Implementation method and device for comprehensive supervision of business process, equipment and medium

Abstract

The invention relates to a business process supervision technology, and discloses a method for realizing comprehensive supervision of a business process, which comprises the following steps of: configuring a business scene processing system by utilizing a low-code engine according to the business process; configuring a business index system in the business scene processing system, and supervising business items in the business process according to the business index system to obtain a business item supervision result; and according to the business item supervision result, judging whether the business item supervision result is compliant by using a pre-constructed supervision early warning model, and performing supervision early warning on non-compliant business items in the business process. The invention also provides a device and equipment for realizing the comprehensive supervision of the business process, and a medium. According to the invention, the comprehensiveness of comprehensive supervision of the business process and the adaptability to business scenes are improved.

Description

Technical Field

[0001] The present invention belongs to the technical field of business process supervision, and in particular relates to a method, device, equipment and medium for implementing comprehensive supervision of business processes. Background Art

[0002] Comprehensive business oversight refers to the comprehensive and systematic supervision and management of all business activities of an organization or enterprise within a specific business scenario. It aims to ensure the compliance, efficiency, and effectiveness of business activities, and involves real-time monitoring and evaluation of business processes, operations, and decisions. In the current wave of digital transformation, comprehensive oversight of business processes will effectively improve business compliance, immediately identify risks within the business process, and tap into potential business opportunities and value. Existing oversight methods primarily rely on traditional data collection, conducting in-process or post-process oversight of collected data based on rule-based judgments. This fails to effectively achieve comprehensive oversight and control before, during, and after the event. Current technologies are primarily designed and developed for specific business scenarios, and comprehensive oversight of different business scenarios requires redesign and development, lacking adaptability to specific business scenarios. Summary of the Invention

[0003] The present invention provides a method, apparatus, device and medium for implementing comprehensive supervision of business processes, which can improve the comprehensiveness of comprehensive supervision of business processes and its adaptability to business scenarios.

[0004] To achieve the above objectives, the present invention provides a method for implementing comprehensive supervision of business processes, comprising:

[0005] Use the low-code engine to configure the business scenario processing system according to the business process;

[0006] Configure the business indicator system in the business scenario processing system, and supervise the business matters in the business process based on the business indicator system to obtain the business matter supervision results;

[0007] Based on the results of business matter supervision, the pre-built supervision and early warning model is used to determine whether the business matter supervision results are compliant, and supervision and early warning are issued for non-compliant business matters in the business process.

[0008] Optionally, configuring the business scenario processing system using a low-code engine according to the business process includes:

[0009] Based on the data input and output required by business operations, use the form configuration function in the low-code engine to configure data input items and data output display items;

[0010] Based on data input items and data output display items, the low-code engine is used to configure business scenarios to obtain a business scenario processing system.

[0011] Optionally, configuring a business indicator system in the business scenario processing system includes:

[0012] Obtain all business indicators under the business scenario;

[0013] Based on the business indicator standards of each business indicator in the business scenario, construct the indicator standard formula for each business indicator;

[0014] The business indicator system is obtained by configuring the business monitoring indicators using the indicator standard formula of each business indicator.

[0015] Optionally, the supervising business matters in the business process according to the business indicator system to obtain the business matter supervision results includes:

[0016] Extract business indicators from business items to obtain item business indicators, and match corresponding indicator standard formulas in the business indicator system based on the item business indicators;

[0017] Calculate the deviation rate between the business indicators of the matter and the standard business indicators according to the corresponding standard indicator formula, and supervise the business matters based on the deviation rate.

[0018] Optionally, before using the pre-built supervision and early warning model to determine whether the business matter supervision result is compliant, the pre-built supervision and early warning model is also trained.

[0019] Optionally, the training of the pre-built supervisory warning model includes:

[0020] Build a training set using a large amount of business indicator data from business scenarios;

[0021] Use the business monitoring indicators in the business indicator system as target business indicator data;

[0022] The training set and target business indicator data are input into the pre-built supervisory early warning model, and the supervisory early warning model is trained using the fitting training method.

[0023] Optionally, the use of a pre-built supervision and early warning model to determine whether the business matter supervision results are compliant includes:

[0024] Use the pre-built supervision and early warning model to output the target prediction value of the business matter supervision results, and judge the compliance of the business matter supervision results based on the target prediction value;

[0025] When the target forecast value is not greater than the preset forecast threshold, the business matter supervision result is compliant;

[0026] When the target prediction value is greater than the preset prediction threshold, the business matter supervision result is non-compliant, and the business matter corresponding to the business matter supervision result is supervised and warned using the preset warning method.

[0027] In order to solve the above problems, the present invention further provides a device for implementing comprehensive supervision of business processes, the device comprising:

[0028] The business matter supervision module is used to configure the business scenario processing system based on the business process using the low-code engine; configure the business indicator system in the business scenario processing system, and supervise the business matters in the business process based on the business indicator system to obtain the business matter supervision results;

[0029] The supervision and early warning module is used to judge whether the business matter supervision results are compliant based on the pre-built supervision and early warning model, and to provide supervision and early warning for non-compliant business matters in the business process.

[0030] In order to solve the above problem, the present invention further provides an electronic device, comprising:

[0031] at least one processor; and,

[0032] a memory communicatively connected to the at least one processor; wherein,

[0033] The memory stores a computer program that can be executed by the at least one processor. The computer program is executed by the at least one processor to enable the at least one processor to execute the above-mentioned method for implementing comprehensive supervision of business processes.

[0034] In order to solve the above problems, the present invention also provides a computer-readable storage medium, which stores at least one computer program. The at least one computer program is executed by a processor in an electronic device to implement the above-mentioned method for comprehensive supervision of business processes.

[0035] The present invention configures the business scenario processing system using a low-code engine according to the business process, and can realize rapid configuration of the business scenario processing system according to different business scenarios, which can improve the business scenario adaptability of comprehensive supervision of business processes. In addition, a business indicator system is configured in the business scenario processing system, and business matters in the business process are supervised according to the business indicator system, which can realize comprehensive and timely supervision of various business matters under business scenarios. In addition, the pre-built supervision and early warning model is used to determine whether the business matter supervision results are compliant, which can further improve the timeliness of business process supervision. BRIEF DESCRIPTION OF THE DRAWINGS

[0036] Figure 1 A flowchart of a method for implementing comprehensive supervision of business processes provided by an embodiment of the present invention;

[0037] Figure 2A functional module diagram of a device for implementing comprehensive supervision of business processes provided by one embodiment of the present invention;

[0038] Figure 3 A schematic diagram of the structure of an electronic device for implementing a method for comprehensive supervision of a business process provided by an embodiment of the present invention.

[0039] The purpose, features and advantages of the present invention will be further described with reference to the accompanying drawings and in conjunction with the embodiments. DETAILED DESCRIPTION

[0040] It should be understood that the specific embodiments described herein are only used to explain the present invention and are not intended to limit the present invention.

[0041] The embodiment of the present application provides a method for implementing comprehensive supervision of business processes. The execution subject of the method for implementing comprehensive supervision of business processes includes but is not limited to at least one of the electronic devices such as the server, the terminal, etc. that can be configured to execute the method provided by the embodiment of the present application. In other words, the method for implementing comprehensive supervision of business processes can be executed by software or hardware installed on a terminal device or a server device, and the software can be a blockchain platform. The server includes but is not limited to: a single server, a server cluster, a cloud server or a cloud server cluster, etc. The server can be an independent server, or it can be a cloud server that provides basic cloud computing services such as cloud services, cloud databases, cloud computing, cloud functions, cloud storage, network services, cloud communications, middleware services, domain name services, security services, content delivery networks (CDNs), and big data and artificial intelligence platforms.

[0042] Reference Figure 1 FIG. 1 is a flow chart of a method for implementing comprehensive supervision of a business process according to an embodiment of the present invention. In this embodiment, the method for implementing comprehensive supervision of a business process includes:

[0043] S1. Use the low-code engine to configure the business scenario processing system according to the business process.

[0044] In an embodiment of the present invention, a business process refers to the workflow in various business scenarios for realizing the operation of an enterprise. For example, taking the procurement supervision business scenario in an enterprise as an example, the business process includes filling in the project name and basic project information, the procurement budget amount, and the procurement method.

[0045] In an embodiment of the present invention, the business scenario processing system is an application program configured according to different business scenario types. For example, in a product development business scenario, a scenario development business scenario processing system is configured; in a customer service business scenario, a customer service business scenario processing system is configured; and in other business scenarios, corresponding business scenario processing systems are configured.

[0046] In an embodiment of the present invention, a low-code engine refers to a low-code R&D framework with powerful customization and expansion capabilities, allowing developers to quickly build applications with a small amount of code or no code.

[0047] As an embodiment of the present invention, a business scenario processing system is configured using a low-code engine according to a business process, including:

[0048] Based on the data input and output required by business operations, use the form configuration function in the low-code engine to configure data input items and data output display items;

[0049] Based on data input items and data output display items, the low-code engine is used to configure business scenarios to obtain a business scenario processing system.

[0050] For example, the business scenario processing system can use the form configuration function of the low-code engine to configure data input items and output display items according to the data input and output required by business operations, store the data in the business scenario data model defined by the low-code engine, and use the process configuration function of the low-code engine to configure the business process to realize the flow of business data. Taking the procurement supervision business scenario as an example, first configure the procurement business form through the low-code engine. The form content includes key information such as project name, basic project information, procurement budget amount, procurement method, etc. For example, the procurement business scenario data model generated by the business scenario processing system is shown in the following table:

[0051]

[0052]

[0053] S2. Configure a business indicator system in the business scenario processing system, and supervise business matters in the business process based on the business indicator system to obtain business matter supervision results.

[0054] In the embodiment of the present invention, the business indicator system refers to a multi-scenario indicator fusion system summarized based on standard business indicators.

[0055] As an embodiment of the present invention, configuring a business indicator system in a business scenario processing system includes:

[0056] Obtain all business indicators under the business scenario;

[0057] Based on the business indicator standards of each business indicator in the business scenario, construct the indicator standard formula for each business indicator;

[0058] The business indicator system is obtained by configuring the business monitoring indicators using the indicator standard formula of each business indicator.

[0059] In the embodiment of the present invention, the indicator standard formula refers to a formula that defines the standardization of a single business indicator.

[0060] Furthermore, the business matters in the business process are supervised according to the business indicator system to obtain the business matter supervision results, including:

[0061] Extract business indicators from business items to obtain item business indicators, and match corresponding indicator standard formulas in the business indicator system based on the item business indicators;

[0062] Calculate the deviation rate between the business indicators of the matter and the standard business indicators according to the corresponding standard indicator formula, and supervise the business matters based on the deviation rate.

[0063] In an embodiment of the present invention, the business matter supervision result refers to the deviation rate of each indicator in the current business matter calculated by matching the corresponding indicator standard formula in the business indicator system, and the result of whether the current business matter deviates from the standard business indicator is obtained based on the deviation rate.

[0064] S3. Based on the results of business matter supervision, use the pre-built supervision and early warning model to determine whether the results of business matter supervision are compliant, and provide supervision and early warning for non-compliant business matters in the business process.

[0065] In an embodiment of the present invention, the pre-built supervision and early warning model refers to an algorithmic model for determining whether the results of business matter supervision are compliant. The embodiment of the present invention includes but is not limited to the use of a linear regression model and a random forest regression model.

[0066] As an embodiment of the present invention, before using the pre-built supervision and early warning model to determine whether the business matter supervision result is compliant, the pre-built supervision and early warning model is also trained.

[0067] Furthermore, the pre-built supervisory warning model is trained, including:

[0068] Build a training set using a large amount of business indicator data from business scenarios;

[0069] Use the business monitoring indicators in the business indicator system as target business indicator data;

[0070] The training set and target business indicator data are input into the pre-built supervisory early warning model, and the supervisory early warning model is trained using the fitting training method.

[0071] Furthermore, the pre-built supervision and early warning model is used to determine whether the business matter supervision results are compliant, including:

[0072] Use the pre-built supervision and early warning model to output the target prediction value of the business matter supervision results, and judge the compliance of the business matter supervision results based on the target prediction value;

[0073] When the target forecast value is not greater than the preset forecast threshold, the business matter supervision result is compliant;

[0074] When the target prediction value is greater than the preset prediction threshold, the business matter supervision result is non-compliant, and the business matter corresponding to the business matter supervision result is supervised and warned using the preset warning method.

[0075] For example, in a procurement business scenario, the preset forecast threshold is 48 hours. When the target forecast value is greater than 48 hours, the system will initiate a supervisory warning.

[0076] In the embodiment of the present invention, the preset warning method can be to send a message to the staff through the integrated office software.

[0077] The present invention configures the business scenario processing system using a low-code engine according to the business process, and can realize rapid configuration of the business scenario processing system according to different business scenarios, which can improve the business scenario adaptability of comprehensive supervision of business processes. In addition, a business indicator system is configured in the business scenario processing system, and business matters in the business process are supervised according to the business indicator system, which can realize comprehensive and timely supervision of various business matters under business scenarios. In addition, the pre-built supervision and early warning model is used to determine whether the business matter supervision results are compliant, which can further improve the timeliness of business process supervision.

[0078] like Figure 2 FIG. 1 is a functional module diagram of a device for implementing comprehensive supervision of business processes provided by an embodiment of the present invention.

[0079] The device 100 for implementing comprehensive supervision of business processes of the present invention can be installed in an electronic device. According to the functions implemented, the device 100 for implementing comprehensive supervision of business processes can include a business matter supervision module 101 and a supervision and warning module 102.

[0080] The module described in the present invention may also be referred to as a unit, which refers to a series of computer program segments that can be executed by a processor of an electronic device and can complete fixed functions, and is stored in a memory of the electronic device.

[0081] In this embodiment, the functions of each module / unit are as follows:

[0082] The business matter supervision module 101 is used to configure the business scenario processing system according to the business process using the low-code engine; configure the business indicator system in the business scenario processing system, and supervise the business matters in the business process according to the business indicator system to obtain the business matter supervision results.

[0083] In an embodiment of the present invention, a business process refers to the workflow in various business scenarios for realizing the operation of an enterprise. For example, taking the procurement supervision business scenario in an enterprise as an example, the business process includes filling in the project name and basic project information, the procurement budget amount, and the procurement method.

[0084] In an embodiment of the present invention, the business scenario processing system is an application program configured according to different business scenario types. For example, in a product development business scenario, a scenario development business scenario processing system is configured; in a customer service business scenario, a customer service business scenario processing system is configured; and in other business scenarios, corresponding business scenario processing systems are configured.

[0085] In an embodiment of the present invention, a low-code engine refers to a low-code R&D framework with powerful customization and expansion capabilities, allowing developers to quickly build applications with a small amount of code or no code.

[0086] As an embodiment of the present invention, a business scenario processing system is configured using a low-code engine according to a business process, including:

[0087] Based on the data input and output required by business operations, use the form configuration function in the low-code engine to configure data input items and data output display items;

[0088] Based on data input items and data output display items, the low-code engine is used to configure business scenarios to obtain a business scenario processing system.

[0089] For example, the business scenario processing system can use the form configuration function of the low-code engine to configure data input items and output display items according to the data input and output required by business operations, store the data in the business scenario data model defined by the low-code engine, and use the process configuration function of the low-code engine to configure the business process to realize the flow of business data. Taking the procurement supervision business scenario as an example, first configure the procurement business form through the low-code engine. The form content includes key information such as project name, basic project information, procurement budget amount, procurement method, etc. For example, the procurement business scenario data model generated by the business scenario processing system is shown in the following table:

[0090]

[0091]

[0092] In the embodiment of the present invention, the business indicator system refers to a multi-scenario indicator fusion system summarized based on standard business indicators.

[0093] As an embodiment of the present invention, configuring a business indicator system in a business scenario processing system includes:

[0094] Obtain all business indicators under the business scenario;

[0095] Based on the business indicator standards of each business indicator in the business scenario, construct the indicator standard formula for each business indicator;

[0096] The business indicator system is obtained by configuring the business monitoring indicators using the indicator standard formula of each business indicator.

[0097] In the embodiment of the present invention, the indicator standard formula refers to a formula that defines the standardization of a single business indicator.

[0098] Furthermore, the business matters in the business process are supervised according to the business indicator system to obtain the business matter supervision results, including:

[0099] Extract business indicators from business items to obtain item business indicators, and match corresponding indicator standard formulas in the business indicator system based on the item business indicators;

[0100] Calculate the deviation rate between the business indicators of the matter and the standard business indicators according to the corresponding standard indicator formula, and supervise the business matters based on the deviation rate.

[0101] In an embodiment of the present invention, the business matter supervision result refers to the deviation rate of each indicator in the current business matter calculated by matching the corresponding indicator standard formula in the business indicator system, and the result of whether the current business matter deviates from the standard business indicator is obtained based on the deviation rate.

[0102] The supervision and early warning module 102 is used to determine whether the business matter supervision results are compliant based on the business matter supervision results using a pre-built supervision and early warning model, and to provide supervision and early warning for non-compliant business matters in the business process.

[0103] In an embodiment of the present invention, the pre-built supervision and early warning model refers to an algorithmic model for determining whether the results of business matter supervision are compliant. The embodiment of the present invention includes but is not limited to the use of a linear regression model and a random forest regression model.

[0104] As an embodiment of the present invention, before using the pre-built supervision and early warning model to determine whether the business matter supervision result is compliant, the pre-built supervision and early warning model is also trained.

[0105] Furthermore, the pre-built supervisory warning model is trained, including:

[0106] Build a training set using a large amount of business indicator data from business scenarios;

[0107] Use the business monitoring indicators in the business indicator system as target business indicator data;

[0108] The training set and target business indicator data are input into the pre-built supervisory early warning model, and the supervisory early warning model is trained using the fitting training method.

[0109] Furthermore, the pre-built supervision and early warning model is used to determine whether the business matter supervision results are compliant, including:

[0110] Use the pre-built supervision and early warning model to output the target prediction value of the business matter supervision results, and judge the compliance of the business matter supervision results based on the target prediction value;

[0111] When the target forecast value is not greater than the preset forecast threshold, the business matter supervision result is compliant;

[0112] When the target prediction value is greater than the preset prediction threshold, the business matter supervision result is non-compliant, and the business matter corresponding to the business matter supervision result is supervised and warned using the preset warning method.

[0113] For example, in a procurement business scenario, the preset forecast threshold is 48 hours. When the target forecast value is greater than 48 hours, the system will initiate a supervisory warning.

[0114] In the embodiment of the present invention, the preset warning method can be to send a message to the staff through the integrated office software.

[0115] like Figure 3 FIG. 1 is a schematic diagram of the structure of an electronic device for implementing a method for comprehensive supervision of a business process provided by an embodiment of the present invention.

[0116] The electronic device may include a processor 10, a memory 11, a communication bus 12 and a communication interface 13, and may also include a computer program stored in the memory 11 and executable on the processor 10, such as a method program for implementing comprehensive supervision of business processes.

[0117] In some embodiments, the processor 10 may be composed of an integrated circuit, for example, a single packaged integrated circuit, or a plurality of packaged integrated circuits with the same or different functions, including one or more central processing units (CPUs), microprocessors, digital processing chips, graphics processors, and a combination of various control chips. The processor 10 is the control core (Control Unit) of the electronic device, connecting the various components of the entire electronic device using various interfaces and lines, and executing the programs or modules stored in the memory 11 (for example, a program for implementing a comprehensive supervision of a business process, etc.), as well as calling the data stored in the memory 11, to perform various functions of the electronic device and process data.

[0118] The memory 11 includes at least one type of readable storage medium, and the readable storage medium includes a flash memory, a mobile hard disk, a multimedia card, a card-type memory (for example, an SD or DX memory, etc.), a magnetic memory, a magnetic disk, an optical disk, etc. In some embodiments, the memory 11 can be an internal storage unit of an electronic device, such as a mobile hard disk of the electronic device. In other embodiments, the memory 11 can also be an external storage device of an electronic device, such as a plug-in mobile hard disk, a smart memory card (Smart Media Card, SMC), a secure digital (Secure Digital, SD) card, a flash card (Flash Card), etc. equipped on the electronic device. Furthermore, the memory 11 can also include both an internal storage unit of the electronic device and an external storage device. The memory 11 can not only be used to store application software and various types of data installed in the electronic device, such as the code of a program for implementing a method for comprehensive supervision of business processes, but can also be used to temporarily store data that has been output or is to be output.

[0119] The communication bus 12 may be a Peripheral Component Interconnect (PCI) bus or an Extended Industry Standard Architecture (EISA) bus. The bus may be divided into an address bus, a data bus, a control bus, etc. The bus is configured to enable communication between the memory 11 and at least one processor 10, etc.

[0120] The communication interface 13 is used for communication between the above-mentioned electronic device and other devices, including a network interface and a user interface. Optionally, the network interface may include a wired interface and / or a wireless interface (such as a WI-FI interface, a Bluetooth interface, etc.), which is generally used to establish a communication connection between the electronic device and other electronic devices. The user interface may be a display (Display), an input unit (such as a keyboard (Keyboard)), optionally, the user interface may also be a standard wired interface, a wireless interface. Optionally, in some embodiments, the display may be an LED display, a liquid crystal display, a touch-sensitive liquid crystal display, and an OLED (Organic Light-Emitting Diode, organic light-emitting diode) touch device, etc. Among them, the display may also be appropriately referred to as a display screen or a display unit, which is used to display information processed in the electronic device and to display a visual user interface.

[0121] Figure 3 Only the electronic device with components is shown, and it can be understood by those skilled in the art that Figure 3 The structure shown does not limit the electronic device, and may include fewer or more components than shown in the figure, or combine certain components, or arrange the components differently.

[0122] For example, although not shown, the electronic device may further include a power source (such as a battery) for powering various components. Preferably, the power source may be logically connected to the at least one processor 10 via a power management device, thereby implementing functions such as charge management, discharge management, and power consumption management through the power management device. The power source may further include any components such as one or more DC or AC power sources, a recharging device, a power failure detection circuit, a power converter or inverter, a power status indicator, etc. The electronic device may further include various sensors, Bluetooth modules, Wi-Fi modules, etc., which will not be described in detail here.

[0123] It should be understood that the embodiment is for illustration only and the scope of the patent application is not limited to this structure.

[0124] The program for implementing a method for comprehensive supervision of a business process stored in the memory 11 of the electronic device is a combination of multiple instructions. When executed in the processor 10, the program can achieve:

[0125] Use the low-code engine to configure the business scenario processing system according to the business process;

[0126] Configure the business indicator system in the business scenario processing system, and supervise the business matters in the business process based on the business indicator system to obtain the business matter supervision results;

[0127] Based on the results of business matter supervision, the pre-built supervision and early warning model is used to determine whether the business matter supervision results are compliant, and supervision and early warning are issued for non-compliant business matters in the business process.

[0128] Specifically, the specific implementation method of the processor 10 for the above instructions can refer to the description of the relevant steps in the corresponding embodiment of the accompanying drawings, which will not be repeated here.

[0129] Furthermore, if the modules / units integrated into the electronic device 1 are implemented as software functional units and sold or used as independent products, they can be stored in a computer-readable storage medium. The computer-readable storage medium can be volatile or non-volatile. For example, the computer-readable medium can include: any entity or device capable of carrying the computer program code, a recording medium, a USB flash drive, a mobile hard drive, a magnetic disk, an optical disk, a computer memory, or a read-only memory (ROM).

[0130] The present invention further provides a computer-readable storage medium, wherein the computer-readable storage medium stores a computer program. When the computer program is executed by a processor of an electronic device, the computer program can implement:

[0131] Use the low-code engine to configure the business scenario processing system according to the business process;

[0132] Configure the business indicator system in the business scenario processing system, and supervise the business matters in the business process based on the business indicator system to obtain the business matter supervision results;

[0133] Based on the results of business matter supervision, the pre-built supervision and early warning model is used to determine whether the business matter supervision results are compliant, and supervision and early warning are issued for non-compliant business matters in the business process.

[0134] In the several embodiments provided by the present invention, it should be understood that the disclosed devices, apparatuses, and methods can be implemented in other ways. For example, the device embodiments described above are merely illustrative. For example, the module division is merely a logical function division, and other division methods may be used in actual implementation.

[0135] The modules described as separate components may or may not be physically separate, and the components shown as modules may or may not be physical units, that is, they may be located in one place or distributed across multiple network elements. Some or all of the modules may be selected to achieve the purpose of the solution of this embodiment according to actual needs.

[0136] In addition, the functional modules in various embodiments of the present invention may be integrated into a single processing unit, each unit may exist physically separately, or two or more units may be integrated into a single unit. The aforementioned integrated units may be implemented in the form of hardware or hardware plus software functional modules.

[0137] It will be apparent to those skilled in the art that the present invention is not limited to the details of the exemplary embodiments described above, and that the present invention can be implemented in other specific forms without departing from the spirit or essential characteristics of the present invention.

[0138] Therefore, the embodiments should be considered in all respects as illustrative and non-restrictive, and the scope of the invention is defined by the appended claims rather than the foregoing description, and all changes that come within the meaning and range of equivalents of the claims are intended to be embraced therein. Any reference to a figure in a claim should not be construed as limiting the claim to which it relates.

[0139] Blockchain, as used in this article, refers to a novel application model for computer technologies such as distributed data storage, peer-to-peer transmission, consensus mechanisms, and encryption algorithms. Blockchain is essentially a decentralized database, a series of data blocks generated using cryptographic methods. Each block contains information about a batch of online transactions, used to verify the validity of this information (to prevent counterfeiting) and generate the next block. Blockchain can include the underlying blockchain platform, the platform product service layer, and the application service layer.

[0140] The embodiments of the present application can acquire and process relevant data based on artificial intelligence technology. Artificial Intelligence (AI) is the theory, method, technology, and application system that uses digital computers or machines controlled by digital computers to simulate, extend, and expand human intelligence, perceive the environment, acquire knowledge, and use knowledge to achieve optimal results.

[0141] Furthermore, it is clear that the word "comprising" does not exclude other units or steps, and the singular does not exclude the plural. Multiple units or devices recited in a system claim may also be implemented by a single unit or device through software or hardware. Terms such as "first" and "second" are used to indicate names and do not imply any particular order.

[0142] Finally, it should be noted that the above embodiments are only used to illustrate the technical solutions of the present invention and are not limiting. Although the present invention has been described in detail with reference to the preferred embodiments, those skilled in the art should understand that the technical solutions of the present invention may be modified or replaced by equivalents without departing from the spirit and scope of the technical solutions of the present invention.

Claims

1. A method for implementing comprehensive supervision of business processes, characterized in that: The method comprises: Use the low-code engine to configure the business scenario processing system according to the business process; Configure the business indicator system in the business scenario processing system, and supervise the business matters in the business process based on the business indicator system to obtain the business matter supervision results; Based on the results of business matter supervision, the pre-built supervision and early warning model is used to determine whether the business matter supervision results are compliant, and supervision and early warning are issued for non-compliant business matters in the business process.

2. The method for implementing comprehensive supervision of business processes according to claim 1, characterized in that: The configuration of the business scenario processing system using the low-code engine according to the business process includes: Based on the data input and output required by business operations, use the form configuration function in the low-code engine to configure data input items and data output display items; Based on data input items and data output display items, the low-code engine is used to configure business scenarios to obtain a business scenario processing system.

3. The method for implementing comprehensive supervision of business processes according to claim 1, characterized in that: Configuring the business indicator system in the business scenario processing system includes: Obtain all business indicators under the business scenario; Based on the business indicator standards of each business indicator in the business scenario, construct the indicator standard formula for each business indicator; The business indicator system is obtained by configuring the business monitoring indicators using the indicator standard formula of each business indicator.

4. The method for implementing comprehensive supervision of business processes according to claim 3, characterized in that: The business matters in the business process are supervised according to the business indicator system to obtain the business matter supervision results, including: Extract business indicators from business items to obtain item business indicators, and match corresponding indicator standard formulas in the business indicator system based on the item business indicators; Calculate the deviation rate between the business indicators of the matter and the standard business indicators according to the corresponding standard indicator formula, and supervise the business matters based on the deviation rate.

5. The method for implementing comprehensive supervision of business processes according to claim 1, characterized in that: Before using the pre-built supervision and early warning model to determine whether the business matter supervision results are compliant, the pre-built supervision and early warning model is also trained.

6. The method for implementing comprehensive supervision of business processes according to claim 5, characterized in that: The training of the pre-built supervisory warning model includes: Build a training set using a large amount of business indicator data from business scenarios; Use the business monitoring indicators in the business indicator system as target business indicator data; The training set and target business indicator data are input into the pre-built supervisory early warning model, and the supervisory early warning model is trained using the fitting training method.

7. The method for implementing comprehensive supervision of business processes according to claim 1 or 5, characterized in that: The use of the pre-built supervision and early warning model to determine whether the business matter supervision results are compliant includes: Use the pre-built supervision and early warning model to output the target prediction value of the business matter supervision results, and judge the compliance of the business matter supervision results based on the target prediction value; When the target forecast value is not greater than the preset forecast threshold, the business matter supervision result is compliant; When the target prediction value is greater than the preset prediction threshold, the business matter supervision result is non-compliant, and the business matter corresponding to the business matter supervision result is supervised and warned using the preset warning method.

8. A device for implementing comprehensive supervision of business processes, characterized in that: The device can implement the method for implementing comprehensive supervision of a business process as claimed in any one of claims 1 to 7, and the device includes: The business matter supervision module is used to configure the business scenario processing system based on the business process using the low-code engine; configure the business indicator system in the business scenario processing system, and supervise the business matters in the business process based on the business indicator system to obtain the business matter supervision results; The supervision and early warning module is used to judge whether the business matter supervision results are compliant based on the pre-built supervision and early warning model, and to provide supervision and early warning for non-compliant business matters in the business process.

9. An electronic device, characterized in that: The electronic device comprises: at least one processor; and, a memory communicatively connected to the at least one processor; wherein, The memory stores a computer program executable by the at least one processor, and the computer program is executed by the at least one processor so that the at least one processor can execute the method for implementing comprehensive supervision of business processes as described in any one of claims 1 to 7.

10. A computer-readable storage medium storing a computer program, characterized in that: When the computer program is executed by a processor, the method for implementing comprehensive supervision of business processes as claimed in any one of claims 1 to 7 is implemented.

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