A method, device, computer device and medium for allocating basin service resources

Abstract

The present invention relates to the field of computer technology, and discloses a method, device, computer equipment and medium for allocating basin business resources. By obtaining a basin business data set, a basin business evaluation index system and a basin business scale table, the present invention can comprehensively consider information from multiple aspects and consider resource allocation strategies from the overall level of basin business. Further, through the target association relationship model, the basin business data set is deeply mined and analyzed to determine the initial business domain list and the initial basin business process list. Further, through the comprehensive factor fuzzy evaluation method, a comprehensive evaluation and ranking of the initial business domain list and the initial basin business process list are carried out, and based on the sorted target business domain list and the target basin business process list, basin business resource allocation is carried out, so that the basin business resource allocation can be reasonably ranked according to the actual value and demand priority of the business domain and business process, and the precise allocation of resources in the basin business is realized.

Description

Technical Field

[0001] The present invention relates to the field of computer technology, and particularly to a method, device, computer equipment and medium for allocating basin business resources. Background Art

[0002] In the current field of basin business management, the intelligentization of the basin business process sequencing mainly focuses on the intelligentization of workflow orchestration and the automatic processing of repetitive processes in the workflow. In terms of the management of the basin business process itself, it mostly relies on the BPM (Business Process Management) method, that is, manually sorting out the business and then using BPMN (Business Process Model and Notation) for modeling operations. However, this traditional mode has obvious limitations. It only focuses on the operation and processing of the basin business process itself, but ignores the overall planning of the basin business, lacking overall planning and enterprise-level comprehensive technical and business support. As a result, in the link of basin business resource allocation, no practical guiding plan can be given, and it is difficult to reasonably allocate resources according to the actual situation of the basin business. Summary of the Invention

[0003] In view of this, the present invention provides a method, device, computer equipment and medium for allocating basin business resources to solve the problem that it is difficult to reasonably allocate resources according to the actual situation of the business due to the limitations of the existing business process sequencing method.

[0004] In a first aspect, the present invention provides a method for allocating basin business resources, the method comprising:

[0005] Obtaining a basin business data set, a basin business evaluation index system and a basin business scale table; based on the basin business data set, through the processing of the target association relationship model, determining an initial business domain list and an initial basin business process list; based on the basin business evaluation index system and the basin business scale table, using the comprehensive factor fuzzy evaluation method, respectively sorting the initial business domain list and the initial basin business process list to obtain a target business domain list and a target basin business process list; and performing basin business resource allocation based on the target business domain list and the target basin business process list to obtain a basin business resource allocation result.

[0006] The basin business resource allocation method provided by the present invention integrates the scattered information related to basin business by obtaining the basin business data set, the basin business evaluation index system, and the basin business scale table, changing the situation in which data in previous basin business management was scattered and not effectively utilized for resource allocation planning. When performing resource allocation, it is no longer limited to the perspective of a single business process, but can comprehensively consider various aspects of information and consider resource allocation strategies from the overall level of basin business, avoiding unreasonable resource allocation caused by missing or one-sided information. Further, by deeply mining and analyzing the basin business data set through the target association relationship model, the internal logical associations and functional groupings in the basin business can be identified, thereby determining the initial business domain list and the initial basin business process list. Further, the comprehensive factor fuzzy evaluation method can comprehensively evaluate and rank the initial business domain list and the initial basin business process list. Further, based on the sorted target business domain list and the target basin business process list, basin business resource allocation is performed, enabling the basin business resource allocation to be reasonably sorted according to the actual value and demand priority of the business domain and business process, avoiding the average allocation of resources or the misallocation of resources to low-benefit and non-critical business links and fields, achieving the precise allocation of resources in basin business, and maintaining the stable operation and continuous optimization of basin business.

[0007] In an alternative embodiment, obtaining the basin business data set includes:

[0008] Obtaining the basin business status data set; based on the basin business status data set, determining the status description matrix; based on the status description matrix, determining the basin business data set.

[0009] The basin business resource allocation method provided by the present invention can capture various situations of the actual operation of basin business from multiple aspects by collecting the basin business status data set. Further, by determining the status description matrix, the mutual relationships and distribution characteristics between different business status variables can be clearly displayed, and then the status change trend of the basin business in the spatial and temporal dimensions can be quickly and intuitively understood, and the corresponding basin business data set can be determined.

[0010] In an alternative embodiment, based on the basin business data set, after being processed by the target association relationship model, determining the initial business domain list and the initial basin business process list includes:

[0011] Inputting the basin business data set into the target association relationship model to obtain the basin business association relationship; determining the initial business domain list based on the basin business association relationship; determining the initial basin business process list based on the basin business data set and the initial business domain list.

[0012] The basin business resource allocation method provided by the present invention processes the basin business data set through the target association relationship model, and can deeply explore the business association relationships hidden behind the data by virtue of the powerful data analysis and pattern recognition capabilities of the model. Finally, the initial business domain list is determined through the business association relationships, so that the resource allocation can closely follow the internal association logic of the business, and then the synergistic effect of the resources can be fully exerted, the comprehensive utilization efficiency of the resources in the basin business can be improved, the overall benefit of the basin business can be promoted, and the problems of resource waste and low business efficiency caused by the disconnection between resource allocation and the actual operation of the business can be avoided.

[0013] In an alternative embodiment, based on the basin business evaluation index system and the basin business scale table, using the comprehensive factor fuzzy evaluation method, the initial business domain list and the initial basin business process list are sorted respectively to obtain the target business domain list and the target basin business process list, including:

[0014] Based on the basin business evaluation index system and the basin business scale table, calculate the target scores of the business domain and the target scores of the basin business process; standardize the target scores of the business domain and the target scores of the basin business process respectively to obtain the sorting coefficients of the business domain and the sorting coefficients of the basin business process; based on the sorting coefficients of the business domain and the sorting coefficients of the basin business process, sort the initial business domain list and the initial basin business process list respectively to obtain the target business domain list and the target basin business process list.

[0015] The basin business resource allocation method provided by the present invention calculates the target scores of the business domain and the target scores of the basin business process by using the comprehensive factor fuzzy evaluation method on the basis of the basin business evaluation index system and the basin business scale table, which can comprehensively consider multiple factors in the basin business evaluation index system and change the situation that it is difficult to comprehensively weigh multiple factors in traditional resource allocation. Further, the sorting coefficients of the business domain and the sorting coefficients of the basin business process are obtained through standardization, which provides a scientific sorting basis for the initial business domain list and the initial basin business process list, so that the resource allocation can be carried out in an orderly manner according to the comprehensive value and priority of the business, avoiding the randomness of resource allocation, improving the fairness and rationality of resource allocation, and ensuring that limited resources are preferentially allocated to the most critical and urgent business links and fields.

[0016] In an alternative embodiment, based on the basin business evaluation index system and the basin business scale table, calculate the target scores of the business domain and the target scores of the basin business process, including:

[0017] Based on the basin business evaluation index system, through the Delphi method, construct a fuzzy evaluation table; based on the basin business evaluation index system, the basin business scale table and the fuzzy evaluation table, calculate the target scores of the business domain and the target scores of the basin business process.

[0018] The basin business resource allocation method provided by the present invention uses the Delphi method to process the basin business evaluation index system to construct a fuzzy evaluation table, which can widely collect the experience and wisdom of experts in the basin business field, making the setting of evaluation index weights and the division of evaluation grades in the fuzzy evaluation table more scientific and reasonable. Further, by combining the basin business evaluation index system, the basin business scale table and the fuzzy evaluation table, the target scores of the business domain and the target scores of the basin business process are calculated, improving the accuracy and reliability of the calculation, enabling the target scores based on which resources are allocated to more truly reflect the actual value and requirements of the business, avoiding the problem of excessive resource allocation deviation caused by imperfect evaluation systems, and providing a more scientific and credible data basis for resource allocation.

[0019] In an alternative embodiment, based on the basin business evaluation index system, the basin business scale table and the fuzzy evaluation table, calculating the target scores of the business domain and the target scores of the basin business process includes:

[0020] Based on the basin business evaluation index system and the basin business scale table, constructing a comparison judgment matrix; based on the comparison judgment matrix, calculating the initial scores of the business domain and the initial scores of the basin business process; based on the initial scores of the business domain and the fuzzy evaluation table, calculating the target scores of the business domain; based on the initial scores of the basin business process and the fuzzy evaluation table, calculating the target scores of the basin business process.

[0021] The basin business resource allocation method provided by the present invention calculates the initial scores of the business domain and the initial scores of the basin business process by constructing a comparison judgment matrix, avoiding the problem of fuzzy score calculation caused by traditional simple qualitative evaluation. Further, by combining the fuzzy evaluation table, the target scores of the business domain and the target scores of the basin business process can be calculated respectively, which can fully integrate the information of different evaluation links, making the calculation of target scores more refined and accurate. Compared with the traditional method of roughly estimating scores manually, it improves the accuracy and credibility of the scores, providing a more reliable quantitative standard for resource allocation.

[0022] In a second aspect, the present invention provides a basin business resource allocation device, which includes:

[0023] An acquisition module for acquiring a basin business data set, a basin business evaluation index system, and a basin business scale table; a determination module for determining an initial business domain list and an initial basin business process list based on the basin business data set through processing by a target association relationship model; a sorting module for sorting the initial business domain list and the initial basin business process list respectively by using a comprehensive factor fuzzy evaluation method based on the basin business evaluation index system and the basin business scale table to obtain a target business domain list and a target basin business process list; and an allocation module for performing basin business resource allocation based on the target business domain list and the target basin business process list to obtain a basin business resource allocation result.

[0024] In a third aspect, the present invention provides a computer device, including: a memory and a processor, which are communicatively connected to each other. The memory stores computer instructions, and the processor executes the computer instructions to execute the basin business resource allocation method according to the first aspect or any corresponding embodiment thereof.

[0025] In a fourth aspect, the present invention provides a computer-readable storage medium, on which computer instructions are stored. The computer instructions are used to cause a computer to execute the basin business resource allocation method according to the first aspect or any corresponding embodiment thereof.

[0026] In a fifth aspect, the present invention provides a computer program product, including computer instructions, which are used to cause a computer to execute the basin business resource allocation method according to the first aspect or any corresponding embodiment thereof. Description of the Drawings

[0027] In order to more clearly illustrate the specific embodiments of the present invention or the technical solutions in the prior art, the following will briefly introduce the drawings required for use in the description of the specific embodiments or the prior art. Obviously, the drawings in the following description are some embodiments of the present invention. For those of ordinary skill in the art, other drawings can be obtained based on these drawings without creative efforts.

[0028] Figure 1 is a flowchart of the basin business resource allocation method according to an embodiment of the present invention;

[0029] Figure 2 is a flowchart of another basin business resource allocation method according to an embodiment of the present invention;

[0030] Figure 3 is a flowchart of yet another basin business resource allocation method according to an embodiment of the present invention;

[0031] Figure 4It is a structural block diagram of a basin service resource allocation device according to an embodiment of the present invention;

[0032] Figure 5 It is a schematic diagram of the hardware structure of a computer device according to an embodiment of the present invention. Detailed implementation manners

[0033] To make the objectives, technical solutions and advantages of the embodiments of the present invention clearer, the technical solutions in the embodiments of the present invention will be clearly and completely described below with reference to the accompanying drawings in the embodiments of the present invention. Obviously, the described embodiments are some, but not all, of the embodiments of the present invention. All other embodiments obtained by those skilled in the art based on the embodiments of the present invention without creative efforts shall fall within the protection scope of the present invention.

[0034] An embodiment of the present invention provides a basin service resource allocation method, which achieves the effect of precise allocation of resources in basin services by integrating a target correlation relationship model and a comprehensive factor fuzzy evaluation method.

[0035] According to an embodiment of the present invention, an embodiment of a basin service resource allocation method is provided. It should be noted that the steps shown in the flowchart of the accompanying drawings can be executed in a computer system such as a set of computer executable instructions, and although the logical order is shown in the flowchart, in some cases, the steps shown or described can be executed in a different order than here.

[0036] In this embodiment, a basin service resource allocation method is provided, which can be used in electronic devices such as computers, mobile phones, and tablet computers. Figure 1 It is a flowchart of the basin service resource allocation method according to an embodiment of the present invention, as Figure 1 shown, and the process includes the following steps:

[0037] Step S101, obtain a basin service data set, a basin service evaluation index system, and a basin service scale table.

[0038] Specifically, the basin service data set may include a business objective BO, a business responsible person P, a business objective FO, a business category FB, a specific business SP, and different business function areas F.

[0039] Furthermore, the basin business evaluation index system can include resource utilization rate (such as water resource utilization rate for a series of water-related businesses, and comprehensive utilization rate of waterways for economic businesses such as shipping, etc.), green economic benefits (economic benefits obtained through a series of environmental protection activities such as water pollution control and reasonable planning of immigrant agricultural activities), green social benefits (such as an increase in the number of plant and animal species in the basin and the protection of endangered species obtained through a series of environmental protection activities), safety governance (such as the occurrence and comprehensive treatment of disaster accidents such as landslides in the basin), and other indicators.

[0040] Furthermore, the basin business scale table represents a tool for quantitatively evaluating the importance of various factors in basin business, and can evaluate the importance of each factor according to a 4-point scale. Among them, 1 means equally important, 2 means one factor is significantly more important than another factor, 3 means one factor is strongly more important than another factor, and 4 means one factor is extremely more important than another factor (1.5, 2.5, 3.5, 4.5 can be used to represent the intermediate values of the above judgments).

[0041] Step S102, based on the basin business dataset, through the processing of the target correlation relationship model, determine the initial business domain list and the initial basin business process list.

[0042] Specifically, the business objective BO in the basin business dataset can be used as an intermediate variable, the business responsible person P, the business objective FO, the business category FB, and the specific business SP as independent variables, and different business function areas F as dependent variables to construct a target correlation relationship model based on a neural network.

[0043] Among them, the input layer of the neural network is P, FO, FB, SP, and the intermediate variable BO, and the output layer is F; further, the data is divided into a training set and a test set, the number of hidden layer nodes is adjusted according to the results, sigmod is used as the activation function, the loss function is cross-entropy loss, and gradient descent is used to optimize the neural network, and the initial weights are set as small random numbers with a normal distribution with a mean of 0 and a standard deviation of 0.01.

[0044] Furthermore, by inputting the basin business dataset into the target correlation relationship model for processing, the basin business dataset can be deeply mined and analyzed, and then the internal logical associations and functional groupings in the basin business can be identified, so as to determine the initial business domain list and the initial basin business process list.

[0045] Step S103, based on the basin business evaluation index system and the basin business scale table, use the comprehensive factor fuzzy evaluation method to sort the initial business domain list and the initial basin business process list respectively to obtain the target business domain list and the target basin business process list.

[0046] Among them, the comprehensive factor fuzzy evaluation method represents a multi-factor comprehensive evaluation method based on fuzzy mathematics theory, which can comprehensively evaluate complex objects or phenomena affected by multiple factors, effectively solving the deficiencies of traditional evaluation methods in dealing with fuzzy and uncertain problems.

[0047] Specifically, through the comprehensive factor fuzzy evaluation method, a comprehensive and overall evaluation and ranking can be carried out on the initial business domain list and the initial basin business process list.

[0048] Step S104, perform basin business resource allocation based on the target business domain list and the target basin business process list to obtain the basin business resource allocation result.

[0049] Specifically, after obtaining the target business domain list and the target basin business process list, basin business resource allocation can be carried out in combination with actual business requirements.

[0050] In an optional implementation manner, the basin business resource allocation can be carried out in the following way:

[0051] (1) Define the weights of business elements in each list: According to the various indicators determined by the basin business evaluation index system and the basin business scale table (such as resource utilization rate, green economic benefits, green social benefits, safety governance, etc.) and the quantitative evaluation results of the importance of each factor, analyze the index situations corresponding to each business in the target business domain list and the target basin business process list. For example, for different businesses in the target business domain list, refer to the past performance in the basin under the resource utilization rate index, the contribution degree of green economic benefits, etc., and combine the quantitative importance values determined by the basin business scale table to reasonably allocate the weight ratios of each business in different indicator aspects. Similarly, for each process link in the target basin business process list, clarify the corresponding weights based on these indicators and the quantitative importance situation.

[0052] (2) Evaluate business resource requirements: For each business domain in the target business domain list, analyze the various types of resources required for its specific business operations. The resources cover aspects such as human resources (such as the number of professional and technical personnel, the ratio of personnel in different positions, etc.), material resources (such as specific equipment, infrastructure, etc.), and financial resources (such as project budgets, capital investment plans, etc.).

[0053] Furthermore, for each process in the target basin business process list, determine the resources on which the smooth progress of the process depends, such as the specific technical equipment required for a certain key link in the process and the corresponding operation and maintenance personnel, etc., and calculate the approximate resource requirement quantities or scales for each business and each process link.

[0054] (3)Resource allocation based on weights: The total amount of resources that can be allocated overall can be combined with the weights of each business under different indicators and the weights of each process determined above to conduct resource allocation.

[0055] For example, if a certain business domain has a relatively high weight in terms of the green economic benefit indicator, and from the perspective of the overall development strategy of the basin, more emphasis is placed on enhancing the green economic benefit at present, then in the allocation of financial resources, it can be appropriately tilted towards this business domain, and relatively more project funds can be arranged for it to expand or optimize its business.

[0056] Furthermore, for the processes in the list of basin business processes, if a certain process link is extremely crucial (with a high weight) for the safety governance indicator, then in terms of material resources, the allocation of safety protection equipment, monitoring equipment, etc. required by it should be prioritized, and in terms of human resources, sufficient safety management and maintenance personnel should be arranged, and so on. The resources such as human, material, and financial resources are reasonably allocated among various business domains and business process links, and finally the basin business resource allocation result is formed.

[0057] Therefore, by comprehensively considering the importance weights of the businesses in the list and the actual resource requirements, and scientifically and reasonably allocating resources, the optimal allocation of the basin business resources can be achieved, and a resource allocation result that meets the development needs of the basin business can be obtained.

[0058] The basin business resource allocation method provided in this embodiment integrates the scattered basin business-related information by obtaining the basin business data set, the basin business evaluation index system, and the basin business scale table, changing the situation in the previous basin business management where data was scattered and not effectively used for resource allocation planning. When conducting resource allocation, it is no longer limited to the perspective of a single business process, but can comprehensively consider various aspects of information and consider the resource allocation strategy from the overall level of the basin business, avoiding unreasonable resource allocation caused by information deficiency or one-sidedness. Furthermore, through in-depth mining and analysis of the basin business data set by the target correlation relationship model, the internal logical associations and functional groupings in the basin business can be identified, thereby determining the initial business domain list and the initial basin business process list. Furthermore, through the comprehensive factor fuzzy evaluation method, a comprehensive and overall evaluation and ranking of the initial business domain list and the initial basin business process list can be carried out. Furthermore, based on the sorted target business domain list and the target basin business process list, the basin business resource allocation is carried out, enabling the basin business resource allocation to be reasonably ranked according to the actual value and demand priority of the business domain and the business process, avoiding the average allocation of resources or the misallocation of resources to low-benefit and non-critical business links and fields, achieving the precise allocation of resources in the basin business, and maintaining the stable operation and continuous optimization of the basin business.

[0059] In this embodiment, a method for allocating flow domain service resources is provided, which can be used in electronic devices such as computers, mobile phones, tablet computers, etc. Figure 2 is a flow chart of a method for allocating flow domain service resources according to an embodiment of the present invention. Figure 2 As shown, the process includes the following steps:

[0060] Step S201, obtaining a watershed service data set, a watershed service evaluation index system and a watershed service scale table.

[0061] The watershed service evaluation index system and the watershed service scale table may refer to the description in the above step S101, which will not be repeated here.

[0062] In an optional implementation, the watershed service dataset can be obtained by following the steps below:

[0063] Step a1, obtaining a watershed business status dataset.

[0064] Among them, the watershed business status dataset represents the relevant data describing the status of the watershed business from the six aspects of WHAT, WHO, WHERE, WHY, which, and HOW, and the four perspectives of the target decision layer, business implementation layer, application system layer, and data logic layer:

[0065] 1. WHAT: It clearly defines the specific contents of river basin business, such as the development and utilization of water resources (such as hydropower construction, agricultural irrigation water supply, etc.), ecological protection related businesses (such as wetland restoration, forest conservation and water source management, etc.), or flood prevention and disaster reduction work (including flood warning, dam construction and maintenance, etc.).

[0066] 2. WHO: Sort out the various entities involved in river basin business, which may include relevant government departments (such as water conservancy departments, environmental protection departments, natural resources departments, etc.), enterprises (such as hydropower companies, shipping companies, sewage treatment companies, etc.) and ordinary people.

[0067] 3. WHERE: Determine the specific geographical location where the business occurs, that is, different regional ranges within the basin, such as the upper, middle and lower reaches of the river, different tributary basins, and surrounding land areas associated with it.

[0068] 4. WHY: Reveal the reasons and goals for carrying out various river basin operations. For example, water resource protection operations are carried out to ensure the ecological balance within the river basin and meet the sustainability of residents' domestic water use and industrial and agricultural production water use; flood prevention and disaster reduction operations are aimed at reducing the threat of floods to the safety of life and property of coastal residents and infrastructure.

[0069] 5. WHICH: Refine the specific projects or sub - businesses involved. Taking integrated water resources management as an example, the specific projects it includes can be water source protection projects, water supply project construction projects, sewage treatment facility upgrade projects, etc.

[0070] 6. HOW: Explain how the business is carried out. For example, water resource allocation is achieved through the regulation and operation of water conservancy facilities such as sluices and pumping stations, combined with real - time hydrological monitoring data and relevant scheduling models.

[0071] 7. Target decision - making layer: It can include the strategic planning of basin business, policy orientation, and macro - decision - making basis, etc.

[0072] 8. Business implementation layer: Focus on the details such as the operation process of specific business, personnel division of labor, and norms in the actual execution process.

[0073] 9. Application system layer: It can involve the technical application situations of various monitoring systems, information management platforms, and automated control equipment used in basin business.

[0074] 10. Data logic layer: Mainly focus on the content such as the source of data, storage structure, the association relationship between data, and data processing logic.

[0075] Step a2, based on the basin business status data set, determine the status description matrix.

[0076] Specifically, combined with the basin business status data set, the corresponding status description matrix E can be determined as shown in Table 1 below:

[0077] Table 1. Status description matrix E

[0078]

[0079] Step a3, based on the status description matrix, determine the basin business data set.

[0080] Specifically, business objective BO = Target decision - making layer WHAT + Target decision - making layer HOW + Business implementation layer WHY.

[0081] Furthermore, the TOGAF tool ADM (Architecture Development Method) can be used to construct the business architecture. According to the WHAT of the business implementation layer in matrix E, the enterprise's business can be decomposed into different functional areas F.

[0082] Furthermore, according to the WHO in the business implementation layer of the status description matrix E, the function responsible person P can be clarified, according to WHY, the function area objective FO can be clarified, according to WHERE, the function area boundary FB can be clarified, and according to WHICH, the specific business SP can be clarified.

[0083] Step S202: Based on the basin business data set, through the processing of the target association relationship model, determine the initial business domain list and the initial basin business process list.

[0084] Specifically, the above step S202 includes:

[0085] Step S2021: Input the basin business data set into the target association relationship model to obtain the basin business association relationship.

[0086] Among them, the basin business association relationship is used to reflect the internal logical connection between different business elements. For example, the corresponding relationship between the business person in charge and the specific business functional area, the mutual influence between different business categories and business goals, etc.

[0087] Specifically, inputting the basin business data set into the target association relationship model for processing and analysis can dig out the deep - level association situation between various variables in the business, and finally output the basin business association relationship R.

[0088] Step S2022: Determine the initial business domain list based on the basin business association relationship.

[0089] Specifically, after obtaining the basin business association relationship R, it is possible to further analyze the association tightness and mutual influence between various businesses and determine the weight size corresponding to different businesses.

[0090] Among them, the weight is used to measure the relative importance of each business in the entire basin business system and other situations.

[0091] Furthermore, according to the established rule, that is, the business with a weight value greater than 50% of the overall weight distribution is classified as a type of business domain. By performing such weight screening and classification operations on all businesses, the businesses with similar importance and close association are aggregated together, and a business domain list L is constructed.

[0092] Step S2023: Based on the basin business data set and the initial business domain list, determine the initial basin business process list.

[0093] Specifically, by aggregating the data logic layer and the application system layer and combining with the initial business domain list, the specific business process list, that is, the initial basin business process list P, can be obtained.

[0094] Among them, for the specific construction process, the process of obtaining the initial business domain list above can be referred to, and it will not be elaborated here.

[0095] Step S203: Based on the basin business evaluation index system and the basin business scale table, use the comprehensive factor fuzzy evaluation method to sort the initial business domain list and the initial basin business process list respectively to obtain the target business domain list and the target basin business process list. For details, please refer toFigure 1 Step S103 of the illustrated embodiment will not be elaborated here.

[0096] Step S204: Based on the target business domain list and the target river basin business process list, perform river basin business resource allocation to obtain the river basin business resource allocation result. For details, please refer to Figure 1 Step S104 of the illustrated embodiment will not be elaborated here.

[0097] The river basin business resource allocation method provided in this embodiment can capture various situations of the actual operation of river basin business from multiple aspects by collecting the river basin business status data set. Further, by determining the status description matrix, the mutual relationship and distribution characteristics between different business status variables can be clearly shown, and then the status change trend of the river basin business in the spatial and temporal dimensions can be quickly and intuitively understood, and the corresponding river basin business data set can be determined. Further, inputting the river basin business data set into the target association relationship model for processing can deeply mine the business association relationships hidden behind the data by virtue of the powerful data analysis and pattern recognition capabilities of the model. Finally, by determining the initial business domain list through the business association relationship, the resource allocation can closely follow the internal association logic of the business, and then the synergistic effect of the resources can be fully exerted, the comprehensive utilization efficiency of the resources in the river basin business can be improved, the overall benefit of the river basin business can be promoted, and the problems of resource waste and low business efficiency caused by the disconnection between resource allocation and the actual operation of the business can be avoided.

[0098] In this embodiment, a river basin business resource allocation method is provided, which can be used in electronic devices such as computers, mobile phones, and tablet computers. Figure 3 is a flowchart of the river basin business resource allocation method according to an embodiment of the present invention, as Figure 3 shown, and this process includes the following steps:

[0099] Step S301: Obtain the river basin business data set, the river basin business evaluation index system, and the river basin business scale table. For details, please refer to Figure 2 Step S201 of the illustrated embodiment will not be elaborated here.

[0100] Step S302: Based on the river basin business data set, through the processing of the target association relationship model, determine the initial business domain list and the initial river basin business process list. For details, please refer to Figure 2 Step S202 of the illustrated embodiment will not be elaborated here.

[0101] Step S303: Based on the river basin business evaluation index system and the river basin business scale table, use the comprehensive factor fuzzy evaluation method to sort the initial business domain list and the initial river basin business process list respectively to obtain the target business domain list and the target river basin business process list.

[0102] Specifically, the above step S303 includes:

[0103] Step S3031: Calculate the target score of the business domain and the target score of the basin business process based on the basin business evaluation index system and the basin business scale table.

[0104] Specifically, by combining the basin business evaluation index system and the basin business scale table, the corresponding target score of the business domain and the target score of the basin business process can be calculated.

[0105] In some alternative embodiments, the above step S3031 includes:

[0106] Step b1: Based on the basin business evaluation index system, construct a fuzzy evaluation table through the Delphi method.

[0107] Among them, the Delphi method represents a method of expert investigation. In essence, it is a feedback anonymous inquiry method. Its general process is to solicit the opinions of experts on the problem to be predicted, then organize, summarize, and statistically analyze them, and then anonymously feedback them to each expert, solicit opinions again, centralize again, and feedback again until a consistent opinion is obtained.

[0108] Specifically, experts in related fields can be invited, and the Delphi method can be used to score and evaluate the business situations involved in multiple indicators in the basin business evaluation index system.

[0109] Among them, the scoring rule is set to a ten-point system. Experts judge the strength of the business performance in each indicator based on their professional knowledge and experience. Further, a score above 7 is considered strong, 5 - 7 (excluding 7) is considered relatively strong, 3 - 5 points (excluding 5) is considered relatively weak, and below 3 points is considered weak.

[0110] Furthermore, the scoring situations of each expert can be summarized, and the number of experts in each grade can be recorded, thereby constructing a fuzzy evaluation table.

[0111] Step b2: Calculate the target score of the business domain and the target score of the basin business process based on the basin business evaluation index system, the basin business scale table, and the fuzzy evaluation table.

[0112] Specifically, by comprehensively considering the basin business evaluation index system, the basin business scale table, and the fuzzy evaluation table, the corresponding target score of the business domain and the target score of the basin business process can be calculated.

[0113] In some alternative embodiments, the above step b2 includes:

[0114] Step b21: Based on the basin business evaluation index system and the basin business scale table, construct a comparison judgment matrix.

[0115] Step b22: Calculate the initial score of the business domain and the initial score of the basin business process based on the comparison judgment matrix.

[0116] Step b23: Calculate the target score of the business domain based on the initial score of the business domain and the fuzzy evaluation table.

[0117] Step b24: Calculate the target score of the basin business process based on the initial score of the basin business process and the fuzzy evaluation table.

[0118] Specifically, according to the constructed basin business evaluation index system including multiple indicators and the basin business scale table that measures the importance of each factor on a 4-point scale, multiple indicator factors can be compared pairwise, scored according to the rules of the scale table, and finally, these scoring results are sorted to form a factor comparison judgment matrix A.

[0119] Furthermore, through corresponding mathematical calculations (such as eigenvector calculation and other related methods) on the constructed comparison judgment matrix A, the initial score vector P of the business domain and the initial score vector B of the basin business process can be obtained.

[0120] In one example, taking 8 evaluation indicators as an example, the initial score vector of the business domain can be calculated as and the initial score vector of the basin business process as .

[0121] Furthermore, the initial score of the business domain and the initial score of the basin business process can respectively reflect the preliminary quantitative evaluation of the business domain and the business process in each evaluation indicator dimension.

[0122] Furthermore, from the fuzzy evaluation table (recording how many experts rated each level), the fuzzy evaluation matrix M (each element is the percentage of experts rating this level in the total number of experts) can be obtained.

[0123] Furthermore, the target score of the business domain can be calculated as ; the target score of the basin business process as .

[0124] Step S3032: Standardize the target score of the business domain and the target score of the basin business process respectively to obtain the business domain ranking coefficient and the basin business process ranking coefficient.

[0125] Specifically, through the standardization method, the target score of the business domain and the target score of the basin business process can be respectively transformed into the business domain ranking coefficient and the basin business process ranking coefficient, so that their value ranges are within a suitable interval and are comparable.

[0126] Among them, the standardization method can be methods such as normalization.

[0127] Step S3033: Based on the business domain sorting coefficient and the river basin business process sorting coefficient, sort the initial business domain list and the initial river basin business process list respectively to obtain the target business domain list and the target river basin business process list.

[0128] Specifically, according to the obtained business domain sorting coefficient and the river basin business process sorting coefficient, sort the contents in the initial business domain list and the initial river basin business process list in descending order.

[0129] For example, for the business domain list, arrange the business domains with larger sorting coefficients in the front, and so on, to form the target business domain list, clearly showing the sequence of each business domain from the perspective of importance or comprehensive evaluation; similarly, sort the initial river basin business process list according to the business process sorting coefficient to obtain the target river basin business process list, reflecting the relative sequence relationship of each business process in the entire river basin business system.

[0130] Step S304: Based on the target business domain list and the target river basin business process list, perform river basin business resource allocation to obtain the river basin business resource allocation result. For details, please refer to Figure 1 Step S104 of the illustrated embodiment, which will not be elaborated here.

[0131] The river basin business resource allocation method provided in this embodiment uses the Delphi method to process the river basin business evaluation index system to construct a fuzzy evaluation table, which can widely collect the experience and wisdom of experts in the river basin business field, making the setting of evaluation index weights and the division of evaluation grades in the fuzzy evaluation table more scientific and reasonable. Further, by constructing a comparison judgment matrix to calculate the initial scores of business domains and the initial scores of river basin business processes, it avoids the problem of fuzzy score calculation caused by traditional simple qualitative evaluation. Further, combined with the fuzzy evaluation table, the target scores of business domains and the target scores of river basin business processes can be calculated respectively, which can fully integrate the information of different evaluation links, making the calculation of target scores more precise and accurate. Compared with the traditional method of roughly estimating scores manually, it improves the accuracy and credibility of scores. Further, through standardization processing, the business domain sorting coefficient and the river basin business process sorting coefficient are obtained, providing a scientific sorting basis for the initial business domain list and the initial river basin business process list, and enabling resource allocation to be carried out in an orderly manner according to the comprehensive value and priority of the business, avoiding the randomness of resource allocation, improving the fairness and reasonableness of resource allocation, and ensuring that limited resources are preferentially allocated to the most critical and urgent business links and fields.

[0132] In an example, a business process sorting method is provided, including:

[0133] I. Sort out business domains and construct a business domain list L.

[0134] 1. Construct the current state description matrix E. Describe the current state of the enterprise from six aspects: WHAT, WHO, WHERE, WHY, which, and HOW, and from four perspectives: the target decision-making layer, the business implementation layer, the application system layer, and the data logic layer, and construct the state description matrix E as shown in Table 1 above.

[0135] 2. Construct the business domain list L. According to the state description matrix E, clarify the current business objectives and obtain the business domain L.

[0136] (1)Determine the business objective BO: Business objective BO = target decision-making layer WHAT + target decision-making layer HOW + business implementation layer WHY.

[0137] (2)Use the business BO as an intermediate variable to construct an association relationship and obtain the business domain list L.

[0138] ① Use the TOGAF tool ADM (Architecture Development Method) to construct the business architecture. According to the WHAT in the business implementation layer of the matrix E, decompose the enterprise's business into different functional areas F.

[0139] ② According to WHO in the business implementation layer of the matrix E, clarify the function responsible person P, according to WHY, clarify the function area objective FO, according to WHERE, clarify the function area boundary FB, and according to WHICH, clarify the specific business SP.

[0140] ③ Use the business objective as the intermediate variable BO, P, FO, FB, and SP as independent variables, and F as the dependent variable to construct an association relationship model based on a neural network to obtain the association relationship R between businesses.

[0141] Among them, the input layer of this neural network is P, FO, FB, SP, and the intermediate variable BO, and the output layer is F; further, divide the data into a training set and a test set, adjust the number of hidden layer nodes according to the results, use sigmod as the activation function, the loss function is the cross-entropy loss, use gradient descent to optimize the neural network, and set the initial weight to a small random number with a normal distribution with a mean of 0 and a standard deviation of 0.01.

[0142] ④ According to R, obtain the business domain list L.

[0143] Specifically, according to the weight size, the weights with values greater than 50% of the overall weight distribution are classified into one type of business domain, and thus the business domain list L is constructed.

[0144] II. Obtain all business process lists P. Aggregate the data logic layer and the application system layer, and combine with the business domain list L to obtain the specific business process list P. The specific process is the same as the business domain construction steps.

[0145] III. Using the method of comprehensive factor fuzzy evaluation, classify and rank the business domains into core businesses and auxiliary businesses, and obtain the business domain ranking coefficient P and the business process ranking coefficient B.

[0146] 1. Construct a business evaluation index system. The indexes include eight aspects: resource utilization rate, green economic benefits, green social benefits, safety governance, strategic support degree, innovation ability, employee value, and department performance.

[0147] 2. Construct a scale table. According to the situations of different types of enterprises, evaluate the importance of each factor on a 4-point scale. Among them, 1 means equally important, 2 means one factor is significantly more important than another factor, 3 means one factor is strongly more important than another factor, and 4 means one factor is extremely more important than another factor (1.5, 2.5, 3.5, and 4.5 can be used to represent the intermediate values of the above judgments).

[0148] 3. Construct a factor comparison judgment matrix A. This matrix A is the result obtained by pairwise comparison of the above eight factors according to the scale table. According to the scoring results of the scale table, obtain the initial scores of the business domain and the initial scores of the business process .

[0149] 4. Construct a fuzzy evaluation table. Use the Delphi method for scoring, and the scoring rule is a 10-point scale. Above 7 points is strong, 5 - 7 (excluding 7) is relatively strong, 3 - 5 points (excluding 5) is relatively weak, and below 3 points is weak. Obtain the fuzzy evaluation matrix M ( ) (each element is the percentage of experts rating this level in the total number of experts).

[0150] 5. Obtain the comprehensive evaluation vector Z by integrating the scale table and the fuzzy evaluation table. The score of the business domain ; the score of the business process is .

[0151] 6. Obtain the ranking coefficients. According to the comprehensive evaluation vector, perform standardization processing to obtain the ranking coefficients, the business domain ranking coefficient P and the business process ranking coefficient B.

[0152] 7. Rank the businesses according to the business domain ranking coefficient P and the business process ranking coefficient B.

[0153] 8. Allocate business resources according to the ranking.

[0154] In this embodiment, a device for allocating basin service resources is further provided. This device is used to implement the above-mentioned embodiments and preferred implementation manners, and those that have been described will not be elaborated again. As used hereinafter, the term "module" can be a combination of software and / or hardware that realizes a predetermined function. Although the devices described in the following embodiments are preferably implemented in software, implementation in hardware, or a combination of software and hardware is also possible and contemplated.

[0155] This embodiment provides a device for allocating basin service resources, as Figure 4 shown, the device includes:

[0156] An acquisition module 401, configured to acquire a basin service data set, a basin service evaluation index system, and a basin service scale table.

[0157] A determination module 402, configured to determine an initial business domain list and an initial basin service process list based on the basin service data set through processing by a target association relationship model.

[0158] A sorting module 403, configured to sort the initial business domain list and the initial basin service process list respectively by using the comprehensive factor fuzzy evaluation method based on the basin service evaluation index system and the basin service scale table, so as to obtain a target business domain list and a target basin service process list.

[0159] An allocation module 404, configured to allocate basin service resources based on the target business domain list and the target basin service process list to obtain a basin service resource allocation result.

[0160] In some optional implementation manners, acquiring the basin service data set in the acquisition module 401 includes: acquiring a basin service status data set; determining a status description matrix based on the basin service status data set; and determining the basin service data set based on the status description matrix.

[0161] In some optional implementation manners, the determination module 402 includes:

[0162] An input sub-module, configured to input the basin service data set into the target association relationship model to obtain a basin service association relationship.

[0163] A first determination sub-module, configured to determine the initial business domain list based on the basin service association relationship.

[0164] A second determination sub-module, configured to determine the initial basin service process list based on the basin service data set and the initial business domain list.

[0165] In some optional implementation manners, the sorting module 403 includes:

[0166] A calculation sub-module, configured to calculate the target score of the business domain and the target score of the basin business process based on the basin business evaluation index system and the basin business scale table.

[0167] A processing sub-module, configured to perform standardization processing on the target score of the business domain and the target score of the basin business process respectively, to obtain the business domain ranking coefficient and the basin business process ranking coefficient.

[0168] A sorting sub-module, configured to sort the initial business domain list and the initial basin business process list respectively based on the business domain ranking coefficient and the basin business process ranking coefficient, to obtain the target business domain list and the target basin business process list.

[0169] In some alternative embodiments, the calculation sub-module includes:

[0170] A construction unit, configured to construct a fuzzy evaluation table based on the basin business evaluation index system through the Delphi method.

[0171] A calculation unit, configured to calculate the target score of the business domain and the target score of the basin business process based on the basin business evaluation index system, the basin business scale table, and the fuzzy evaluation table.

[0172] In some alternative embodiments, the calculation unit includes:

[0173] A construction subunit, configured to construct a comparison judgment matrix based on the basin business evaluation index system and the basin business scale table.

[0174] A first calculation subunit, configured to calculate the initial score of the business domain and the initial score of the basin business process based on the comparison judgment matrix.

[0175] A second calculation subunit, configured to calculate the target score of the business domain based on the initial score of the business domain and the fuzzy evaluation table.

[0176] A third calculation subunit, configured to calculate the target score of the basin business process based on the initial score of the basin business process and the fuzzy evaluation table.

[0177] The further function descriptions of the above-mentioned various modules and units are the same as those in the corresponding above embodiments, and will not be elaborated here.

[0178] The basin business resource allocation device in this embodiment is presented in the form of functional units. Here, the unit refers to an ASIC (Application Specific Integrated Circuit) circuit, a processor and a memory that execute one or more software or fixed programs, and / or other devices that can provide the above functions.

[0179] The embodiment of the present invention also provides a computer device having the aboveFigure 4 The shown basin service resource allocation device.

[0180] Please refer to Figure 5 , Figure 5 which is a schematic structural diagram of a computer device provided by an optional embodiment of the present invention. As Figure 5 shown, the computer device includes: one or more processors 10, a memory 20, and interfaces for connecting various components, including a high-speed interface and a low-speed interface. Each component communicates with each other using different buses and can be installed on a common motherboard or installed in other ways as needed. The processor can process instructions executed within the computer device, including instructions stored in the memory or on the memory to display graphical information of a GUI on an external input / output device (such as a display device coupled to the interface). In some optional embodiments, if necessary, multiple processors and / or multiple buses can be used together with multiple memories. Similarly, multiple computer devices can be connected, and each device provides some necessary operations (for example, as a server array, a set of blade servers, or a multi-processor system). Figure 5 Here, one processor 10 is taken as an example.

[0181] The processor 10 can be a central processing unit, a network processor, or a combination thereof. Among them, the processor 10 can further include a hardware chip. The above hardware chip can be an application-specific integrated circuit, a programmable logic device, or a combination thereof. The above programmable logic device can be a complex programmable logic device, a field programmable gate array, a general array logic, or any combination thereof.

[0182] Among them, the memory 20 stores instructions executable by at least one processor 10, so that at least one processor 10 executes the method shown in the above embodiments.

[0183] The memory 20 can include a program storage area and a data storage area. Among them, the program storage area can store an operating system and application programs required for at least one function; the data storage area can store data created according to the use of the computer device, etc. In addition, the memory 20 can include a high-speed random access memory and can also include a non-transitory memory, such as at least one disk storage device, a flash memory device, or other non-transitory solid-state storage devices. In some optional embodiments, the memory 20 can optionally include a memory remotely set relative to the processor 10, and these remote memories can be connected to the computer device through a network. Examples of the above network include but are not limited to the Internet, an enterprise intranet, a local area network, a mobile communication network, and combinations thereof.

[0184] The memory 20 may include volatile memory, such as random access memory; the memory may also include non-volatile memory, such as flash memory, hard disk or solid state drive; the memory 20 may further include a combination of the above types of memory.

[0185] The computer device further includes a communication interface 30 for the computer device to communicate with other devices or communication networks.

[0186] Embodiments of the present invention also provide a computer-readable storage medium. The methods according to the embodiments of the present invention can be implemented in hardware, firmware, or be implemented as computer code that can be recorded on a storage medium, or be implemented as computer code that is originally stored in a remote storage medium or a non-transitory machine-readable storage medium and downloaded through a network and will be stored in a local storage medium, so that the methods described herein can be stored in such software processes on a storage medium using a general-purpose computer, a dedicated processor, or programmable or dedicated hardware. Among them, the storage medium can be a magnetic disk, an optical disk, a read-only memory, a random access memory, a flash memory, a hard disk or a solid state drive, etc.; further, the storage medium can also include a combination of the above types of memory. It can be understood that a computer, a processor, a microprocessor controller or programmable hardware includes a storage component that can store or receive software or computer code, and when the software or computer code is accessed and executed by the computer, the processor or the hardware, the methods shown in the above embodiments are implemented.

[0187] A part of the present invention can be applied as a computer program product, such as computer program instructions, which when executed by a computer, can call or provide the methods and / or technical solutions according to the present invention through the operation of the computer. Those skilled in the art should be able to understand that the forms of existence of computer program instructions in a computer-readable medium include, but are not limited to, source files, executable files, installation package files, etc. Correspondingly, the ways for computer program instructions to be executed by a computer include, but are not limited to: the computer directly executes the instructions, or the computer compiles the instructions and then executes the corresponding compiled program, or the computer reads and executes the instructions, or the computer reads and installs the instructions and then executes the corresponding installed program. Herein, the computer-readable medium can be any available computer-readable storage medium or communication medium accessible to the computer.

[0188] Although the embodiments of the present invention are described in conjunction with the accompanying drawings, those skilled in the art can make various modifications and variations without departing from the spirit and scope of the present invention, and such modifications and variations all fall within the scope defined by the appended claims.

Claims

1. A method for allocating watershed service resources, characterized in that: The method comprises: Obtain watershed business data sets, watershed business evaluation index systems and watershed business scale tables; Based on the watershed business data set, after being processed by the target association relationship model, an initial business domain list and an initial watershed business process list are determined; Based on the watershed business evaluation index system and the watershed business scale table, the initial business domain list and the initial watershed business process list are sorted respectively by using a comprehensive factor fuzzy evaluation method to obtain a target business domain list and a target watershed business process list; Based on the target business domain list and the target watershed business process list, watershed business resource allocation is performed to obtain a watershed business resource allocation result; Among them, the watershed business data set is obtained, including: Get the watershed business status dataset; Based on the watershed business status data set, determining a state description matrix; Based on the state description matrix, the watershed service data set is determined.

2. The method according to claim 1, characterized in that Based on the watershed business data set, after being processed by the target association model, an initial business domain list and an initial watershed business process list are determined, including: Inputting the watershed service data set into the target association relationship model to obtain a watershed service association relationship; Determine the initial service domain list based on the watershed service association relationship; Based on the watershed business data set and the initial business domain list, the initial watershed business process list is determined.

3. The method according to claim 1, characterized in that Based on the watershed business evaluation index system and the watershed business scale table, the initial business domain list and the initial watershed business process list are sorted respectively by using a comprehensive factor fuzzy evaluation method to obtain a target business domain list and a target watershed business process list, including: Based on the watershed business evaluation index system and the watershed business scale table, calculating the business domain target score and the watershed business process target score; Standardizing the business domain target score and the watershed business process target score respectively to obtain a business domain ranking coefficient and a watershed business process ranking coefficient; Based on the business domain ranking coefficient and the watershed business process ranking coefficient, the initial business domain list and the initial watershed business process list are sorted respectively to obtain the target business domain list and the target watershed business process list.

4. The method according to claim 3, characterized in that Based on the watershed business evaluation index system and the watershed business scale table, the business domain target score and the watershed business process target score are calculated, including: Based on the watershed business evaluation index system, a fuzzy evaluation table is constructed through the Delphi method; Based on the watershed business evaluation index system, the watershed business scale table and the fuzzy evaluation table, the business domain target score and the watershed business process target score are calculated.

5. The method according to claim 4, characterized in that Based on the watershed business evaluation index system, the watershed business scale table and the fuzzy evaluation table, the business domain target score and the watershed business process target score are calculated, including: Based on the watershed business evaluation index system and the watershed business scale table, constructing a comparison judgment matrix; Calculate the business domain initial score and the watershed business process initial score based on the comparison judgment matrix; Calculating the business domain target score based on the business domain initial score and the fuzzy evaluation table; Based on the initial score of the watershed business process and the fuzzy evaluation table, the target score of the watershed business process is calculated.

6. A watershed service resource allocation device, characterized in that: Used to execute the method for allocating watershed service resources according to any one of claims 1 to 5; the device comprises: An acquisition module is used to obtain a watershed business data set, a watershed business evaluation index system, and a watershed business scale table; A determination module, used to determine an initial business domain list and an initial watershed business process list based on the watershed business data set after being processed by a target association relationship model; A sorting module is used to sort the initial business domain list and the initial watershed business process list based on the watershed business evaluation index system and the watershed business scale table, using a comprehensive factor fuzzy evaluation method, to obtain a target business domain list and a target watershed business process list; The allocation module is used to allocate watershed business resources based on the target business domain list and the target watershed business process list to obtain a watershed business resource allocation result.

7. A computer device, characterized in that: include: A memory and a processor, wherein the memory and the processor are communicatively connected to each other, the memory stores computer instructions, and the processor executes the method for allocating watershed business resources according to any one of claims 1 to 5 by executing the computer instructions.

8. A computer-readable storage medium, characterized in that: The computer-readable storage medium stores computer instructions, and the computer instructions are used to enable a computer to execute the method for allocating watershed service resources according to any one of claims 1 to 5.

9. A computer program product, characterized in that It comprises computer instructions, and the computer instructions are used to enable a computer to execute the watershed service resource allocation method according to any one of claims 1 to 5.

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