In-warehouse layout building method and system of intelligent warehouse
By obtaining material feature information, screening and correcting the initial layout construction method, and simulating and optimizing the warehouse layout, the problem of unreasonable warehouse layout design is solved, and the warehouse operation efficiency and storage space utilization are improved.
Patent Information
- Application Number
- CN202411050405.6
- Authority / Receiving Office
- CN · China
- Patent Type
- Applications(China)
- Current Assignee / Owner
- Filing Date
- 2024-08-01
- Publication Date
- 2024-12-31
AI Technical Summary
The layout and design of existing warehouses is unreasonable, resulting in low material operation efficiency, reduced storage space utilization, and mismatched supply demand, which in turn reduces the level of storage management and operational efficiency.
By obtaining the characteristic layout information of the materials, filtering the preferred layout construction template, generating the initial layout construction method, calculating the construction evaluation value, performing multiple corrections and simulations, selecting the optimal layout construction method, and optimizing the layout in the warehouse to improve the utilization of storage space rate and operational efficiency.
The warehouse management level and operation efficiency have been improved, and the material adaptability and supply level have been improved through reasonable layout, and the warehouse operation process has been optimized.
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Figure CN119227173A_ABST
Abstract
Description
Technical Field
[0001] The present application relates to the technical field of warehouse layout construction, and in particular to a method and system for constructing the warehouse layout of an intelligent warehouse. Background Art
[0002] Warehouses are mainly used to store spare parts and other supplies. Currently, when planning the layout of warehouses, the conventional practice is to place materials randomly depending on whether there is space in the warehouse, without zoning the materials according to their nature. In addition, due to the unreasonable design of the warehouse, the efficiency of material operations in the warehouse is low, and the utilization rate of warehouse storage space is reduced, resulting in a mismatch between warehouse supply and demand. The above problems have led to a decrease in warehouse management level and operational efficiency. Summary of the invention
[0003] To solve the above technical problems, the present application provides a method and system for building a layout in an intelligent warehouse, which selects a preferred layout building template for each material according to the characteristic layout information of the material, generates multiple initial layout building methods according to the preferred layout building template and calculates the building evaluation value of each initial layout building method, screens the initial layout building method according to the building evaluation value, and corrects the screened initial layout building method to obtain a second layout building method, simulates the preset demand instructions according to the second layout building method, selects the optimal layout building method according to the operation effect evaluation result, and evaluates the storage space, material adaptability, material supply level and operation efficiency in the warehouse, so as to gradually improve the warehouse management level and operation efficiency in the warehouse.
[0004] In some embodiments of the present application, a method for constructing a layout in a smart warehouse is provided, comprising:
[0005] Acquire characteristic layout information of all materials in the warehouse, and select a preferred layout construction template with a fitness greater than a preset fitness threshold from the preset layout construction templates based on the characteristic layout information;
[0006] Generate all initial layout construction methods according to the preferred layout construction template of each material, and calculate the construction evaluation value of each initial layout construction method;
[0007] Screening out initial layout building methods whose building evaluation values are greater than a preset first building evaluation value threshold, and performing multiple corrections on the screened initial layout building methods to obtain multiple second layout building methods;
[0008] For each second layout construction method, a simulation of the operation in the warehouse is performed, the operation effect is evaluated according to the simulation result, and based on the operation effect evaluation, the optimal layout construction method is set.
[0009] In some embodiments of the present application, obtaining characteristic layout information of all materials in the warehouse includes:
[0010] Acquire first information of all materials in the warehouse, wherein the first information includes type information and usage information of the materials;
[0011] At the same time, second information of all materials in the warehouse is obtained, where the second information includes design requirements and style requirements of the materials;
[0012] Generate construction information of corresponding materials according to the first information, the second information and the acquired performance requirement information, wherein the performance requirement information includes: operation speed information, visual information and safety information;
[0013] Perform layout and construction relevance analysis on the construction information, and determine characteristic layout information according to the analysis result.
[0014] In some embodiments of the present application, based on the characteristic layout information, a preferred layout construction template having a fitness greater than a preset fitness threshold is screened out from the preset layout construction templates, including:
[0015] Pre-set multiple adaptation evaluation indicators;
[0016] Determine the relevant feature layout information of each adaptation evaluation index of the current material according to the correlation between the feature layout information of the same material and the corresponding adaptation evaluation index;
[0017] Compare the relevant feature layout information of each adaptation evaluation index with the relevant feature layout information of the preset standard, and generate a sub-adaptation evaluation value of the corresponding adaptation evaluation index according to the comparison result;
[0018] Subtracting the sub-adaptation evaluation value from the preset adaptation evaluation threshold value to obtain an adaptation evaluation difference value of the adaptation evaluation index;
[0019] Generate the adaptability of the characteristic layout information of the current material and the corresponding layout building template in the preset layout building template according to the adaptability evaluation difference of multiple adaptability evaluation indicators;
[0020] The layout building template with a degree of adaptability greater than the degree of adaptability threshold is set as the preferred layout building template for the corresponding material.
[0021] In some embodiments of the present application, the entire initial layout construction method is generated according to the preferred layout construction template of each material, including:
[0022] Acquire the planar building information in the warehouse, and generate the planar layout in the warehouse at a preset ratio according to the planar building information;
[0023] Determine a first position of a first material in the plane layout according to a preferred layout template for each material, and determine a plurality of second positions of other materials in the plane layout according to a random arrangement of other materials except the first material;
[0024] Determine multiple initial layout construction methods of the current first material based on the first position and multiple second positions in the plane layout;
[0025] All initial layout building methods are determined according to multiple initial layout building methods of all first materials.
[0026] In some embodiments of the present application, calculating the construction evaluation value of each initial layout construction method includes:
[0027] Compare the maximum storage capacity of materials in each initial layout construction method with the average demand for the corresponding materials, generate the supply degree of the corresponding materials according to the comparison result, and generate the comprehensive supply degree of the corresponding initial layout construction method according to the supply degree of all materials;
[0028] The occupied space of the same material in each initial layout construction method is set as the same grid unit, a material chain is constructed according to a plurality of linearly continuous grid units, and the remaining storage space of the corresponding initial layout construction method is set according to the ratio of the comprehensive length of all material chains to the length threshold of a preset length;
[0029] Generate the average fitness of the corresponding initial layout construction method according to the fitness of each material in each initial layout construction method;
[0030] Generate a construction evaluation value of the corresponding initial layout construction method according to the comprehensive supply degree, remaining storage space and average adaptability;
[0031] The calculation formula of the building evaluation value is:
[0032]
[0033] Among them, Mj is the construction evaluation value of the jth initial layout construction method, g is the construction evaluation conversion coefficient, and e1 is the weight coefficient of the comprehensive supply degree. is the comprehensive supply degree of the jth initial layout construction method, Ci,j is the maximum storage capacity of the i-th material of the j-th initial layout construction method, C0i,j is the average demand for the i-th material of the j-th initial layout construction method, qi,j is the weight coefficient of the i-th material of the j-th initial layout construction method, is the remaining storage space of the jth initial layout construction method, Lj is the comprehensive length of all material chains of the jth initial layout construction method, L0j is the preset length threshold of the jth initial layout construction method, e2 is the weight coefficient of the remaining storage space, is the average fitness of the j-th initial layout construction method, △Pi,j is the fitness of the i-th material of the j-th initial layout construction method, and e3 is the average fitness.
[0034] In some embodiments of the present application, the selected initial layout construction method is modified multiple times, including:
[0035] Calculate the difference between the construction evaluation value of the selected initial layout construction method and the construction evaluation value of the preset second construction evaluation value threshold;
[0036] A plurality of preset construction evaluation value difference reference intervals are preset, and each preset construction evaluation value difference reference interval is mapped with a specific correction coefficient interval;
[0037] Determining a correction coefficient interval for application of a preset correction model based on a preset construction evaluation value difference reference interval in which the construction evaluation value difference lies;
[0038] Based on the determined correction coefficient interval, several correction schemes are generated for the proportion adjustment coefficient, position adjustment coefficient and distance adjustment coefficient in the corresponding initial layout building method, and based on each correction scheme, the corresponding initial layout building method is corrected to obtain multiple second layout building methods.
[0039] In some embodiments of the present application, a simulation of the operation in the warehouse is performed for each second layout construction method, including:
[0040] Determine the location information and structure information of the materials involved in each second layout construction method, and lock the location of the panoramic map of the warehouse to obtain a static simulation scene of each second layout construction method;
[0041] Preset multiple demand instructions for operation in the warehouse, and obtain the corresponding dynamic simulation scene to be set according to each demand instruction;
[0042] Obtain the supply demand of corresponding materials in the dynamic simulation scenario to be set, and establish a dynamic operation trajectory under the supply demand;
[0043] Establishing a positional connection between the plurality of dynamic operation trajectories and the static simulation scene information, and constructing a simulation model of each second layout construction method;
[0044] The simulation results of each second layout construction method for multiple demand instructions operating in the warehouse are obtained according to the simulation model.
[0045] In some embodiments of the present application, the operation effect evaluation is performed according to the simulation results, including:
[0046] Based on multiple demand instructions, a simulation is performed in each simulation model to obtain the virtual operation occupied area of the materials corresponding to each dynamic operation trajectory in the simulation model, and the overlap of the virtual operation occupied areas of the materials involved in the same demand instruction is determined;
[0047] According to the overlap and the material's importance coefficient, set the extended operation time of the materials involved in the corresponding demand instruction, and generate the operation efficiency of the corresponding materials under the corresponding demand instruction according to the supply demand of the materials and the extended operation time;
[0048] Compare the operation efficiency of materials involved in multiple demand instructions with the corresponding preset standard operation efficiency, generate the operation efficiency difference of materials involved in the corresponding demand instructions according to the comparison result, and generate the comprehensive operation efficiency difference of the corresponding demand instructions according to the multiple operation efficiency differences;
[0049] According to the relationship between the comprehensive operation efficiency difference of materials involved in multiple demand instructions under the same simulation model and the preset comprehensive operation efficiency difference threshold, the operation effect of the corresponding simulation model is evaluated;
[0050] The calculation formula for the operation effect evaluation is:
[0051]
[0052] Wherein, Ky is the operation effect evaluation result of the yth simulation model, w is the total number of demand instructions, Rs,y is the comprehensive operation efficiency of the sth demand instruction of the yth simulation model, and R0s,y is the preset comprehensive operation efficiency difference threshold of the sth demand instruction of the yth simulation model;
[0053] Based on the result of the operation effect evaluation, the multiple simulation models are sorted by size, and the second layout construction method corresponding to the simulation model ranked first is set as the optimal layout construction method.
[0054] In some embodiments of the present application, the operation extension time of the materials involved in the corresponding demand instruction is set according to the overlap degree and the importance coefficient of the materials, including:
[0055] Presetting a first preset overlap threshold interval, a second preset overlap threshold interval, a third preset overlap threshold interval and a fourth preset overlap threshold interval;
[0056] When the overlap degree is within the first preset overlap degree threshold range, the comprehensive operation extension time is set to the first preset comprehensive operation extension time T1;
[0057] When the overlap degree is within the second preset overlap degree threshold range, the comprehensive operation extension time is set to the second preset comprehensive operation extension time T2;
[0058] When the overlap degree is within the third preset overlap degree threshold range, the comprehensive operation extension time is set to the third preset comprehensive operation extension time T3;
[0059] When the overlap degree is within the fourth preset overlap degree threshold range, the comprehensive operation extension time is set to the fourth preset comprehensive operation extension time T4;
[0060] Among them, T1<T2<T3<T4;
[0061] According to the ratio of the importance coefficient and the comprehensive importance coefficient of the materials involved in the same demand instruction, the i-th preset comprehensive operation extension time Ti is divided, and the operation extension time of the materials involved in each demand instruction is determined according to the division result.
[0062] In some embodiments of the present application, a system for building a layout in a smart warehouse is also included:
[0063] An acquisition module is used to acquire characteristic layout information of all materials in the warehouse, and based on the characteristic layout information, select a preferred layout construction template with a fitness greater than a preset fitness threshold from the preset layout construction templates;
[0064] A calculation module, used to generate all initial layout construction methods according to the preferred layout construction template of each material, and calculate the construction evaluation value of each initial layout construction method;
[0065] A screening module, used to screen out initial layout building methods whose building evaluation values are greater than a preset first building evaluation value threshold, and to perform multiple corrections on the screened initial layout building methods to obtain multiple second layout building methods;
[0066] The simulation is used to simulate the operation in the warehouse for each second layout construction method, evaluate the operation effect according to the simulation results, and set the optimal layout construction method based on the operation effect evaluation.
[0067] Compared with the prior art, the method and system for building the warehouse layout of a smart warehouse in the embodiment of the present application have the following beneficial effects:
[0068] According to the characteristic layout information of the materials, the preferred layout building template of each material is screened out, and multiple initial layout building methods are generated according to the preferred layout building template, and the building evaluation value of each initial layout building method is calculated, and the initial layout building method is screened according to the building evaluation value, and the screened initial layout building method is corrected to obtain a second layout building method, and the preset demand instructions are simulated according to the second layout building method. The optimal layout building method is screened out according to the operation effect evaluation result, and the storage space, material adaptability, material supply degree and operation efficiency in the warehouse are evaluated to gradually improve the warehouse management level and operation efficiency in the warehouse. BRIEF DESCRIPTION OF THE DRAWINGS
[0069] Figure 1 It is a flow chart of a method for constructing the warehouse layout of an intelligent warehouse in a preferred embodiment of the present application. DETAILED DESCRIPTION
[0070] The specific implementation methods of the present application are further described in detail below in conjunction with the accompanying drawings and examples. The following examples are used to illustrate the present application but are not intended to limit the scope of the present application.
[0071] In the description of the present application, it should be understood that the terms "center", "up", "down", "front", "back", "left", "right", "vertical", "horizontal", "top", "bottom", "inside", "outside", etc., indicating orientations or positional relationships, are based on the orientations or positional relationships shown in the accompanying drawings, and are only for the convenience of describing the present application and simplifying the description, and do not indicate or imply that the device or element referred to must have a specific orientation, be constructed and operated in a specific orientation, and therefore should not be understood as a limitation on the present application.
[0072] The terms "first" and "second" are used for descriptive purposes only and should not be understood as indicating or implying relative importance or implicitly indicating the number of the indicated technical features. Thus, a feature defined as "first" or "second" may explicitly or implicitly include one or more of the features. In the description of this application, unless otherwise specified, "plurality" means two or more.
[0073] In the description of this application, it should be noted that, unless otherwise clearly specified and limited, the terms "installed", "connected", and "connected" should be understood in a broad sense, for example, it can be a fixed connection, a detachable connection, or an integral connection; it can be a mechanical connection or an electrical connection; it can be a direct connection, or it can be indirectly connected through an intermediate medium, or it can be the internal communication of two components. For ordinary technicians in this field, the specific meanings of the above terms in this application can be understood according to specific circumstances.
[0074] like Figure 1As shown, a method for building a warehouse layout of a smart warehouse in a preferred embodiment of the present application includes:
[0075] Step S101: Acquire characteristic layout information of all materials in the warehouse, and select a preferred layout construction template with a fitness greater than a preset fitness threshold from the preset layout construction templates based on the characteristic layout information;
[0076] Step S102: Generate all initial layout construction methods according to the preferred layout construction template of each material, and calculate the construction evaluation value of each initial layout construction method;
[0077] Step S103: Screening out initial layout building methods whose building evaluation values are greater than a preset first building evaluation value threshold, and performing multiple corrections on the screened initial layout building methods to obtain multiple second layout building methods;
[0078] Step S104: For each second layout construction method, a simulation of the operation in the warehouse is performed, and the operation effect is evaluated according to the simulation result, and based on the operation effect evaluation, the optimal layout construction method is set.
[0079] In this embodiment, characteristic information refers to the information that needs to be paid attention to when laying out and building each material in the warehouse, including but not limited to the type, function, frequency of use, floor space and other information of the material. The preset layout building template is constructed based on the historical layout building template of the materials in the warehouse, and is pre-set, such as the historical layout template and overall framework template of the corresponding materials. The preferred layout building template refers to a layout building template that can meet the characteristic information of the materials.
[0080] In this embodiment, by acquiring the characteristic information of each material in the warehouse, the preferred layout building template of each material is matched in the preset layout building template, and multiple initial layout building methods are obtained according to the preferred layout building template of each material and the corresponding building evaluation values are calculated to obtain the building adaptation rates of various materials in the warehouse, thereby screening out the initial layout building methods with higher building adaptation rates and making multiple corrections to obtain multiple second layout building methods, and simulating the operation in the warehouse for each second layout building method and generating an operation effect evaluation value, and finally selecting the optimal layout building method to improve the storage space and operating efficiency of the warehouse layout and rationalize the warehouse layout.
[0081] In some embodiments of the present application, obtaining characteristic layout information of all materials in the warehouse includes:
[0082] Acquire first information of all materials in the warehouse, wherein the first information includes type information and usage information of the materials;
[0083] At the same time, second information of all materials in the warehouse is obtained, where the second information includes design requirements and style requirements of the materials;
[0084] Generate construction information of corresponding materials according to the first information, the second information and the acquired performance requirement information, wherein the performance requirement information includes: operation speed information, visual information and safety information;
[0085] Perform layout and construction relevance analysis on the construction information, and determine characteristic layout information according to the analysis result.
[0086] In this embodiment, the category information includes the production materials, material properties and management authority of the materials, the usage information includes the main functions of the materials, the needs of the target audience, etc., and the performance requirement information refers to the operating speed, visibility and safety performance of the materials during operation.
[0087] In some embodiments of the present application, based on the characteristic layout information, a preferred layout construction template having a fitness greater than a preset fitness threshold is screened out from the preset layout construction templates, including:
[0088] Pre-set multiple adaptation evaluation indicators;
[0089] Determine the relevant feature layout information of each adaptation evaluation index of the current material according to the correlation between the feature layout information of the same material and the corresponding adaptation evaluation index;
[0090] Compare the relevant feature layout information of each adaptation evaluation index with the relevant feature layout information of the preset standard, and generate a sub-adaptation evaluation value of the corresponding adaptation evaluation index according to the comparison result;
[0091] Subtracting the sub-adaptation evaluation value from the preset adaptation evaluation threshold value to obtain an adaptation evaluation difference value of the adaptation evaluation index;
[0092] Generate the adaptability of the characteristic layout information of the current material and the corresponding layout building template in the preset layout building template according to the adaptability evaluation difference of multiple adaptability evaluation indicators;
[0093] The layout building template with a degree of adaptability greater than the degree of adaptability threshold is set as the preferred layout building template for the corresponding material.
[0094] In this embodiment, the adaptation evaluation index is set according to the category of the feature layout information, and the adaptation evaluation index includes a usage adaptation evaluation index, a design adaptation evaluation index, a performance adaptation evaluation index, and the like.
[0095] In this embodiment, the multi-dimensional adaptation degree between the characteristic layout information and the layout building template is judged according to the adaptation evaluation index. When the adaptation evaluation difference of multiple adaptation evaluation indicators is smaller, it means that the layout building template is more adapted to the characteristic layout information of the corresponding material, that is, it is set as the preferred layout building template for the corresponding material.
[0096] In this implementation, the preferred layout building template for each material is selected relative to a material. The preferred layout building template includes the optimal layout method for a material and the random layout methods for other materials. Therefore, the construction evaluation value of the initial layout building method is subsequently calculated to determine the construction suitability of other materials in a preferred layout building template, thereby gradually improving the storage space and operating efficiency of the warehouse layout.
[0097] In some embodiments of the present application, the entire initial layout construction method is generated according to the preferred layout construction template of each material, including:
[0098] Acquire the planar building information in the warehouse, and generate the planar layout in the warehouse at a preset ratio according to the planar building information;
[0099] Determine a first position of a first material in the plane layout according to a preferred layout template for each material, and determine a plurality of second positions of other materials in the plane layout according to a random arrangement of other materials except the first material;
[0100] Determine multiple initial layout construction methods of the current first material based on the first position and multiple second positions in the plane layout;
[0101] All initial layout building methods are determined according to multiple initial layout building methods of all first materials.
[0102] In this embodiment, the first material refers to the material corresponding to the optimal layout method of the preferred layout building template, and all initial layout building methods are determined according to the positional relationship between the first position of the first material and the second position of other materials in the plane layout.
[0103] In this embodiment, the optimal layout method for one of the materials is first determined, and the historical layout methods of other materials are combined with the optimal layout method to form multiple initial layout construction methods. The construction evaluation value of each initial layout construction method is calculated to lay the foundation for the subsequent determination of the optimal layout construction method, and gradually improve the warehouse management level and operational efficiency of the warehouse layout construction.
[0104] In some embodiments of the present application, calculating the construction evaluation value of each initial layout construction method includes:
[0105] Compare the maximum storage capacity of materials in each initial layout construction method with the average demand for the corresponding materials, generate the supply degree of the corresponding materials according to the comparison result, and generate the comprehensive supply degree of the corresponding initial layout construction method according to the supply degree of all materials;
[0106] The occupied space of the same material in each initial layout construction method is set as the same grid unit, a material chain is constructed according to a plurality of linearly continuous grid units, and the remaining storage space of the corresponding initial layout construction method is set according to the ratio of the comprehensive length of all material chains to the length threshold of a preset length;
[0107] Generate the average fitness of the corresponding initial layout construction method according to the fitness of each material in each initial layout construction method;
[0108] Generate a construction evaluation value of the corresponding initial layout construction method according to the comprehensive supply degree, remaining storage space and average adaptability;
[0109] The calculation formula of the building evaluation value is:
[0110]
[0111] Among them, Mj is the construction evaluation value of the jth initial layout construction method, g is the construction evaluation conversion coefficient, and e1 is the weight coefficient of the comprehensive supply degree. is the comprehensive supply degree of the jth initial layout construction method, Ci,j is the maximum storage capacity of the i-th material of the j-th initial layout construction method, C0i,j is the average demand for the i-th material of the j-th initial layout construction method, qi,j is the weight coefficient of the i-th material of the j-th initial layout construction method, is the remaining storage space of the jth initial layout construction method, Lj is the comprehensive length of all material chains of the jth initial layout construction method, L0j is the preset length threshold of the jth initial layout construction method, e2 is the weight coefficient of the remaining storage space, is the average fitness of the j-th initial layout construction method, △Pi,j is the fitness of the i-th material of the j-th initial layout construction method, and e3 is the average fitness.
[0112] In this embodiment, based on a comprehensive analysis of the comprehensive supply availability, remaining storage space and average adaptability of each initial layout construction method, initial layout construction methods with construction evaluation values greater than a preset first construction evaluation value are screened out, so as to gradually improve the management level and operational efficiency of the layout construction methods within the warehouse and realize a rational layout within the warehouse.
[0113] In some embodiments of the present application, the selected initial layout construction method is modified multiple times, including:
[0114] Calculate the difference between the construction evaluation value of the selected initial layout construction method and the construction evaluation value of the preset second construction evaluation value threshold;
[0115] A plurality of preset construction evaluation value difference reference intervals are preset, and each preset construction evaluation value difference reference interval is mapped with a specific correction coefficient interval;
[0116] Determining a correction coefficient interval for application of a preset correction model based on a preset construction evaluation value difference reference interval in which the construction evaluation value difference lies;
[0117] Based on the determined correction coefficient interval, several correction schemes are generated for the proportion adjustment coefficient, position adjustment coefficient and distance adjustment coefficient in the corresponding initial layout building method, and based on each correction scheme, the corresponding initial layout building method is corrected to obtain multiple second layout building methods.
[0118] In this embodiment, the preset correction model is constructed based on the correction coefficient of the historical warehouse layout construction method. The proportion adjustment coefficient, position adjustment coefficient and distance adjustment coefficient of the screened initial layout construction method are corrected according to the preset correction model and the correction coefficient range, thereby improving the rationality of the initial layout construction method and the operation efficiency of materials. On the premise of ensuring safety, the storage space is fully utilized to achieve the purposes of orderly partitioning and easy operation.
[0119] In some embodiments of the present application, a simulation of the operation in the warehouse is performed for each second layout construction method, including:
[0120] Determine the location information and structure information of the materials involved in each second layout construction method, and lock the location of the panoramic map of the warehouse to obtain a static simulation scene of each second layout construction method;
[0121] Preset multiple demand instructions for operation in the warehouse, and obtain the corresponding dynamic simulation scene to be set according to each demand instruction;
[0122] Obtain the supply demand of corresponding materials in the dynamic simulation scenario to be set, and establish a dynamic operation trajectory under the supply demand;
[0123] Establishing a positional connection between the plurality of dynamic operation trajectories and the static simulation scene information, and constructing a simulation model of each second layout construction method;
[0124] The simulation results of each second layout construction method for multiple demand instructions operating in the warehouse are obtained according to the simulation model.
[0125] In this embodiment, the demand instructions include the material characteristics, supply requirements, operation paths, etc. of specific materials, which are set in advance. The static simulation scene refers to the scenes, fixed equipment and weather involved in the warehouse, and the dynamic simulation scene refers to the dynamic relationship between material operations based on the demand instructions.
[0126] In this embodiment, a simulation model of the current second layout construction method is built through dynamic simulation scenarios and static simulation scenarios to simulate the material operation efficiency under different demand instructions, and obtain and analyze the materials and material operation efficiency involved in multiple demand instructions in the second layout construction method, which is conducive to discovering and improving the deficiencies in the warehouse layout, thereby improving the warehouse management level and material operation efficiency.
[0127] In some embodiments of the present application, the operation effect evaluation is performed according to the simulation results, including:
[0128] Based on multiple demand instructions, a simulation is performed in each simulation model to obtain the virtual operation occupied area of the materials corresponding to each dynamic operation trajectory in the simulation model, and the overlap of the virtual operation occupied areas of the materials involved in the same demand instruction is determined;
[0129] According to the overlap and the material's importance coefficient, set the extended operation time of the materials involved in the corresponding demand instruction, and generate the operation efficiency of the corresponding materials under the corresponding demand instruction according to the supply demand of the materials and the extended operation time;
[0130] Compare the operation efficiency of materials involved in multiple demand instructions with the corresponding preset standard operation efficiency, generate the operation efficiency difference of materials involved in the corresponding demand instructions according to the comparison result, and generate the comprehensive operation efficiency difference of the corresponding demand instructions according to the multiple operation efficiency differences;
[0131] According to the relationship between the comprehensive operation efficiency difference of materials involved in multiple demand instructions under the same simulation model and the preset comprehensive operation efficiency difference threshold, the operation effect of the corresponding simulation model is evaluated;
[0132] The calculation formula for the operation effect evaluation is:
[0133] ;
[0134] Wherein, Ky is the operation effect evaluation result of the yth simulation model, w is the total number of demand instructions, Rs,y is the comprehensive operation efficiency of the sth demand instruction of the yth simulation model, and R0s,y is the preset comprehensive operation efficiency difference threshold of the sth demand instruction of the yth simulation model;
[0135] Based on the result of the operation effect evaluation, the multiple simulation models are sorted by size, and the second layout construction method corresponding to the simulation model ranked first is set as the optimal layout construction method.
[0136] In this embodiment, the overlap refers to the difference in the virtual operation occupied areas of the materials involved in the same demand instruction. The operation efficiency = supply demand / (virtual operation time + operation extension time). The virtual operation time refers to the operation time of only one material under the dynamic operation trajectory of the corresponding simulation model.
[0137] In this embodiment, each simulation model is sorted according to the evaluation results of its operating effect, and the second layout construction method corresponding to the simulation model ranked first is set as the optimal layout construction method. The optimal layout construction method means that the construction adaptability, operation efficiency and warehouse storage utilization rate of each material are the best layout construction method, thereby improving the warehouse management level and material operation efficiency.
[0138] In some embodiments of the present application, the operation extension time of the materials involved in the corresponding demand instruction is set according to the overlap degree and the importance coefficient of the materials, including:
[0139] Presetting a first preset overlap threshold interval, a second preset overlap threshold interval, a third preset overlap threshold interval and a fourth preset overlap threshold interval;
[0140] When the overlap degree is within the first preset overlap degree threshold range, the comprehensive operation extension time is set to the first preset comprehensive operation extension time T1;
[0141] When the overlap degree is within the second preset overlap degree threshold range, the comprehensive operation extension time is set to the second preset comprehensive operation extension time T2;
[0142] When the overlap degree is within the third preset overlap degree threshold range, the comprehensive operation extension time is set to the third preset comprehensive operation extension time T3;
[0143] When the overlap degree is within the fourth preset overlap degree threshold range, the comprehensive operation extension time is set to the fourth preset comprehensive operation extension time T4;
[0144] Among them, T1<T2<T3<T4;
[0145] According to the ratio of the importance coefficient and the comprehensive importance coefficient of the materials involved in the same demand instruction, the i-th preset comprehensive operation extension time Ti is divided, and the operation extension time of the materials involved in each demand instruction is determined according to the division result.
[0146] In this embodiment, the importance coefficient is set according to the adaptability of the material in the corresponding second layout construction method. When the adaptability is large, the importance coefficient is also large. For example, the materials involved in the same demand instruction are a, b, c, and d, and the corresponding importance coefficients are 0.6, 0.3, 0.2, and 0.7, respectively. The comprehensive importance coefficient is 0.6+0.3+0.2+0.7, and the ratio of material a is 0.6 / (0.6+0.3+0.2+0.7)=0.33. Then the operation extension time of material a=Ti*0.33.
[0147] In some embodiments of the present application, a system for building a layout in a smart warehouse is also included:
[0148] An acquisition module is used to acquire characteristic layout information of all materials in the warehouse, and based on the characteristic layout information, select a preferred layout construction template with a fitness greater than a preset fitness threshold from the preset layout construction templates;
[0149] A calculation module, used to generate all initial layout construction methods according to the preferred layout construction template of each material, and calculate the construction evaluation value of each initial layout construction method;
[0150] A screening module, used to screen out initial layout building methods whose building evaluation values are greater than a preset first building evaluation value threshold, and to perform multiple corrections on the screened initial layout building methods to obtain multiple second layout building methods;
[0151] The simulation is used to simulate the operation in the warehouse for each second layout construction method, evaluate the operation effect according to the simulation results, and set the optimal layout construction method based on the operation effect evaluation.
[0152] The above is only a preferred implementation of the present application. It should be pointed out that for ordinary technicians in this technical field, several improvements and substitutions can be made without departing from the technical principles of the present application. These improvements and substitutions should also be regarded as the scope of protection of the present application.
Claims
1. A method for building a layout in a smart warehouse, characterized in that: include: Acquire characteristic layout information of all materials in the warehouse, and select a preferred layout construction template with a fitness greater than a preset fitness threshold from the preset layout construction templates based on the characteristic layout information; Generate all initial layout construction methods according to the preferred layout construction template of each material, and calculate the construction evaluation value of each initial layout construction method; Screening out initial layout building methods whose building evaluation values are greater than a preset first building evaluation value threshold, and performing multiple corrections on the screened initial layout building methods to obtain multiple second layout building methods; For each second layout construction method, a simulation of the operation in the warehouse is performed, the operation effect is evaluated according to the simulation result, and based on the operation effect evaluation, the optimal layout construction method is set.
2. The method for building a layout in a smart warehouse according to claim 1, characterized in that: Get the characteristic layout information of all materials in the warehouse, including: Acquire first information of all materials in the warehouse, wherein the first information includes type information and usage information of the materials; At the same time, second information of all materials in the warehouse is obtained, where the second information includes design requirements and style requirements of the materials; Generate construction information of corresponding materials according to the first information, the second information and the acquired performance requirement information, wherein the performance requirement information includes: operation speed information, visual information and safety information; Perform layout and construction relevance analysis on the construction information, and determine characteristic layout information according to the analysis result.
3. The method for building a layout in a smart warehouse according to claim 2, characterized in that: The preferred layout construction template having a fitness greater than a preset fitness threshold is screened out from the preset layout construction templates based on the characteristic layout information, including: Pre-set multiple adaptation evaluation indicators; Determine the relevant feature layout information of each adaptation evaluation index of the current material according to the correlation between the feature layout information of the same material and the corresponding adaptation evaluation index; Compare the relevant feature layout information of each adaptation evaluation index with the relevant feature layout information of the preset standard, and generate a sub-adaptation evaluation value of the corresponding adaptation evaluation index according to the comparison result; Subtracting the sub-adaptation evaluation value from the preset adaptation evaluation threshold value to obtain an adaptation evaluation difference value of the adaptation evaluation index; Generate the adaptability of the characteristic layout information of the current material and the corresponding layout building template in the preset layout building template according to the adaptability evaluation difference of multiple adaptability evaluation indicators; The layout building template with a degree of adaptability greater than the degree of adaptability threshold is set as the preferred layout building template for the corresponding material.
4. The method for building a layout in a smart warehouse according to claim 3, characterized in that: Generate all initial layout building methods based on the preferred layout building template for each material, including: Acquire the planar building information in the warehouse, and generate the planar layout in the warehouse at a preset ratio according to the planar building information; Determine a first position of a first material in the plane layout according to a preferred layout template for each material, and determine a plurality of second positions of other materials in the plane layout according to a random arrangement of other materials except the first material; Determine multiple initial layout construction methods of the current first material based on the first position and multiple second positions in the plane layout; All initial layout building methods are determined according to multiple initial layout building methods of all first materials.
5. The method for building the layout of a smart warehouse according to claim 4, characterized in that: Calculate the building evaluation value of each initial layout building method, including: Compare the maximum storage capacity of materials in each initial layout construction method with the average demand for the corresponding materials, generate the supply degree of the corresponding materials according to the comparison result, and generate the comprehensive supply degree of the corresponding initial layout construction method according to the supply degree of all materials; The occupied space of the same material in each initial layout construction method is set as the same grid unit, a material chain is constructed according to a plurality of linearly continuous grid units, and the remaining storage space of the corresponding initial layout construction method is set according to the ratio of the comprehensive length of all material chains to the length threshold of a preset length; Generate the average fitness of the corresponding initial layout construction method according to the fitness of each material in each initial layout construction method; Generate a construction evaluation value of the corresponding initial layout construction method according to the comprehensive supply degree, remaining storage space and average adaptability; The calculation formula of the building evaluation value is: Among them, Mj is the construction evaluation value of the jth initial layout construction method, g is the construction evaluation conversion coefficient, and e1 is the weight coefficient of the comprehensive supply degree. is the comprehensive supply degree of the jth initial layout construction method, Ci,j is the maximum storage capacity of the i-th material of the j-th initial layout construction method, C0i,j is the average demand for the i-th material of the j-th initial layout construction method, qi,j is the weight coefficient of the i-th material of the j-th initial layout construction method, is the remaining storage space of the jth initial layout construction method, Lj is the comprehensive length of all material chains of the jth initial layout construction method, L0j is the preset length threshold of the jth initial layout construction method, e2 is the weight coefficient of the remaining storage space, is the average fitness of the j-th initial layout construction method, △Pi,j is the fitness of the i-th material of the j-th initial layout construction method, and e3 is the average fitness.
6. The method for building a layout in a smart warehouse according to claim 5, characterized in that: The selected initial layout building methods were revised several times, including: Calculate the difference between the construction evaluation value of the selected initial layout construction method and the construction evaluation value of the preset second construction evaluation value threshold; A plurality of preset construction evaluation value difference reference intervals are preset, and each preset construction evaluation value difference reference interval is mapped with a specific correction coefficient interval; Determining a correction coefficient interval for application of a preset correction model based on a preset construction evaluation value difference reference interval in which the construction evaluation value difference lies; Based on the determined correction coefficient interval, several correction schemes are generated for the proportion adjustment coefficient, position adjustment coefficient and distance adjustment coefficient in the corresponding initial layout building method, and based on each correction scheme, the corresponding initial layout building method is corrected to obtain multiple second layout building methods.
7. The method for building a layout in a smart warehouse according to claim 6, characterized in that: For each second layout construction method, a simulation of the operation in the warehouse is performed, including: Determine the location information and structure information of the materials involved in each second layout construction method, and lock the location of the panoramic map of the warehouse to obtain a static simulation scene of each second layout construction method; Preset multiple demand instructions for operation in the warehouse, and obtain the corresponding dynamic simulation scene to be set according to each demand instruction; Obtain the supply demand of corresponding materials in the dynamic simulation scenario to be set, and establish a dynamic operation trajectory under the supply demand; Establishing a positional connection between the plurality of dynamic operation trajectories and the static simulation scene information, and constructing a simulation model of each second layout construction method; The simulation results of each second layout construction method for multiple demand instructions operating in the warehouse are obtained according to the simulation model.
8. The method for building a layout in a smart warehouse according to claim 7, characterized in that: The operation effect is evaluated based on the simulation results, including: Based on multiple demand instructions, a simulation is performed in each simulation model to obtain the virtual operation occupied area of the materials corresponding to each dynamic operation trajectory in the simulation model, and the overlap of the virtual operation occupied areas of the materials involved in the same demand instruction is determined; According to the overlap and the material's importance coefficient, set the extended operation time of the materials involved in the corresponding demand instruction, and generate the operation efficiency of the corresponding materials under the corresponding demand instruction according to the supply demand of the materials and the extended operation time; Compare the operation efficiency of materials involved in multiple demand instructions with the corresponding preset standard operation efficiency, generate the operation efficiency difference of materials involved in the corresponding demand instructions according to the comparison result, and generate the comprehensive operation efficiency difference of the corresponding demand instructions according to the multiple operation efficiency differences; According to the relationship between the comprehensive operation efficiency difference of materials involved in multiple demand instructions under the same simulation model and the preset comprehensive operation efficiency difference threshold, the operation effect of the corresponding simulation model is evaluated; The calculation formula for the operation effect evaluation is: Wherein, Ky is the operation effect evaluation result of the yth simulation model, w is the total number of demand instructions, Rs,y is the comprehensive operation efficiency of the sth demand instruction of the yth simulation model, and R0s,y is the preset comprehensive operation efficiency difference threshold of the sth demand instruction of the yth simulation model; Based on the result of the operation effect evaluation, the multiple simulation models are sorted by size, and the second layout construction method corresponding to the simulation model ranked first is set as the optimal layout construction method.
9. The method for building a layout in a smart warehouse according to claim 8, characterized in that: According to the overlap and the importance coefficient of materials, set the extended operation time of the materials involved in the corresponding demand instructions, including: Presetting a first preset overlap threshold interval, a second preset overlap threshold interval, a third preset overlap threshold interval and a fourth preset overlap threshold interval; When the overlap degree is within the first preset overlap degree threshold range, the comprehensive operation extension time is set to the first preset comprehensive operation extension time T1; When the overlap degree is within the second preset overlap degree threshold range, the comprehensive operation extension time is set to the second preset comprehensive operation extension time T2; When the overlap degree is within the third preset overlap degree threshold range, the comprehensive operation extension time is set to the third preset comprehensive operation extension time T3; When the overlap degree is within the fourth preset overlap degree threshold range, the comprehensive operation extension time is set to the fourth preset comprehensive operation extension time T4; Among them, T1<T2<T3<T4; According to the ratio of the importance coefficient and the comprehensive importance coefficient of the materials involved in the same demand instruction, the i-th preset comprehensive operation extension time Ti is divided, and the operation extension time of the materials involved in each demand instruction is determined according to the division result.
10. A system for building a layout in a smart warehouse, characterized in that: include: An acquisition module is used to acquire characteristic layout information of all materials in the warehouse, and based on the characteristic layout information, select a preferred layout construction template with a fitness greater than a preset fitness threshold from the preset layout construction templates; A calculation module, used to generate all initial layout construction methods according to the preferred layout construction template of each material, and calculate the construction evaluation value of each initial layout construction method; A screening module, used to screen out initial layout building methods whose building evaluation values are greater than a preset first building evaluation value threshold, and to perform multiple corrections on the screened initial layout building methods to obtain multiple second layout building methods; The simulation is used to simulate the operation in the warehouse for each second layout construction method, evaluate the operation effect according to the simulation results, and set the optimal layout construction method based on the operation effect evaluation.
