Production plan generation method based on carbon emission accounting and related equipment

Abstract

The invention discloses a production plan generation method based on carbon emission accounting and related equipment, and relates to the technical field of information, and the production plan generation method based on carbon emission accounting comprises the steps: determining a target carbon accounting model of an order demand according to a preset carbon accounting database when the order demand is received; predicting the order demand to obtain a yield prediction result and a consumption prediction result; inputting the yield prediction result and the consumption prediction result into a target carbon accounting model to obtain a carbon accounting prediction result; and if the carbon accounting prediction result meets the target carbon emission requirement and the target profit requirement of the order demand, generating a target production plan corresponding to the order demand based on the yield prediction result and the consumption prediction result. When an order demand is received, a target carbon accounting model of the order demand is determined; and the prediction of the yield prediction result and the consumption prediction result is not influenced by process change, so that the generation speed of the production plan is accelerated.

Description

Technical Field

[0001] The present application relates to the field of information technology, and in particular to a production plan generation method based on carbon emission accounting and related equipment. Background Art

[0002] Carbon accounting is the process of measuring, counting and analyzing the greenhouse gas emissions of an organization or country. In corporate production, it is often necessary to calculate and analyze the carbon emissions of the product's production process to optimize production carbon emissions.

[0003] The existing optimization process is often to establish a carbon accounting model for each production process when performing carbon accounting for the product, and calculate the carbon emission accounting of different processes separately. According to the carbon accounting results of the product, the production plan is optimized manually. However, this optimization method needs to rebuild the carbon accounting model for the relevant production process after the process is updated and optimized. The update speed is slow and the accounting resources are wasted, resulting in low efficiency in generating the production plan.

[0004] The above contents are only used to assist in understanding the technical solution of the present application and do not constitute an admission that the above contents are prior art. Summary of the invention

[0005] The main purpose of this application is to provide a production plan generation method based on carbon emission accounting and related equipment, aiming to solve the technical problem of low efficiency in generating production plans.

[0006] To achieve the above objectives, the present application proposes a method for generating a production plan based on carbon emission accounting, the method comprising:

[0007] When receiving an order demand, determining a target carbon accounting model for the order demand according to a preset carbon accounting database;

[0008] Forecasting the order demand to obtain production forecast results and consumption forecast results;

[0009] Inputting the production forecast result and the consumption forecast result into the target carbon accounting model to obtain a carbon accounting forecast result;

[0010] If the carbon accounting prediction result meets the target carbon emission requirement and the target profit requirement of the order demand, a target production plan corresponding to the order demand is generated based on the output prediction result and the consumption prediction result.

[0011] In one embodiment, if the carbon accounting forecast result meets the target carbon emission requirement and the target profit requirement of the order demand, then the step of generating a target production plan corresponding to the order demand based on the output forecast result and the consumption forecast result includes:

[0012] If the carbon accounting prediction result does not meet the target carbon emission requirements and target profit requirements of the order demand, the production process corresponding to the order demand is optimized and adjusted through the preset artificial intelligence optimization model, the output prediction result and the consumption prediction result are updated, and the step of inputting the output prediction result and the consumption prediction result into the target carbon accounting model is returned.

[0013] In one embodiment, the step of optimizing and adjusting the production process corresponding to the order demand by using a preset artificial intelligence optimization model and updating the output forecast result and the consumption forecast result includes:

[0014] Obtain the target carbon emission requirements and target profit requirements of the order demand;

[0015] Based on the target carbon emission requirements and the target profit requirements, the raw material input ratio of the production process corresponding to the order demand is optimized and adjusted through a preset artificial intelligence optimization model;

[0016] According to the optimized raw material feed ratio, the output forecast result and the consumption forecast result are updated.

[0017] In one embodiment, when receiving an order demand, before the step of determining a target carbon accounting model for the order demand according to a preset carbon accounting database, the step includes:

[0018] Obtain all production process steps and production process related parameters and establish a production database;

[0019] Based on the production database, a minimum unit carbon accounting model for all production processes is established and saved in a carbon accounting model library.

[0020] In one embodiment, the step of establishing the minimum unit carbon accounting model of all production processes based on the production database and saving it to the carbon accounting model library includes:

[0021] If the production database contains the calculated carbon emissions corresponding to the production process, carbon accounting is performed using a preset mathematical model to obtain a first carbon accounting model;

[0022] If the production database does not contain the calculated carbon emissions part, then the production independent variables and carbon emission measurements are collected, and the production independent variables and the carbon emission measurements are fitted by a preset artificial intelligence fitting model to obtain a second carbon accounting model;

[0023] The minimum unit carbon accounting model of the production process is determined by combining the first carbon accounting model and the second carbon accounting model, and is saved in the carbon accounting model library.

[0024] In one embodiment, the step of generating a target production plan corresponding to the order demand includes:

[0025] Produce according to the production plan, collect the actual output results and the actual consumption forecast results in the production process, and input them into the target carbon accounting model to obtain the carbon accounting results.

[0026] In addition, to achieve the above purpose, the present application also proposes a production plan generation method device based on carbon emission accounting, and the production plan generation method device based on carbon emission accounting includes:

[0027] A determination module, configured to determine, upon receiving an order demand, a target carbon accounting model for the order demand according to a preset carbon accounting database;

[0028] A prediction module is used to predict the order demand and obtain a production prediction result and a consumption prediction result;

[0029] A calculation module, used for inputting the production forecast result and the consumption forecast result into the target carbon accounting model to obtain a carbon accounting forecast result;

[0030] A generation module is used to generate a target production plan corresponding to the order demand based on the output forecast result and the consumption forecast result if the carbon accounting forecast result meets the target carbon emission requirement and the target profit requirement of the order demand.

[0031] In addition, to achieve the above-mentioned purpose, the present application also proposes a production plan generation method device based on carbon emission accounting, the device comprising: a memory, a processor, and a computer program stored on the memory and executable on the processor, the computer program being configured to implement the steps of the production plan generation method based on carbon emission accounting as described above.

[0032] In addition, to achieve the above-mentioned purpose, the present application also proposes a storage medium, which is a computer-readable storage medium, and a computer program is stored on the storage medium. When the computer program is executed by the processor, the steps of the production plan generation method based on carbon emission accounting as described above are implemented.

[0033] In addition, to achieve the above-mentioned purpose, the present application also provides a computer program product, which includes a computer program, and when the computer program is executed by a processor, it implements the steps of the production plan generation method based on carbon emission accounting as described above.

[0034] One or more technical solutions proposed in this application have at least the following technical effects:

[0035] Compared with the related art, when carbon accounting is performed on the product, it is usually necessary to establish a carbon accounting model for each production process and calculate the carbon emission accounting of different processes respectively. According to the carbon accounting results of the product, the production plan is optimized manually. However, after the process is updated and optimized, this optimization method needs to rebuild the carbon accounting model for the relevant production process, which has a slow update speed and wastes accounting resources, resulting in low efficiency in generating the production plan. In comparison, the present application determines the target carbon accounting model of the order demand according to a preset carbon accounting database when receiving the order demand; predicts the order demand to obtain the production forecast result and the consumption forecast result; inputs the production forecast result and the consumption forecast result into the target carbon accounting model to obtain the carbon accounting forecast result; if the carbon accounting forecast result meets the target carbon emission requirements and target profit requirements of the order demand, then based on the production forecast result and the consumption forecast result, a target production plan corresponding to the order demand is generated. It is understandable that the present application adopts automatic carbon accounting forecasting and profit accounting for order demand to generate a production plan. When an order demand is received, the target carbon accounting model of the order demand is determined; the output forecast result and the consumption forecast result are obtained, thereby realizing the automatic generation of the production plan, which is not affected by process changes, thereby speeding up the generation of the production plan. BRIEF DESCRIPTION OF THE DRAWINGS

[0036] The accompanying drawings, which are incorporated in and constitute a part of this specification, illustrate embodiments consistent with the present application and, together with the description, serve to explain the principles of the present application.

[0037] In order to more clearly illustrate the embodiments of the present application or the technical solutions in the prior art, the drawings required for use in the embodiments or the description of the prior art will be briefly introduced below. Obviously, for ordinary technicians in this field, other drawings can be obtained based on these drawings without paying any creative labor.

[0038] Figure 1 A flowchart diagram of the first embodiment of the method for generating a production plan based on carbon emission accounting of the present application is provided;

[0039] Figure 2 A flow chart of the second embodiment of the method for generating a production plan based on carbon emission accounting provided in this application;

[0040] Figure 3 A brief flowchart of a method for generating a production plan based on carbon emission accounting provided in Example 2 of the present application;

[0041] Figure 4 This is a schematic diagram of the module structure of a production plan generation method and device based on carbon emission accounting according to an embodiment of the present application;

[0042] Figure 5 Schematic diagram of the equipment structure of the hardware operating environment involved in the method for generating a production plan based on carbon emission accounting in an embodiment of the present application.

[0043] The purpose, features and advantages of this application will be further described in conjunction with the embodiments and with reference to the accompanying drawings. DETAILED DESCRIPTION

[0044] It should be understood that the specific embodiments described herein are only used to explain the technical solutions of the present application and are not used to limit the present application.

[0045] In order to better understand the technical solution of the present application, a detailed description will be given below in conjunction with the accompanying drawings and specific implementation methods.

[0046] The main solutions of the embodiments of this application are:

[0047] When receiving an order demand, determining a target carbon accounting model for the order demand according to a preset carbon accounting database;

[0048] Forecasting the order demand to obtain production forecast results and consumption forecast results;

[0049] Inputting the production forecast result and the consumption forecast result into the target carbon accounting model to obtain a carbon accounting forecast result;

[0050] If the carbon accounting prediction result meets the target carbon emission requirement and the target profit requirement of the order demand, a target production plan corresponding to the order demand is generated based on the output prediction result and the consumption prediction result.

[0051] In this embodiment, the present application uses a production plan generation method device based on carbon emission accounting as the execution body. For the convenience of expression, it is specifically described below as "device".

[0052] Because the existing technology needs to rebuild the carbon accounting model for the relevant production process after the process is updated and optimized, the update speed is slow and wastes accounting resources, resulting in low efficiency in generating production plans.

[0053] The present application provides a solution, by determining the target carbon accounting model of the order demand according to the preset carbon accounting database when receiving the order demand; predicting the order demand to obtain the production forecast result and the consumption forecast result; inputting the production forecast result and the consumption forecast result into the target carbon accounting model to obtain the carbon accounting forecast result; if the carbon accounting forecast result meets the target carbon emission requirements and target profit requirements of the order demand, then based on the production forecast result and the consumption forecast result, a target production plan corresponding to the order demand is generated. It can be understood that the present application adopts automatic carbon accounting forecasting and profit accounting for order demand to generate a production plan. When an order demand is received, the target carbon accounting model of the order demand is determined; the prediction of the production forecast result and the consumption forecast result is obtained, so as to realize the automatic generation of the production plan, which is not affected by process changes, thereby speeding up the generation of the production plan.

[0054] Based on this, the embodiment of the present application provides a method for generating a production plan based on carbon emission accounting, referring to Figure 1 , Figure 1 This is a flow chart of the first embodiment of the production plan generation method based on carbon emission accounting of the present application.

[0055] In this embodiment, the method for generating a production plan based on carbon emission accounting includes steps S10 to S40:

[0056] Step S10, when an order demand is received, determining a target carbon accounting model for the order demand according to a preset carbon accounting database;

[0057] It should be noted that the order demand is the specific requirement of the customer or market for a certain product or service, including quantity, specifications, quality standards, etc. The preset carbon accounting database is a database containing carbon emission data of various products in the production process. The target carbon accounting model is a model used to calculate the expected carbon emissions of a specific order in the production process, which is customized for specific order requirements based on the preset carbon accounting database.

[0058] Step S20, predicting the order demand to obtain a production forecast result and a consumption forecast result;

[0059] It should be noted that the output forecast result is the number of products that can be produced within a certain period of time based on order demand and production capacity. The consumption forecast result is the amount of raw materials, energy and other resources that are expected to be consumed during the production process.

[0060] For example, first, the minimum unit simulation model of each process in product production is established based on the product process database. These minimum unit simulation models are mainly implemented by AI technology. First, the actual production data of these processes are collected, and then the AI ​​model is trained with a large amount of production data to realize AI simulation of production. Finally, the simulation models of all processes are integrated to establish a production simulation model library.

[0061] Each process of the simulation platform is made into a flow chart. Users can drag and drop the corresponding process into the design panel. The upper and lower processes can be connected by connecting lines to realize the configuration of the production process. The medium connecting the processes is mainly through raw materials and products. The raw materials of the next process must contain the products of the previous process.

[0062] Design production according to order requirements, drag and drop relevant process simulation model graphics in the platform according to production design, and connect process graphics according to process flow. For each process, you can click to enter the raw material input amount of the process, and then the production simulation model of the process predicts the fuel, electricity and kinetic energy consumption of the process, the output of finished products and by-products, etc.

[0063] Combined with the carbon accounting model library, the carbon accounting model of the order is generated, and the feed amount of each process of the order and the predicted results of the production simulation are input into the carbon accounting model to realize the prediction of carbon accounting of the order. In the production simulation, only the feed amount of raw materials in each process is real data, and the fuel, electricity and kinetic energy consumption, finished product and by-product output data are all AI predicted data.

[0064] Step S30, inputting the production prediction result and the consumption prediction result into the target carbon accounting model to obtain a carbon accounting prediction result;

[0065] It should be noted that the carbon accounting forecast result is the total expected carbon emissions during the production process of the order obtained by inputting the output forecast result and the consumption forecast result into the target carbon accounting model.

[0066] Step S40: If the carbon accounting prediction result meets the target carbon emission requirement and the target profit requirement of the order demand, a target production plan corresponding to the order demand is generated based on the output prediction result and the consumption prediction result.

[0067] It should be noted that the target carbon emission requirement is the maximum carbon emission allowed by customers or regulations during the production process of products. The target profit requirement is the minimum profit target that the enterprise hopes to achieve when producing orders. The target production plan is the production plan formulated based on the output forecast results and consumption forecast results if the carbon accounting forecast results meet the target carbon emission requirements and target profit requirements of the order. This plan will guide actual production activities to ensure that orders are completed under the premise of meeting environmental protection and economic benefits.

[0068] This embodiment provides a method for generating a production plan based on carbon emission accounting, which uses automatic carbon accounting forecasting and profit accounting for order demand to generate a production plan. When an order demand is received, the target carbon accounting model of the order demand is determined; the output forecast result and the consumption forecast result are obtained, thereby realizing automatic generation of the production plan, which is not affected by process changes, thereby speeding up the generation of the production plan.

[0069] In a feasible implementation manner, before step S40, the following may be included:

[0070] If the carbon accounting prediction result does not meet the target carbon emission requirements and target profit requirements of the order demand, the production process corresponding to the order demand is optimized and adjusted through the preset artificial intelligence optimization model, the output prediction result and the consumption prediction result are updated, and the step of inputting the output prediction result and the consumption prediction result into the target carbon accounting model is returned.

[0071] It should be noted that the carbon accounting forecast result is the expected carbon emissions calculated based on a specific carbon accounting model, which is used to evaluate the impact of the production process on the environment. The order demand refers to the specific requirements of customers for products or services, including quantity, specifications, delivery time, etc. The target carbon emission requirement is the limit imposed by customers or regulations on the maximum carbon emissions allowed in the production process of products. The target profit requirement is the minimum profit target that an enterprise hopes to achieve when producing orders. The artificial intelligence optimization model is a model built using artificial intelligence technology to optimize the production process to meet specific goals, such as reducing carbon emissions and increasing profits. The production process refers to the specific methods and technical processes for producing products or services, including steps such as raw material processing, processing, and assembly. The output forecast result is the expected production volume obtained after analyzing the order demand based on the artificial intelligence forecast model. The consumption forecast result is the expected resource consumption obtained based on the output forecast result and the feed amount, again using the artificial intelligence forecast model. The target carbon accounting model is a model used to calculate the expected carbon emissions of a specific order during the production process.

[0072] In a feasible implementation manner, the step of optimizing and adjusting the production process corresponding to the order demand through a preset artificial intelligence optimization model and updating the output forecast result and the consumption forecast result includes:

[0073] Obtain the target carbon emission requirements and target profit requirements of the order demand;

[0074] Based on the target carbon emission requirements and the target profit requirements, the raw material input ratio of the production process corresponding to the order demand is optimized and adjusted through a preset artificial intelligence optimization model;

[0075] According to the optimized raw material feed ratio, the output forecast result and the consumption forecast result are updated.

[0076] For example, when a product is produced, it is necessary to comprehensively consider the cost and carbon emission requirements of the order, and it is necessary to use multiple processes and multiple procedures to jointly produce the order. The order is produced by multiple production processes. The cost and carbon emission of each production process are different. Production design is carried out according to the product output and carbon emission requirements of the order and the characteristics of the process. The profit and carbon accounting of the order can be optimized by modifying the raw material input ratio of each process. For example, A1-B1-C1 is one of the production processes of the product, among which process C1 is characterized by low carbon emissions but high costs, while process C2 is characterized by low costs but high carbon emissions. Therefore, on the premise that carbon accounting meets the requirements of the order, the production cost can be reduced by reducing the production volume of the relevant processes of process C1 and increasing the production volume of the relevant processes of process C2.

[0077] In a feasible implementation manner, upon receiving an order demand, before the step of determining a target carbon accounting model for the order demand according to a preset carbon accounting database, the step includes:

[0078] Obtain all production process steps and production process related parameters and establish a production database;

[0079] Based on the production database, a minimum unit carbon accounting model for all production processes is established and saved in a carbon accounting model library.

[0080] It is understandable that obtaining all production process steps and production process related parameters and establishing a production database means that before starting to process any order, all data related to the production process, including detailed information and parameters of each production process, need to be collected and organized. These data are used to establish a comprehensive production database, which will contain all necessary information to support subsequent production decisions and optimization. Based on the production database, the minimum unit carbon accounting model of all production processes is established and saved to the carbon accounting model library: After having a production database, the next step is to use these data to create the minimum unit carbon accounting model of each production process. These models will evaluate the carbon emissions of each production unit (such as a single machine operation or process step). These models are saved in a carbon accounting model library so that when a specific order demand is received, the carbon accounting model suitable for the order can be quickly selected and adjusted. By establishing a production database and a carbon accounting model library, enterprises can make more accurate production and environmental impact assessments based on actual data, thereby making more reasonable decisions. By establishing a carbon accounting model in advance, enterprises can quickly determine the most appropriate production plan when receiving order requirements, reducing adjustments and delays in the production process. By evaluating and optimizing the carbon emissions of each production process, companies can reduce their impact on the environment and meet the goal of sustainable development. By optimizing the production process, companies can reduce resource waste and improve resource utilization efficiency, thereby reducing production costs. The pre-established carbon accounting model library allows companies to flexibly respond to different order requirements, and these models can be easily updated and expanded as technology advances and the market changes.

[0081] In a feasible implementation, the step of establishing the minimum unit carbon accounting model of all production processes based on the production database and saving it to the carbon accounting model library includes:

[0082] If the production database contains the calculated carbon emissions corresponding to the production process, carbon accounting is performed using a preset mathematical model to obtain a first carbon accounting model;

[0083] If the production database does not contain the calculated carbon emissions part, then the production independent variables and carbon emission measurements are collected, and the production independent variables and the carbon emission measurements are fitted by a preset artificial intelligence fitting model to obtain a second carbon accounting model;

[0084] The minimum unit carbon accounting model of the production process is determined by combining the first carbon accounting model and the second carbon accounting model, and is saved in the carbon accounting model library.

[0085] For example, refer to Figure 3, it is difficult to calculate and trace the carbon emissions from production, manual accounting is difficult and has low accuracy, product carbon emissions are difficult to trace, and carbon emission accounting models are difficult to schedule. This application proposes a method for establishing a carbon model library based on an AI industrial platform and modeling compliant carbon accounting. It mainly implements the carbon accounting of orders in the AI ​​industrial platform. First, the orders are divided into multiple products. Each product has multiple production processes and multiple production processes. A minimum unit carbon accounting model is established for each production process of each product to achieve flexible configuration of order carbon accounting. The process of establishing a carbon accounting model is as follows: Figure 3 As shown. The AI ​​industrial intelligent platform establishes a carbon accounting model library. First, it obtains all the production process steps of the product, materials, fuel consumption, power medium, products, by-products, waste products and other production process related parameters of each process. Establish a production database for the product.

[0086] All the production processes of the product are decomposed into Q processes. According to the production database, the minimum unit carbon accounting model of Q processes is established, and a carbon accounting model library is established. For the part of the process that can directly calculate the carbon emissions, the mathematical model is directly used for accounting. For example, the consumption of fuel and electricity, the carbon emissions of raw material purchase orders, and the carbon emissions required for processing production waste. For the part of the process that cannot directly calculate the carbon emissions, the relevant independent variables x in production are collected, and the carbon emissions Y are collected by sensor measurement and other means in actual production. AI learning is used to fit the relationship between x and Y to obtain an AI-based carbon accounting model. Combine the AI ​​carbon accounting model and the manually constructed carbon accounting model to obtain the minimum unit carbon accounting model of the process. Finally, the minimum unit carbon accounting model is stored in the database.

[0087] In a feasible implementation manner, the step of generating a target production plan corresponding to the order demand includes:

[0088] Produce according to the production plan, collect the actual output results and the actual consumption forecast results in the production process, and input them into the target carbon accounting model to obtain the carbon accounting results.

[0089] It is understandable that when carbon accounting is performed on an order, the production process and procedures of the product required by the order are designed first. A production plan for each process is formulated based on the demand of the order, and the output and the use of planned production materials are estimated.

[0090] According to the production process of all products in the order, drag and select the minimum unit carbon accounting model of the relevant process in the platform carbon accounting database to establish the carbon accounting model of the order.

[0091] Produce products according to production design and production plan, and collect factors related to carbon accounting in each production process, such as energy consumption, product output, waste output, gas emissions, power consumption, etc.

[0092] The carbon accounting related factors collected during production are input into the minimum unit carbon accounting model corresponding to each process. The platform will conduct carbon accounting for the order based on the unit carbon accounting of all processes.

[0093] In addition, multiple orders can be mixed and produced as one order. When carbon accounting is finally performed, it can be broken down into each order according to the internationally recognized "carbon allocation".

[0094] For example, in order to help understand the implementation process of the production plan generation method based on carbon emission accounting obtained by combining this embodiment with the above-mentioned embodiment 1, please refer to Figure 2 , Figure 2 A brief flow chart of a production plan generation method based on carbon emission accounting is provided, specifically:

[0095] The AI ​​industrial platform has the function of production simulation, which can simulate the production of orders before production begins. Verify whether the production plan meets the carbon reduction requirements of the order and achieve low-carbon optimization of production. Use AI technology to predict energy consumption and product output in production, and then use the carbon accounting model to perform carbon accounting. Use AI technology to simulate and realize the process of carbon accounting of orders. According to the production process, build a production simulation model and a carbon accounting model in the platform. Simulate production and use AI to predict the production factors and finished product conditions in each process. Input the production conditions of each process, the finished product conditions predicted by AI, and the energy consumption predicted by AI into the minimum unit carbon accounting model corresponding to the process to predict the carbon accounting of the process. The platform calculates the production cost through the feed amount of each process, and the order profit can be calculated through the product output predicted by AI. The production simulation models of each process are combined through the input and output relationship of the products between processes, and the carbon accounting model of the order is combined with the AI ​​prediction results. The carbon emissions and production profits of the whole process are used as the objective function, and the AI ​​scheduling method is used for optimization. It is mainly through AI iterative updates and modification of the feed amount of each process to achieve production optimization of the order. When optimizing, it is necessary to set constraints on the AI ​​model, where the maximum and minimum production volume of each process and the carbon emissions of the entire process must be lower than the order requirements. After each parameter update, it is necessary to check whether the new production feed scheduling meets the carbon emission constraints. If not, regenerate the feed allocation for each process until the constraints are met. If the order is a mixture of multiple orders, the carbon emission requirements of the order with the strictest carbon emission requirements are selected as constraints.

[0096] It should be noted that the above examples are only used to understand the present application and do not constitute a limitation on the production plan generation method based on carbon emission accounting of the present application. More simple transformations based on this technical concept are all within the scope of protection of the present application.

[0097] This application also provides a production plan generation method and device based on carbon emission accounting, please refer to Figure 4 , the production plan generation method device based on carbon emission accounting includes:

[0098] A determination module 10 is used to determine a target carbon accounting model for an order demand according to a preset carbon accounting database when an order demand is received;

[0099] A prediction module 20 is used to predict the order demand and obtain a production prediction result and a consumption prediction result;

[0100] A calculation module 30, used to input the production prediction result and the consumption prediction result into the target carbon accounting model to obtain a carbon accounting prediction result;

[0101] The generation module 40 is used to generate a target production plan corresponding to the order demand based on the output forecast result and the consumption forecast result if the carbon accounting forecast result meets the target carbon emission requirement and the target profit requirement of the order demand.

[0102] And / or, the production plan generation method device based on carbon emission accounting includes:

[0103] The first optimization module is used to optimize and adjust the production process corresponding to the order demand through a preset artificial intelligence optimization model if the carbon accounting prediction result does not meet the target carbon emission requirements and target profit requirements of the order demand, update the output prediction result and the consumption prediction result, and return to the step of inputting the output prediction result and the consumption prediction result into the target carbon accounting model.

[0104] And / or, the first optimization module includes:

[0105] A first acquisition module is used to acquire the target carbon emission requirement and target profit requirement of the order demand;

[0106] A first adjustment module is used to optimize and adjust the raw material input ratio of the production process corresponding to the order demand through a preset artificial intelligence optimization model based on the target carbon emission requirement and the target profit requirement;

[0107] The first updating module is used to update the output prediction result and the consumption prediction result according to the optimized raw material input ratio.

[0108] And / or, the production plan generation method device based on carbon emission accounting includes:

[0109] The second acquisition module is used to obtain all production process steps and production process related parameters and establish a production database;

[0110] The first saving module is used to establish a minimum unit carbon accounting model of all production processes based on the production database, and save it to the carbon accounting model library.

[0111] And / or, the first saving module includes:

[0112] A first accounting module, configured to perform carbon accounting using a preset mathematical model to obtain a first carbon accounting model if the production database contains a portion of the calculated carbon emissions corresponding to the production process;

[0113] A first fitting module is used for collecting production independent variables and carbon emission measurement values ​​if the production database does not contain the calculated carbon emission amount part, and fitting the production independent variables and the carbon emission measurement values ​​through a preset artificial intelligence fitting model to obtain a second carbon accounting model;

[0114] The first combination module is used to combine the first carbon accounting model and the second carbon accounting model to determine the minimum unit carbon accounting model of the production process and save it to the carbon accounting model library.

[0115] And / or, the prediction module 20 includes:

[0116] A first prediction module is used to predict the order demand according to a preset artificial intelligence prediction model to obtain a production forecast result;

[0117] The first determination module is used to determine the consumption prediction result based on the artificial intelligence prediction model according to the input amount corresponding to the output prediction result.

[0118] The production plan generation method device based on carbon emission accounting provided by the present application adopts the production plan generation method based on carbon emission accounting in the above embodiment, which can solve the technical problem of low efficiency in generating production plans. Compared with the prior art, the beneficial effects of the production plan generation method device based on carbon emission accounting provided by the present application are the same as the beneficial effects of the production plan generation method based on carbon emission accounting provided by the above embodiment, and the other technical features in the production plan generation method device based on carbon emission accounting are the same as the features disclosed in the above embodiment method, which will not be repeated here.

[0119] The present application provides a production plan generation method and device based on carbon emission accounting, and the production plan generation method and device based on carbon emission accounting include: at least one processor; and a memory communicatively connected to the at least one processor; wherein the memory stores instructions executable by the at least one processor, and the instructions are executed by the at least one processor so that the at least one processor can execute the production plan generation method based on carbon emission accounting in the above-mentioned embodiment one.

[0120] Reference below Figure 5 , which shows a schematic diagram of the structure of a production plan generation method based on carbon emission accounting suitable for implementing the embodiment of the present application. The production plan generation method based on carbon emission accounting in the embodiment of the present application may include but is not limited to mobile terminals such as mobile phones, tablet computers, laptop computers, digital broadcast receivers, PDAs (Personal Digital Assistants), PMPs (Portable Media Players), vehicle terminals (such as vehicle navigation terminals), etc., and fixed terminals such as digital TVs, desktop computers, etc. Figure 5 The production plan generation method and device based on carbon emission accounting shown is only an example and should not bring any limitation to the functions and scope of use of the embodiments of the present application.

[0121] like Figure 5As shown, the production plan generation method device based on carbon emission accounting may include a processing device 1001 (such as a central processing unit, a graphics processor, etc.), which can perform various appropriate actions and processes according to the program stored in the read-only memory (ROM: Read Only Memory) 1002 or the program loaded from the storage device 1003 to the random access memory (RAM: Random Access Memory) 1004. In RAM1004, various programs and data required for the operation of the production plan generation method device based on carbon emission accounting are also stored. The processing device 1001, ROM1002 and RAM1004 are connected to each other through a bus 1005. An input / output (I / O) interface 1006 is also connected to the bus. Typically, the following systems can be connected to the I / O interface 1006: input devices 1007 including, for example, a touch screen, a touchpad, a keyboard, a mouse, an image sensor, a microphone, an accelerometer, a gyroscope, etc.; output devices 1008 including, for example, a liquid crystal display (LCD), a speaker, a vibrator, etc.; storage devices 1003 including, for example, a magnetic tape, a hard disk, etc.; and communication devices 1009. The communication device 1009 can allow the production plan generation method device based on carbon emission accounting to communicate wirelessly or wired with other devices to exchange data. Although the production plan generation method device based on carbon emission accounting with various systems is shown in the figure, it should be understood that it is not required to implement or have all the systems shown. More or fewer systems may be implemented or have alternatively.

[0122] In particular, according to the embodiments disclosed in the present application, the process described above with reference to the flowchart can be implemented as a computer software program. For example, the embodiments disclosed in the present application include a computer program product, which includes a computer program carried on a computer-readable medium, and the computer program includes a program code for executing the method shown in the flowchart. In such an embodiment, the computer program can be downloaded and installed from a network through a communication device, or installed from a storage device 1003, or installed from a ROM 1002. When the computer program is executed by the processing device 1001, the above-mentioned functions defined in the method of the embodiment disclosed in the present application are executed.

[0123] The production plan generation method and device based on carbon emission accounting provided by the present application adopts the production plan generation method based on carbon emission accounting in the above embodiment, which can solve the technical problem of low efficiency in generating production plans. Compared with the prior art, the beneficial effects of the production plan generation method and device based on carbon emission accounting provided by the present application are the same as the beneficial effects of the production plan generation method based on carbon emission accounting provided by the above embodiment, and the other technical features in the production plan generation method and device based on carbon emission accounting are the same as the features disclosed in the method of the previous embodiment, which will not be repeated here.

[0124] It should be understood that the various parts disclosed in this application can be implemented by hardware, software, firmware or a combination thereof. In the description of the above embodiments, specific features, structures, materials or characteristics can be combined in any one or more embodiments or examples in a suitable manner.

[0125] The above is only a specific implementation of the present application, but the protection scope of the present application is not limited thereto. Any person skilled in the art who is familiar with the present technical field can easily think of changes or substitutions within the technical scope disclosed in the present application, which should be included in the protection scope of the present application. Therefore, the protection scope of the present application should be based on the protection scope of the claims.

[0126] The present application provides a computer-readable storage medium having computer-readable program instructions (ie, computer programs) stored thereon, and the computer-readable program instructions are used to execute the production plan generation method based on carbon emission accounting in the above-mentioned embodiment.

[0127] The computer-readable storage medium provided in the present application may be, for example, a USB flash drive, but is not limited to electrical, magnetic, optical, electromagnetic, infrared, or semiconductor systems, systems or devices, or any combination of the above. More specific examples of computer-readable storage media may include, but are not limited to: an electrical connection with one or more wires, a portable computer disk, a hard disk, a random access memory (RAM), a read-only memory (ROM), an erasable programmable read-only memory (EPROM or flash memory), an optical fiber, a portable compact disk read-only memory (CD-ROM), an optical storage device, a magnetic storage device, or any suitable combination of the above. In this embodiment, the computer-readable storage medium may be any tangible medium containing or storing a program that can be used by or in combination with an instruction execution system, system or device. The program code contained on the computer-readable storage medium may be transmitted using any appropriate medium, including but not limited to: wires, optical cables, RF (Radio Frequency), etc., or any suitable combination of the above.

[0128] The above-mentioned computer-readable storage medium may be included in the production plan generation method device based on carbon emission accounting; or it may exist independently without being assembled into the production plan generation method device based on carbon emission accounting.

[0129] The computer-readable storage medium carries one or more programs. When the one or more programs are executed by the production plan generation method device based on carbon emission accounting, the production plan generation method device based on carbon emission accounting: upon receiving an order demand, determine a target carbon accounting model for the order demand according to a preset carbon accounting database;

[0130] Forecasting the order demand to obtain production forecast results and consumption forecast results;

[0131] Inputting the production forecast result and the consumption forecast result into the target carbon accounting model to obtain a carbon accounting forecast result;

[0132] If the carbon accounting prediction result meets the target carbon emission requirement and the target profit requirement of the order demand, a target production plan corresponding to the order demand is generated based on the output prediction result and the consumption prediction result.

[0133] Computer program code for performing the operations of the present application may be written in one or more programming languages ​​or a combination thereof, including object-oriented programming languages ​​such as Java, Smalltalk, C++, and conventional procedural programming languages ​​such as "C" or similar programming languages. The program code may be executed entirely on the user's computer, partially on the user's computer, as a separate software package, partially on the user's computer and partially on a remote computer, or entirely on a remote computer or server. In the case of a remote computer, the remote computer may be connected to the user's computer through any type of network, including a local area network (LAN) or a wide area network (WAN), or may be connected to an external computer (e.g., via the Internet using an Internet service provider).

[0134] The flow chart and block diagram in the accompanying drawings illustrate the possible architecture, function and operation of the system, method and computer program product according to various embodiments of the present application. In this regard, each square box in the flow chart or block diagram can represent a module, a program segment or a part of a code, and the module, the program segment or a part of the code contains one or more executable instructions for realizing the specified logical function. It should also be noted that in some alternative implementations, the functions marked in the square box can also occur in a sequence different from that marked in the accompanying drawings. For example, two square boxes represented in succession can actually be executed substantially in parallel, and they can sometimes be executed in the opposite order, depending on the functions involved. It should also be noted that each square box in the block diagram and / or flow chart, and the combination of the square boxes in the block diagram and / or flow chart can be implemented with a dedicated hardware-based system that performs a specified function or operation, or can be implemented with a combination of dedicated hardware and computer instructions.

[0135] The modules involved in the embodiments described in this application may be implemented by software or hardware, wherein the name of the module does not constitute a limitation on the unit itself in some cases.

[0136] The readable storage medium provided in this application is a computer-readable storage medium, which stores computer-readable program instructions (i.e., computer programs) for executing the above-mentioned production plan generation method based on carbon emission accounting, and can solve the technical problem of low efficiency in generating production plans. Compared with the prior art, the beneficial effects of the computer-readable storage medium provided in this application are the same as the beneficial effects of the production plan generation method based on carbon emission accounting provided in the above-mentioned embodiment, and will not be described in detail here.

[0137] The present application also provides a computer program product, including a computer program, which, when executed by a processor, implements the steps of the above-mentioned production plan generation method based on carbon emission accounting.

[0138] The computer program product provided by the present application can solve the technical problem of low efficiency in generating production plans. Compared with the prior art, the beneficial effects of the computer program product provided by the present application are the same as the beneficial effects of the production plan generation method based on carbon emission accounting provided by the above embodiment, which will not be described in detail here.

[0139] The above descriptions are only some embodiments of the present application, and are not intended to limit the patent scope of the present application. All equivalent structural changes made using the contents of the present application specification and drawings under the technical concept of the present application, or direct / indirect applications in other related technical fields are included in the patent protection scope of the present application.

Claims

1. A method for generating a production plan based on carbon emission accounting, characterized in that: The method includes: When receiving an order demand, determining a target carbon accounting model for the order demand according to a preset carbon accounting database; Forecasting the order demand to obtain production forecast results and consumption forecast results; Inputting the production forecast result and the consumption forecast result into the target carbon accounting model to obtain a carbon accounting forecast result; If the carbon accounting prediction result meets the target carbon emission requirement and the target profit requirement of the order demand, a target production plan corresponding to the order demand is generated based on the output prediction result and the consumption prediction result.

2. The method according to claim 1, characterized in that If the carbon accounting forecast result meets the target carbon emission requirement and the target profit requirement of the order demand, then the step of generating a target production plan corresponding to the order demand based on the output forecast result and the consumption forecast result includes: If the carbon accounting prediction result does not meet the target carbon emission requirements and target profit requirements of the order demand, the production process corresponding to the order demand is optimized and adjusted through the preset artificial intelligence optimization model, the output prediction result and the consumption prediction result are updated, and the step of inputting the output prediction result and the consumption prediction result into the target carbon accounting model is returned.

3. The method according to claim 2, characterized in that The step of optimizing and adjusting the production process corresponding to the order demand by using a preset artificial intelligence optimization model and updating the output forecast result and the consumption forecast result comprises: Obtain the target carbon emission requirements and target profit requirements of the order demand; Based on the target carbon emission requirements and the target profit requirements, the raw material input ratio of the production process corresponding to the order demand is optimized and adjusted through a preset artificial intelligence optimization model; According to the optimized raw material feed ratio, the output forecast result and the consumption forecast result are updated.

4. The method according to claim 1, characterized in that The step of determining the target carbon accounting model of the order demand according to the preset carbon accounting database upon receiving the order demand comprises: Obtain all production process steps and production process related parameters and establish a production database; Based on the production database, a minimum unit carbon accounting model for all production processes is established and saved in a carbon accounting model library.

5. The method as claimed in claim 4, characterized in that The step of establishing the minimum unit carbon accounting model of all production processes based on the production database and saving it to the carbon accounting model library includes: If the production database contains the calculated carbon emissions corresponding to the production process, carbon accounting is performed using a preset mathematical model to obtain a first carbon accounting model; If the production database does not contain the calculated carbon emissions part, then the production independent variables and carbon emission measurements are collected, and the production independent variables and the carbon emission measurements are fitted by a preset artificial intelligence fitting model to obtain a second carbon accounting model; The minimum unit carbon accounting model of the production process is determined by combining the first carbon accounting model and the second carbon accounting model, and is saved in the carbon accounting model library.

6. The method according to claim 1, characterized in that The step of generating a target production plan corresponding to the order demand includes: Produce according to the production plan, collect the actual output results and the actual consumption forecast results in the production process, and input them into the target carbon accounting model to obtain the carbon accounting results.

7. A method and device for generating a production plan based on carbon emission accounting, characterized in that: The device comprises: A determination module, configured to determine, upon receiving an order demand, a target carbon accounting model for the order demand according to a preset carbon accounting database; A prediction module is used to predict the order demand and obtain a production prediction result and a consumption prediction result; A calculation module, used for inputting the production forecast result and the consumption forecast result into the target carbon accounting model to obtain a carbon accounting forecast result; A generation module is used to generate a target production plan corresponding to the order demand based on the output forecast result and the consumption forecast result if the carbon accounting forecast result meets the target carbon emission requirement and the target profit requirement of the order demand.

8. A method and device for generating a production plan based on carbon emission accounting, characterized in that: The device comprises: a memory, a processor, and a computer program stored in the memory and executable on the processor, wherein the computer program is configured to implement the steps of the method for generating a production plan based on carbon emission accounting as described in any one of claims 1 to 6.

9. A storage medium, characterized in that: The storage medium is a computer-readable storage medium, and a computer program is stored on the storage medium. When the computer program is executed by a processor, the steps of the production plan generation method based on carbon emission accounting as described in any one of claims 1 to 6 are implemented.

10. A computer program product, characterized in that The computer program product comprises a computer program, and when the computer program is executed by a processor, the steps of the method for generating a production plan based on carbon emission accounting as claimed in any one of claims 1 to 6 are implemented.

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