilled in the art that various changes, modifications, substitutions and variations may be made to the embodiments without departing from the principles and spirit of the present invention, and that the scope of the present invention is defined by the appended claims and their equivalents.
Claims
1. A method for predicting and evaluating the stability of active ingredients of Radix Stemonae Radix, characterized in that: The method comprises the following steps: S1, collecting the storage environment characteristic data of Stemona officinalis and the packaging method text data of Stemona officinalis, said S1 comprises the following steps: S11, collecting storage environment characteristic text information of the target Stemona officinalis to be tested online through the material ERP management platform and generating Stemona officinalis storage environment characteristic data P; Collect the packaging method text information of the target Radix Stemonae Radix to be tested online through the material ERP management platform and generate Radix Stemonae Radix packaging method text data I; S2, based on the storage environment information, packaging information and the image library of the standard appearance evolution node of the Stemona herb, image library objects of the standard appearance change node of the Stemona herb under different storage environment and packaging characteristic conditions are screened and processed to generate the image library of the standard appearance evolution node required for the Stemona herb, wherein S2 comprises the following steps: S21. Establish a collection of image libraries of standard appearance evolution nodes of Radix Stemonae , ;in The image library of the standard appearance evolution nodes of Stemona officinalis corresponding to the storage environment characteristic information and packaging method information of the i-th different Stemona officinalis, Indicates the maximum number of combinations of storage environment characteristic information and packaging information of Radix Stemonae; S22, using XGBoost to compare the P and I with the Perform character matching of the storage environment characteristics and packaging method of Radix Stemonae, and search for the corresponding P and I And build a standard appearance evolution node image library required for Stemona officinalis ;in Indicates the The image of the standard appearance evolution node required for the Stemona officinalis corresponding to the j-th Stemona officinalis standard appearance evolution node; Indicates the maximum number of nodes of the standard appearance evolution of Stemona officinalis; S3, searching and processing the time length library objects corresponding to the standard appearance change nodes of Stemona officinalis according to the image library of the standard appearance evolution nodes required by Stemona officinalis and the time length library of the standard appearance evolution nodes of Stemona officinalis, and generating the time length library of the standard appearance evolution nodes required by Stemona officinalis, wherein S3 comprises the following steps: S31. Establish a library of the time length of the standard appearance evolution nodes of 100 medicinal materials ,in Represents the image library of the standard appearance evolution of the Stemona officinalis The corresponding time length library of the standard appearance evolution nodes of Stemona officinalis; S32, the As described in C According to the storage environment characteristic information and packaging information of the Radix Stemonae, character matching is performed in combination with the type number to search for the The corresponding And build a standard appearance evolution node time length library required for 100 medicinal materials , execute to generate the standard appearance evolution node time length library required for the Stemona officinalis The specific steps are as follows: S321, initialization, updating the maximum number of iterations T and the amount of time to search for the location of the pelican population; S322, exploration phase, the time quantity searches for the pelican to determine the location of the prey, that is, to search for the location of the prey in the C search space. Matching the The location and then the amount of time to search for the pelican individual towards the presence of The algorithm scans the C search space, where the target is The position of the prey is randomly generated in the C search space; S323, development phase, time quantity search Pelican for all the C search space Perform target prey hunting search, that is, search for the target prey in the C search space. Matching the ,This behavior process of searching the pelican in time is modeled, and the algorithm checks the positions near the pelican position in time ,so that the algorithm converges to a better position; S324, when the algorithm meets the maximum number of iterations, the output is the same as the Matching the ; S325, the output of step S324 Construct a standard appearance evolution node time length library for Radix Stemonae ,in , Indicates the The length of the standard appearance evolution node required by the Stemona officinalis corresponding to the jth Stemona officinalis standard appearance evolution node in , where The unit of is day; S4, collecting the current appearance image data of the target Stemona officinalis and performing an analysis and processing of the appearance evolution node information of the target Stemona officinalis with the standard appearance evolution node image library required by the Stemona officinalis to generate the current appearance evolution node data of the target Stemona officinalis, wherein S4 includes the following steps: S41, when the When the generation is completed, the current overall appearance image of the target Stemona japonica medicinal material to be tested is collected online through the shooting lens and the current appearance image data K of the target Stemona japonica medicinal material is generated; S42, using a bidirectional search algorithm to compare the K and As stated in Perform image feature matching to search for the image that matches K. The appearance evolution node corresponding to the Radix Stemonae is generated through data identification to generate the current appearance evolution node data e of the target Radix Stemonae, where ; S5, performing a time length search process corresponding to the appearance evolution node of the target Stemona officinalis according to the current appearance evolution node data of the target Stemona officinalis and the standard appearance evolution node time length library required by the Stemona officinalis, and generating the current appearance evolution node time length data of the target Stemona officinalis, wherein S5 comprises the following steps: S51, the e and the As stated in According to the character matching of the node number of the standard appearance evolution of Stemona officinalis, search for the corresponding And construct the time length data f of the current appearance evolution node of the target Hundred Herbs, where the unit of f is day; S6, performing a numerical analysis of the time length of the normal use state of the active ingredients of the target Stemona medicinal material according to the required standard appearance evolution node time length library of the Stemona medicinal material and the current appearance evolution node time length, and generating stable use time length data of the target Stemona medicinal material, wherein S6 comprises the following steps: S61. As stated in After comparing the time length values, the one with the largest time length value is selected. And generate h after data identification, where the unit of h is day; S62, performing time length difference processing on the h and the f to generate U, where , the unit of U is day; S7. Construct the prediction and evaluation data of the stability of the active ingredients of Radix Stemonae Radix and perform the prediction and evaluation result feedback task of the stability of the active ingredients of Radix Stemonae Radix.
2. A method for predicting and evaluating the stability of active ingredients of Radix Stemonae according to claim 1, characterized in that: The S7 comprises the following steps: S71, combining the data of P, I, K, and U to construct the prediction and evaluation data of the stability of active ingredients of Radix Stemonae ; S72: Feedback the M online to the user monitoring terminal through the Internet of Things communication network.
3. A system for predicting and evaluating the stability of active ingredients of Radix Stemonae Radix, used to implement the method for predicting and evaluating the stability of active ingredients of Radix Stemonae Radix according to any one of claims 1 to 2, characterized in that: The stability prediction and evaluation system of active ingredients of Stemona officinalis comprises a Stemona officinalis standard evolution information retrieval module, a Stemona officinalis active ingredient stability time processing module, and a Stemona officinalis active ingredient stability prediction and evaluation information feedback module; The Stemona officinalis standard evolution information retrieval module includes a Stemona officinalis storage environment feature information collection unit, a Stemona officinalis packaging feature information collection unit, a Stemona officinalis standard appearance evolution node image library storage unit, a Stemona officinalis required appearance evolution node image library screening unit, a Stemona officinalis standard appearance evolution node time length library storage unit, and a Stemona officinalis required appearance evolution node time length library search unit; The Stemona officinalis storage environment characteristic information collection unit collects the Stemona officinalis storage environment characteristic data through the material ERP management platform; the Stemona officinalis packaging characteristic information collection unit collects the Stemona officinalis packaging method text data through the material ERP management platform; the Stemona officinalis standard appearance evolution node image library storage unit is used to store the Stemona officinalis standard appearance evolution node image library; the Stemona officinalis required appearance evolution node image library screening unit is based on the Stemona officinalis storage environment information, packaging method information and the Stemona officinalis standard appearance evolution node image library under different storage environment and packaging characteristic conditions The image library objects of the standard appearance change nodes of Stemona officinalis are screened and processed to generate the image library of the standard appearance evolution nodes required by Stemona officinalis; the time length library storage unit of the standard appearance evolution nodes of Stemona officinalis is used to store the time length library of the standard appearance evolution nodes of Stemona officinalis; the time length library search unit of the appearance evolution nodes required by Stemona officinalis performs the time length library object search processing corresponding to the standard appearance change nodes of Stemona officinalis according to the image library of the standard appearance evolution nodes required by Stemona officinalis and the time length library of the standard appearance evolution nodes of Stemona officinalis, to generate the time length library of the standard appearance evolution nodes required by Stemona officinalis; The Stemona herb active ingredient stable time processing module includes a target Stemona herb current appearance image acquisition unit, a target Stemona herb current appearance evolution node information analysis unit, a target Stemona herb current appearance evolution node time length search unit, and a target Stemona herb stable use time length measurement unit; The target Stemona herb current appearance image acquisition unit acquires the target Stemona herb current appearance image data through a shooting lens; the target Stemona herb current appearance evolution node information analysis unit performs appearance evolution node information analysis processing on the target Stemona herb according to the target Stemona herb current appearance image data and the standard appearance evolution node image library required for the Stemona herb, and generates the target Stemona herb current appearance evolution node data; the target Stemona herb current appearance evolution node time length search unit performs time length search processing corresponding to the appearance evolution node of the target Stemona herb according to the target Stemona herb current appearance evolution node data and the standard appearance evolution node time length library required for the Stemona herb, and generates the target Stemona herb current appearance evolution node time length data; the target Stemona herb stable use time length measurement unit performs time length numerical analysis of the normal use state of the active ingredients of the target Stemona herb according to the required standard appearance evolution node time length library of the Stemona herb and the current appearance evolution node time length, and generates the target Stemona herb stable use time length data; The stability prediction and evaluation information feedback module for active ingredients of Radix Stemonae includes a stability prediction and evaluation information generation unit for active ingredients of Radix Stemonae and a stability prediction and evaluation result feedback unit for active ingredients of Radix Stemonae; The Stemona herb active ingredient stability prediction and evaluation information generation unit is used to construct the Stemona herb active ingredient stability prediction and evaluation data; the Stemona herb active ingredient stability prediction and evaluation result feedback unit performs the Stemona herb active ingredient stability prediction and evaluation result feedback operation based on the Stemona herb active ingredient stability prediction and evaluation data.
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