Design method and device of biological medicine workshop based on digital base
Through the design method based on digital base, the process flow of biomedical projects is split and optimized, and neural network model calculation is used to optimize the layout of biomedical workshops, which solves the problem of long-term design and realizes efficient workshop design automation.
Patent Information
- Application Number
- CN202411210218.X
- Authority / Receiving Office
- CN · China
- Patent Type
- Applications(China)
- Current Assignee / Owner
- Filing Date
- 2024-08-30
- Publication Date
- 2024-12-20
AI Technical Summary
The design of biomedical workshops depends on the experience of project personnel, which makes the design time-consuming, difficult to meet the rapidly changing needs of new products and new technologies, and difficult to automatically find the optimal layout method.
Using a digital base-based design method, the layout of the core process area and auxiliary area is optimized by obtaining the functional module area of the biomedical project, splitting and optimizing the process flow, and using preset plane layout rules and neural network model calculations, the layout of the core process area and auxiliary area is optimally determined. Generate workshop design drawings.
It greatly improves the efficiency of biomedical workshop design, automates the design drawings, reduces the errors that rely on experience design, and adapts to rapidly changing industrial needs.
Smart Images
Figure CN119167486A_ABST
Abstract
Description
Technical Field
[0001] The present invention belongs to the technical field of industrial layout, and in particular relates to a design method and device for a biomedical workshop based on a digital base. Background Art
[0002] The biopharmaceutical production process is complex, and the layout design of process equipment and workshops often relies on the historical experience of project personnel to provide design drawings of the workshops.
[0003] However, with the rapid development of innovative and original drug research and development, more and more new products and technologies are being introduced, which leads to the need to constantly modify process details, design new process drawings, and transform workshops. Relying solely on project personnel, the design work takes a long time and is difficult to meet industry needs. Summary of the invention
[0004] In view of this, an embodiment of the present invention provides a design method and device for a biomedical workshop based on a digital base, so as to improve the design efficiency of the biomedical workshop based on the digital base.
[0005] A first aspect of an embodiment of the present invention provides a design method for a biomedical workshop based on a digital base, comprising:
[0006] Acquire the areas of multiple functional modules of a biomedical project; wherein the multiple functional modules and their areas are obtained by splitting and optimizing the process flow of the biomedical project;
[0007] Arrange multiple functional modules according to different preset plane layout rules, determine the optimal functional module arrangement method, and obtain the core process area plane layout diagram;
[0008] determining the areas of multiple auxiliary regions;
[0009] On the core process area plan, multiple auxiliary areas are arranged according to different preset plan layout rules, the optimal auxiliary area layout method is determined, and the workshop design drawings of the biomedical project are obtained.
[0010] In conjunction with the first aspect, in a possible implementation of the first aspect, obtaining areas of multiple functional modules of a biomedical project includes:
[0011] Obtain process flow of biopharmaceutical projects;
[0012] Split the process flow to obtain multiple functional modules;
[0013] For each functional module, determine the equipment layout that minimizes the area of the functional module, and use the area corresponding to the equipment layout as the area of the functional module.
[0014] In conjunction with the first aspect, in a possible implementation of the first aspect, determining an optimal arrangement of functional modules includes:
[0015] Calculate the total area of the core process area corresponding to the arrangement of each functional module, and determine the minimum total area of the core process area to obtain the calculated area;
[0016] From the preset project database, obtain the total area of the core process area corresponding to each similar biopharmaceutical project, and determine the minimum total area of the core process area to obtain the reference area;
[0017] Determine the size relationship between the calculated area and the reference area;
[0018] If the calculated area is greater than or equal to the reference area, the functional module arrangement method corresponding to the calculated area is used as the optimal functional module arrangement method;
[0019] If the calculated area is smaller than the reference area, the functional module arrangement of similar biomedical projects corresponding to the reference area will be used as the optimal functional module arrangement.
[0020] In combination with the first aspect, in a possible implementation manner of the first aspect, determining areas of the plurality of auxiliary regions includes:
[0021] Determine the areas of the plurality of auxiliary areas according to the total area of the core process area of the core process area plan layout diagram and a preset proportionality coefficient;
[0022] Among them, the proportionality coefficient is determined based on similar biopharmaceutical projects in the preset project database.
[0023] In combination with the first aspect, in a possible implementation of the first aspect, determining an optimal auxiliary area arrangement method includes:
[0024] Calculate the total project area corresponding to the layout of each auxiliary area; the total project area is the sum of the total area of the core process area and the total area of the auxiliary area;
[0025] The auxiliary area arrangement method with the smallest total project area is regarded as the optimal auxiliary area arrangement method.
[0026] In conjunction with the first aspect, in a possible implementation of the first aspect, after obtaining the workshop design drawings of the biomedical project, the method further includes:
[0027] The design data information of the biomedical project is stored in the preset project database.
[0028] In combination with the first aspect, in a possible implementation of the first aspect, multiple functional modules are arranged according to different preset plane arrangement rules, and an optimal arrangement of the functional modules is determined, which is implemented by iterative calculation of a pre-established first neural network model;
[0029] On the core process area plan layout diagram, multiple auxiliary areas are arranged according to different preset plan layout rules, and the optimal auxiliary area arrangement method is determined and implemented through iterative calculation of a pre-established second neural network model.
[0030] A second aspect of an embodiment of the present invention provides a design device for a biomedical workshop based on a digital base, comprising:
[0031] An acquisition module is used to acquire the areas of multiple functional modules of a biomedical project; wherein the multiple functional modules and their areas are obtained by splitting and optimizing the process flow of the biomedical project;
[0032] The first arrangement module is used to arrange multiple functional modules according to different preset plane arrangement rules, determine the optimal arrangement mode of the functional modules, and obtain the plane layout diagram of the core process area;
[0033] A determination module, used for determining the areas of a plurality of auxiliary areas;
[0034] The second arrangement module is used to arrange multiple auxiliary areas according to different preset plane arrangement rules on the core process area plan layout, determine the optimal auxiliary area arrangement method, and obtain the workshop design drawings of the biomedical project.
[0035] A third aspect of an embodiment of the present invention provides an electronic device, comprising a memory, a processor, and a computer program stored in the memory and executable on the processor, wherein when the processor executes the computer program, the steps of the method in the first aspect or any one of the implementations of the first aspect are implemented.
[0036] A fourth aspect of an embodiment of the present invention provides a computer-readable storage medium, which stores a computer program. When the computer program is executed by a processor, the steps of the method in the first aspect or any one of the implementations of the first aspect are implemented.
[0037] Compared with the prior art, the embodiments of the present invention have the following beneficial effects:
[0038] Through the method of the embodiment of the present invention, the process flow of the biomedical project can be split and optimized by using digital tool software, all the arrangement modes of the core process area and the auxiliary area can be calculated, and the optimal layout mode can be automatically found to obtain the workshop design drawings of the biomedical project. Since the workshop design drawings are automatically realized by computer equipment, the design efficiency is greatly improved. BRIEF DESCRIPTION OF THE DRAWINGS
[0039] In order to more clearly illustrate the technical solutions in the embodiments of the present invention, the drawings required for use in the embodiments or the description of the prior art will be briefly introduced below. Obviously, the drawings described below are only some embodiments of the present invention. For ordinary technicians in this field, other drawings can be obtained based on these drawings without paying creative labor.
[0040] Figure 1 It is a flowchart of a design method of a biomedical workshop based on a digital base provided by an embodiment of the present invention;
[0041] Figure 2 is a schematic diagram of a scenario of a design method for a biomedical workshop based on a digital base provided by an embodiment of the present invention;
[0042] Figure 3 is a schematic diagram of a design device for a biomedical workshop based on a digital base provided by an embodiment of the present invention;
[0043] Figure 4 is a schematic diagram of an electronic device provided by an embodiment of the present invention. DETAILED DESCRIPTION
[0044] In the following description, specific details such as specific system structures, technologies, etc. are provided for the purpose of illustration rather than limitation, so as to provide a thorough understanding of the embodiments of the present invention. However, it should be clear to those skilled in the art that the present invention may be implemented in other embodiments without these specific details. In other cases, detailed descriptions of well-known systems, devices, circuits, and methods are omitted to prevent unnecessary details from obstructing the description of the present invention.
[0045] In order to illustrate the technical solution of the present invention, a specific embodiment is provided below for illustration.
[0046] With the continuous advancement of AI technology, especially the gradual maturity of large language models, image and video generation technology, how to introduce AI technology into the traditional construction industry is currently a hot topic.
[0047] The design of drawings in traditional biopharmaceutical workshops is mainly based on the experience of personnel. For new projects, the first thing to do is to find personnel who have worked on similar projects. The personnel will modify, improve, and provide new process drawings based on historical experience. However, with the rapid development of innovative and original drug research and development, more and more new products and new technologies are being introduced, which leads to the need to continuously improve the process and modify process details, which ultimately leads to a long duration of process drawing design work, and may require design and construction at the same time. Therefore, it is urgent to use digital tools and AI to improve the design efficiency of biopharmaceutical workshops.
[0048] The embodiment of the present invention provides a design method for a biomedical workshop based on a digital base, such as Figure 1 As shown, the method includes:
[0049] Step S101, obtaining the areas of multiple functional modules of a biomedical project.
[0050] Here, multiple functional modules and their areas are obtained by splitting and optimizing the process flow of biomedical projects. For example, for a biomedical project, the process flow of the project needs to be split into several functional modules, such as weighing module, recovery module, culture module, fermentation module, lysis module, harvesting module, filtration module, chromatography module, ultrafiltration module, packaging module, etc. Each functional module is composed of one or more corresponding equipment and instruments.
[0051] The splitting here can be done manually. For example, after the staff splits the process flow of the biomedical project into multiple functional modules, they allocate the area required for each functional module, and input each functional module and its area into the digital tool software of the computing device for calculation.
[0052] Alternatively, the digital tool software of the computing device can also draw on the data of similar biomedical projects in the preset project database to automatically split the process flow and calculate the area.
[0053] As a possible implementation method, obtaining the areas of multiple functional modules of a biomedical project can be achieved in the following ways:
[0054] Obtain process flow of biopharmaceutical projects;
[0055] Split the process flow to obtain multiple functional modules;
[0056] For each functional module, determine the equipment layout that minimizes the area of the functional module, and use the area corresponding to the equipment layout as the area of the functional module.
[0057] In this embodiment, for each functional module, it is possible to first determine how many equipment and instruments need to be placed in the functional module, and then optimize the layout of these equipment and instruments, specifically including how to place these equipment and instruments to minimize the area of the functional module. Since the equipment and instruments of the functional module in a new project may change, each time the design drawings are designed, the functional module needs to be optimized in combination with the process conditions of the new project. The optimization is mainly to achieve reasonable functions, simple processes, and reasonable and applicable areas.
[0058] Step S102, arranging multiple functional modules according to different preset planar arrangement rules, determining the optimal arrangement of the functional modules, and obtaining a planar layout diagram of the core process area.
[0059] See also Figure 2 As shown, assuming that the functional modules of a biomedical project are divided into 11, 12, 13, 14, 15, and 16, they can be arranged according to different preset plane layout rules, such as "I" shaped flow, "U" shaped flow, "Z" shaped flow, "I" shaped flow, etc., to form a core process area plan layout corresponding to each preset plane arrangement rule. Figure 2 The figure shows a "U"-shaped process. It is understandable that a walking passage needs to be reserved around each functional module or between two adjacent rows of functional modules, so different arrangements result in different total areas of the core process area.
[0060] Further, the optimal core process area floor plan is selected. The optimal method is generally to select the core process area with the smallest total area 10 as the optimal. Of course, for some users who want a spacious area, the core process area with the largest total area 10 can also be the optimal. In addition, other optimal solution screening conditions can be set as needed, and this embodiment does not limit this.
[0061] As a possible implementation method, determining the optimal arrangement of functional modules can be achieved in the following ways:
[0062] Calculate the total area of the core process area corresponding to the arrangement of each functional module, and determine the minimum total area of the core process area to obtain the calculated area;
[0063] From the preset project database, obtain the total area of the core process area corresponding to each similar biopharmaceutical project, and determine the minimum total area of the core process area to obtain the reference area;
[0064] Determine the size relationship between the calculated area and the reference area;
[0065] If the calculated area is greater than or equal to the reference area, the functional module arrangement method corresponding to the calculated area is used as the optimal functional module arrangement method;
[0066] If the calculated area is smaller than the reference area, the functional module arrangement of similar biomedical projects corresponding to the reference area will be used as the optimal functional module arrangement.
[0067] That is, by comparing with similar biomedical projects in the preset project database, the functional module arrangement with the smallest total area of the core process area is selected. The similar biomedical projects here can be judged and screened based on parameters such as project type and project output.
[0068] Step S103: determining the areas of the plurality of auxiliary regions.
[0069] Here, the area of the auxiliary region may be referenced to the areas of the auxiliary regions of various similar biomedical projects, such as an average of the areas of the auxiliary regions of various similar biomedical projects.
[0070] Exemplarily, the area of each auxiliary region can be determined by determining a ratio coefficient between the total area of the core process region and the area of each auxiliary region based on similar biopharmaceutical projects.
[0071] That is, determine the areas of multiple auxiliary regions, including:
[0072] Determine the areas of the plurality of auxiliary areas according to the total area of the core process area of the core process area plan layout diagram and a preset proportionality coefficient;
[0073] Among them, the proportionality coefficient is determined based on similar biopharmaceutical projects in the preset project database.
[0074] Step S104, on the core process area plan layout diagram, multiple auxiliary areas are arranged according to different preset plan layout rules, the optimal auxiliary area arrangement method is determined, and the workshop design drawing of the biomedical project is obtained.
[0075] See also Figure 2 As shown, assuming that the auxiliary areas are 21, 22, and 23, the auxiliary areas can be arranged based on the core process area plan layout obtained in step S102 through different preset plane layout rules, such as "I"-shaped flow, "U"-shaped flow, "Z"-shaped flow, "I"-shaped flow, etc., to determine the optimal auxiliary area arrangement method.
[0076] Similarly, the best method is generally based on the total area of the project ( Figure 2 The minimum area of the core process area (10) + the total area of the auxiliary area (20) is optimal. That is, the optimal auxiliary area arrangement is determined, including:
[0077] Calculate the total project area corresponding to the layout of each auxiliary area; the total project area is the sum of the total area of the core process area and the total area of the auxiliary area;
[0078] The auxiliary area arrangement method with the smallest total project area is regarded as the optimal auxiliary area arrangement method.
[0079] Of course, for some users who want a spacious area, the project with the largest total area can also be the best. In addition, other optimal solution screening conditions can be set as needed, and this embodiment does not limit this.
[0080] The above-mentioned processes of this application can all be automatically calculated and realized using the digital tool software of the computing device. That is, through the method of the embodiment of the present invention, it is possible to use the digital tool software to split and optimize the process flow of the biomedical project, calculate all the arrangement methods of the core process area and the auxiliary area, automatically find the optimal layout method, and obtain the workshop design drawings of the biomedical project. Since the workshop design drawings are automatically realized by computer equipment, the design efficiency is greatly improved. Moreover, it also avoids the problem that the project personnel rely on experience to design and are prone to errors to a certain extent.
[0081] As a possible implementation method, multiple functional modules are arranged according to different preset plane layout rules, and the optimal functional module arrangement method is determined, which is implemented by iterative calculation through a pre-established first neural network model; on the core process area plan layout diagram, multiple auxiliary areas are arranged according to different preset plane layout rules, and the optimal auxiliary area arrangement method is determined, which is implemented by iterative calculation through a pre-established second neural network model.
[0082] Exemplarily, the first neural network model and the second neural network model can select a transformer architecture model. Transformer is a deep learning model architecture used for natural language processing and other sequence-to-sequence tasks. Since the Transformer architecture introduces a self-attention mechanism, it performs well in processing sequence data.
[0083] This embodiment uses the Transformer model to iteratively calculate different layout methods and areas, selects the layout method with the smallest area, and obtains the workshop design drawings of the biomedical project.
[0084] As a possible implementation method, after obtaining the workshop design drawings of the biomedical project, it also includes:
[0085] The design data information of the biomedical project is stored in the preset project database.
[0086] Here, each time a biomedical project is processed, its design data information is stored in the preset project database, thereby continuously enriching the project cases in the preset project database for use in the next computer-aided design judgment.
[0087] It should be understood that the order of execution of the steps in the above embodiment does not necessarily mean the order of execution. The execution order of each process should be determined by its function and internal logic, and should not constitute any limitation on the implementation process of the embodiment of the present invention.
[0088] like Figure 3 As shown, an embodiment of the present invention provides a design device 30 for a biomedical workshop based on a digital base, the device comprising:
[0089] The acquisition module 31 is used to acquire the areas of multiple functional modules of the biomedical project; wherein the multiple functional modules and their areas are obtained by splitting and optimizing the process flow of the biomedical project.
[0090] The first arrangement module 32 is used to arrange multiple functional modules according to different preset plane arrangement rules, determine the optimal arrangement mode of the functional modules, and obtain a plane layout diagram of the core process area.
[0091] The determination module 33 is used to determine the areas of the plurality of auxiliary regions.
[0092] The second arrangement module 34 is used to arrange multiple auxiliary areas according to different preset plane arrangement rules on the core process area plane layout diagram, determine the optimal auxiliary area arrangement method, and obtain the workshop design drawing of the biomedical project.
[0093] As a possible implementation manner, the acquisition module 31 is used to:
[0094] Obtain process flow of biopharmaceutical projects;
[0095] Split the process flow to obtain multiple functional modules;
[0096] For each functional module, determine the equipment layout that minimizes the area of the functional module, and use the area corresponding to the equipment layout as the area of the functional module.
[0097] As a possible implementation, the first arrangement module 32 is used to:
[0098] Calculate the total area of the core process area corresponding to the arrangement of each functional module, and determine the minimum total area of the core process area to obtain the calculated area;
[0099] From the preset project database, obtain the total area of the core process area corresponding to each similar biopharmaceutical project, and determine the minimum total area of the core process area to obtain the reference area;
[0100] Determine the size relationship between the calculated area and the reference area;
[0101] If the calculated area is greater than or equal to the reference area, the functional module arrangement method corresponding to the calculated area is used as the optimal functional module arrangement method;
[0102] If the calculated area is smaller than the reference area, the functional module arrangement of similar biomedical projects corresponding to the reference area will be used as the optimal functional module arrangement.
[0103] As a possible implementation manner, the determination module 33 is used to:
[0104] Determine the areas of the plurality of auxiliary areas according to the total area of the core process area of the core process area plan layout diagram and a preset proportionality coefficient;
[0105] Among them, the proportionality coefficient is determined based on similar biopharmaceutical projects in the preset project database.
[0106] As a possible implementation, the second arrangement module 34 is used to:
[0107] Calculate the total project area corresponding to the layout of each auxiliary area; the total project area is the sum of the total area of the core process area and the total area of the auxiliary area;
[0108] The auxiliary area arrangement method with the smallest total project area is regarded as the optimal auxiliary area arrangement method.
[0109] As a possible implementation method, after obtaining the workshop design drawings of the biomedical project, the second arrangement module 34 is further used to:
[0110] The design data information of the biomedical project is stored in the preset project database.
[0111] As a possible implementation method, multiple functional modules are arranged according to different preset plane arrangement rules, and the optimal functional module arrangement method is determined and implemented through iterative calculation of a pre-established first neural network model.
[0112] As a possible implementation method, on the core process area plan layout diagram, multiple auxiliary areas are arranged according to different preset plane layout rules, and the optimal auxiliary area arrangement method is determined and implemented through iterative calculation of a pre-established second neural network model.
[0113] Through the method of the embodiment of the present invention, the process flow of the biomedical project can be split and optimized by using digital tool software, all the arrangement modes of the core process area and the auxiliary area can be calculated, and the optimal layout mode can be automatically found to obtain the workshop design drawings of the biomedical project. Since the workshop design drawings are realized with the assistance of computer equipment, the design efficiency is greatly improved.
[0114] Figure 4 Schematic diagram of an electronic device 40 provided by an embodiment of the present invention. Figure 4 As shown, the electronic device 40 of this embodiment includes: a processor 41, a memory 42, and a computer program 43 stored in the memory 42 and executable on the processor 41, such as a design program for a biomedical workshop based on a digital base. When the processor 41 executes the computer program 43, the steps in the above-mentioned embodiments of the design method for a biomedical workshop based on a digital base are implemented, such as Figure 1 Alternatively, when the processor 41 executes the computer program 43, the functions of each module in the above-mentioned device embodiments are realized, for example Figure 3 The functions of the modules 31 to 34 are shown.
[0115] Exemplarily, the computer program 43 may be divided into one or more modules / units, one or more modules / units are stored in the memory 42, and executed by the processor 41 to implement the present invention. One or more modules / units may be a series of computer program instruction segments capable of implementing specific functions, and the instruction segments are used to describe the execution process of the computer program 43 in the electronic device 40.
[0116] The electronic device 40 may be a computing device such as a desktop computer, a notebook, a PDA, or a cloud server. The electronic device 40 may include, but is not limited to, a processor 41 and a memory 42. Those skilled in the art will appreciate that Figure 4 It is only an example of the electronic device 40 and does not constitute a limitation of the electronic device 40. It may include more or fewer components than shown in the figure, or a combination of certain components, or different components. For example, the electronic device 40 may also include input and output devices, network access devices, buses, etc.
[0117] The processor 41 may be a central processing unit (CPU), or other general-purpose processors, digital signal processors (DSP), application-specific integrated circuits (ASIC), field-programmable gate arrays (FPGA) or other programmable logic devices, discrete gate or transistor logic devices, discrete hardware components, etc. A general-purpose processor may be a microprocessor or any conventional processor, etc.
[0118] The memory 42 may be an internal storage unit of the electronic device 40, such as a hard disk or memory of the electronic device 40. The memory 42 may also be an external storage device of the electronic device 40, such as a plug-in hard disk, a smart media card (SMC), a secure digital (SD) card, a flash card, etc. equipped on the electronic device 40. Further, the memory 42 may also include both an internal storage unit of the electronic device 40 and an external storage device. The memory 42 is used to store computer programs and other programs and data required by the electronic device 40. The memory 42 may also be used to temporarily store data that has been output or is to be output.
[0119] The technicians in the relevant field can clearly understand that for the convenience and simplicity of description, only the division of the above-mentioned functional units and modules is used as an example for illustration. In practical applications, the above-mentioned function allocation can be completed by different functional units and modules as needed, that is, the internal structure of the device can be divided into different functional units or modules to complete all or part of the functions described above. The functional units and modules in the embodiment can be integrated in a processing unit, or each unit can exist physically separately, or two or more units can be integrated in one unit. The above-mentioned integrated unit can be implemented in the form of hardware or in the form of software functional units. In addition, the specific names of the functional units and modules are only for the convenience of distinguishing each other, and are not used to limit the scope of protection of this application. The specific working process of the units and modules in the above-mentioned system can refer to the corresponding process in the aforementioned method embodiment, which will not be repeated here.
[0120] In the above embodiments, the description of each embodiment has its own emphasis. For parts that are not described or recorded in detail in a certain embodiment, reference can be made to the relevant descriptions of other embodiments.
[0121] Those skilled in the art will appreciate that the units and algorithm steps of each example described in conjunction with the embodiments disclosed herein can be implemented in electronic hardware, or a combination of computer software and electronic hardware. Whether these functions are performed in hardware or software depends on the specific application and design constraints of the technical solution. Professional and technical personnel can use different methods to implement the described functions for each specific application, but such implementation should not be considered to be beyond the scope of the present invention.
[0122] In the embodiments provided by the present invention, it should be understood that the disclosed devices / electronic devices and methods can be implemented in other ways. For example, the device / electronic device embodiments described above are only schematic. For example, the division of modules or units is only a logical function division. There may be other division methods in actual implementation. For example, multiple units or components can be combined or integrated into another system, or some features can be ignored or not executed. Another point is that the mutual coupling or direct coupling or communication connection shown or discussed can be through some interfaces, indirect coupling or communication connection of devices or units, which can be electrical, mechanical or other forms.
[0123] The units described as separate components may or may not be physically separated, and the components shown as units may or may not be physical units, that is, they may be located in one place or distributed on multiple network units. Some or all of the units may be selected according to actual needs to achieve the purpose of the solution of this embodiment.
[0124] In addition, each functional unit in each embodiment of the present invention may be integrated into one processing unit, or each unit may exist physically separately, or two or more units may be integrated into one unit. The above-mentioned integrated unit may be implemented in the form of hardware or in the form of software functional units.
[0125] If the integrated module / unit is implemented in the form of a software functional unit and sold or used as an independent product, it can be stored in a computer-readable storage medium. Based on this understanding, the present invention implements all or part of the processes in the above-mentioned embodiment method, and can also be completed by instructing the relevant hardware through a computer program. The computer program can be stored in a computer-readable storage medium, and the computer program can implement the steps of the above-mentioned various method embodiments when executed by the processor. Among them, the computer program includes computer program code, and the computer program code can be in source code form, object code form, executable file or some intermediate form. Computer-readable media can include: any entity or device that can carry computer program code, recording medium, U disk, mobile hard disk, disk, optical disk, computer memory, read-only memory (ROM, Read-Only Memory), random access memory (RAM, Random Access Memory), electrical carrier signal, telecommunication signal and software distribution medium, etc.
[0126] The above embodiments are only used to illustrate the technical solutions of the present invention, rather than to limit the same. Although the present invention has been described in detail with reference to the aforementioned embodiments, those skilled in the art should understand that the technical solutions described in the aforementioned embodiments may still be modified, or some of the technical features may be replaced by equivalents. Such modifications or replacements do not deviate the essence of the corresponding technical solutions from the spirit and scope of the technical solutions of the embodiments of the present invention, and should be included in the protection scope of the present invention.
Claims
1. A design method for a biomedical workshop based on a digital base, It is characterized in that include: Acquire the areas of multiple functional modules of a biomedical project; wherein the multiple functional modules and their areas are obtained by splitting and optimizing the process flow of the biomedical project; Arrange the multiple functional modules according to different preset plane arrangement rules, determine the optimal arrangement mode of the functional modules, and obtain a plane layout diagram of the core process area; determining the areas of multiple auxiliary regions; On the core process area plan layout drawing, the multiple auxiliary areas are arranged according to different preset plan layout rules, the optimal auxiliary area arrangement method is determined, and the workshop design drawing of the biomedical project is obtained.
2. The design method of a biomedical workshop based on a digital base as claimed in claim 1, It is characterized in that The obtaining of the areas of multiple functional modules of the biomedical project includes: Obtain the process flow of the biopharmaceutical project; Splitting the process flow to obtain multiple functional modules; For each functional module, determine the equipment layout that minimizes the area of the functional module, and use the area corresponding to the equipment layout as the area of the functional module.
3. The design method of a biomedical workshop based on a digital base as claimed in claim 1, It is characterized in that The determining of the optimal arrangement of functional modules includes: Calculate the total area of the core process area corresponding to the arrangement of each functional module, and determine the minimum total area of the core process area to obtain the calculated area; From the preset project database, obtain the total area of the core process area corresponding to each similar biopharmaceutical project, and determine the minimum total area of the core process area to obtain the reference area; Determining the size relationship between the calculated area and the reference area; If the calculated area is greater than or equal to the reference area, the functional module arrangement corresponding to the calculated area is used as the optimal functional module arrangement; If the calculated area is smaller than the reference area, the functional module arrangement of the similar biomedical project corresponding to the reference area is used as the optimal functional module arrangement.
4. The design method of a biomedical workshop based on a digital base as claimed in claim 1, It is characterized in that The determining of the areas of the plurality of auxiliary regions comprises: Determining the areas of the plurality of auxiliary areas according to the total area of the core process area of the core process area plan layout diagram and a preset proportionality coefficient; Wherein, the proportional coefficient is determined based on similar biomedical projects in a preset project database.
5. The method for designing a biomedical workshop based on a digital base as claimed in claim 1, It is characterized in that The determining of the optimal auxiliary area arrangement method includes: Calculate the total project area corresponding to each auxiliary area arrangement mode; wherein the total project area is the sum of the total area of the core process area and the total area of the auxiliary area; The auxiliary area arrangement method with the smallest total project area is regarded as the optimal auxiliary area arrangement method.
6. The method for designing a biomedical workshop based on a digital base according to any one of claims 1 to 5, It is characterized in that After obtaining the workshop design drawings of the biomedical project, the method further includes: The design data information of the biomedical project is stored in a preset project database.
7. The design method of a biomedical workshop based on a digital base according to any one of claims 1 to 5, It is characterized in that Arranging the plurality of functional modules according to different preset plane arrangement rules, determining the optimal arrangement of the functional modules, and implementing it by iterative calculation of a pre-established first neural network model; On the core process area plan layout diagram, the multiple auxiliary areas are arranged according to different preset plan layout rules, and the optimal auxiliary area arrangement method is determined, which is achieved through iterative calculation of a pre-established second neural network model.
8. A design device for a biomedical workshop based on a digital base, It is characterized in that include: An acquisition module, used to acquire the areas of multiple functional modules of a biomedical project; wherein the multiple functional modules and their areas are obtained by splitting and optimizing the process flow of the biomedical project; A first arrangement module is used to arrange the multiple functional modules according to different preset plane arrangement rules, determine the optimal arrangement mode of the functional modules, and obtain a plane layout diagram of the core process area; A determination module, used for determining the areas of a plurality of auxiliary areas; The second arrangement module is used to arrange the multiple auxiliary areas according to different preset plane arrangement rules on the core process area plan layout diagram, determine the optimal auxiliary area arrangement method, and obtain the workshop design drawing of the biomedical project.
9. An electronic device comprising a memory, a processor, and a computer program stored in the memory and executable on the processor, It is characterized in that When the processor executes the computer program, the steps of the method according to any one of claims 1 to 7 are implemented.
10. A computer-readable storage medium storing a computer program. It is characterized in that When the computer program is executed by a processor, the steps of the method according to any one of claims 1 to 7 are implemented.