CN113221091A - Account information processing method, device, equipment and medium based on RPA and AI - Google Patents
Account information processing method, device, equipment and medium based on RPA and AI Download PDFInfo
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Abstract
The embodiment of the invention discloses an account information processing method, device, equipment and medium based on RPA and AI, wherein the method comprises the following steps: s1, when receiving an online bank login instruction, opening an online bank login interface, acquiring online bank login information S2, and if the target login account to be logged in is determined to have corresponding target U shield information according to the online bank login information, establishing communication connection between the current host and the target U shield; s3, after the communication connection is established, if the fact that a physical click instruction on a target U shield needs to be triggered is judged, a control signal is sent to a U shield clicker, and the control signal is used for controlling the U shield clicker to execute click operation on a preset key of the target U shield so as to log in an online banking system; the U shield clicking device is fixed on the key triggering surface of the U shield; and S4, processing the account information in the online banking system after the online banking system is determined to be successfully logged in. By adopting the technical scheme, the processing efficiency of the account information is improved.
Description
Technical Field
The embodiment of the invention relates to the technical field of process automation, in particular to an account information processing method, device, equipment and medium based on RPA and AI.
Background
RPA (robot Process Automation) simulates human operations on a computer through specific "robot software" and automatically executes Process tasks according to rules.
AI (Artificial Intelligence) is a new technical science for studying and developing theories, methods, techniques and application systems for simulating, extending and expanding human Intelligence.
RPA has unique advantages: low code, non-intrusive. The low code means that the RPA can be operated without high IT level, and business personnel who do not know programming can also develop the flow; non-invasively, the RPA can simulate human operation without opening the interface with a software system. However, conventional RPA has certain limitations: can only be based on fixed rules and application scenarios are limited. With the continuous development of the AI technology, the limitation of the traditional RPA is overcome by the deep fusion of the RPA and the AI, and the RPA + AI is a Hand work + Head work, which greatly changes the value of the labor force.
With the development of RPA technology, large companies or groups begin to use RPA technology instead of human labor to process some financial services. At present, if the account can be logged in only by a user name and a password, the user can easily use the RPA. And for the condition that the 'confirmation' button on the U shield of the bank needs to be clicked during the online bank login, the verification code input and the button click are carried out manually. Under the condition of large traffic, manual operation wastes time and labor, and the implementation efficiency is low.
Disclosure of Invention
The embodiment of the invention provides an account information processing method, device, equipment and medium based on RPA and AI, which are used for improving the processing efficiency of account information.
In a first aspect, the present invention provides an account information processing method based on RPA and AI, including:
s1, when receiving an online bank login instruction, opening an online bank login interface and acquiring online bank login information, wherein the online bank login information comprises a login account, a login password and U shield information;
s2, according to the online banking login information, if the target login account to be logged in is determined to have corresponding target U shield information, establishing communication connection between the current host and the target U shield;
s3, after the communication connection is established, if it is judged that a physical click instruction on the target U shield needs to be triggered, sending a control signal to a U shield clicker corresponding to the target U shield, wherein the control signal is used for controlling the U shield clicker to click a preset key of the target U shield so as to log in the online banking system; the U shield clicker is fixed on a key triggering surface of the target U shield;
and S4, processing the account information in the online banking system after the online banking system is determined to be successfully logged in.
Optionally, the S2 specifically includes:
s21, according to the online banking login information, if the target login account to be logged in is determined to have corresponding target U shield information, opening a target HUB port corresponding to a target U shield based on a mapping relation between the target U shield and a Universal Serial Bus (USB) HUB HUB port, so that a communication relation is established between a current host and the target U shield; wherein, the HUB and the current host have a preset communication relationship; and the target U shield and the corresponding U shield clicker are both connected into the HUB port.
Optionally, the method further includes:
s23, in the process of logging in the online banking system, if a verification code is detected to exist, uploading a picture corresponding to the verification code to a server;
s24, receiving the identification result of the server to the verification code, and inputting the identification result to the verification code filling place of the login dialog box;
the server is provided with preset identifying code identifying models corresponding to different banks and used for identifying the identifying codes of the different banks; the preset identifying code identification model corresponding to any bank is obtained by adopting a sample set marked with picture content to train the convolutional neural network model.
Optionally, the method further includes:
and in the process of logging in the online banking system, if the verification code is detected to exist, performing Optical Character Recognition (OCR) processing on the verification code, and inputting a recognition result into a verification code filling part of a login dialog box.
Optionally, the S4 specifically includes:
after the online banking system is determined to be successfully logged in, inquiring balance information of the target login account in different time periods;
based on a semantic recognition algorithm in natural language processing NLP, balance information in a preset time period is obtained.
In a second aspect, an embodiment of the present invention further provides an account information processing system based on an RPA and an AI, including: the system comprises an RPA robot, a U shield clicker and a server; wherein the content of the first and second substances,
the RPA robot configured to: when receiving an online bank login instruction, opening an online bank login interface and acquiring online bank login information, wherein the online bank login information comprises a login account, a login password and U shield information; according to the online banking login information, if the login account to be logged in is determined to have corresponding target U shield information, establishing communication connection between the current host and the target U shield; after the communication connection is established, if a physical click instruction on the target U shield is judged to need to be triggered, a control signal is sent to a U shield clicker corresponding to the target U shield; in the process of logging in the online banking system, if a verification code is detected to exist, uploading a picture corresponding to the verification code to a server;
the U shield clicker is configured to: after the control signal is received, executing click operation on a preset key of the U shield;
the server configured to: identifying the verification code based on a preset verification code identification model, and sending the identification result to the RPA robot; the server is provided with preset identifying code identifying models corresponding to different banks and used for identifying the identifying codes of the different banks; for a preset identifying code identification model corresponding to any bank, a convolutional neural network model is trained by adopting a sample set marked with picture content to obtain the identifying code;
the RPA robot configured to: inputting the identification result into a verification code filling place of a login dialog box; and processing the account information in the online banking system after the online banking system is determined to be successfully logged in.
In a third aspect, an embodiment of the present invention further provides an account information processing apparatus based on an RPA and an AI, where the apparatus includes:
the online bank information acquisition module is configured to open an online bank login interface and acquire online bank login information when an online bank login instruction is received, wherein the online bank login information comprises a login account number, a login password and U shield information;
the communication connection module is configured to establish communication connection between a current host and a target U shield if the target login account to be logged in is determined to have corresponding target U shield information according to the online banking login information;
the U-shield clicking module is configured to send a control signal to a U-shield clicker if a physical clicking instruction on the U-shield is judged to need to be triggered after the communication connection is established, wherein the control signal is used for controlling the U-shield clicker to execute clicking operation on a preset key of the U-shield so as to log in the online banking system; the U shield clicker is fixed on the key triggering surface of the U shield;
and the account information processing module is configured to process the account information in the online banking system after determining that the online banking system is successfully logged in.
Optionally, the communication connection module is specifically configured to:
according to the online banking login information, if the target login account to be logged in is determined to have corresponding target U shield information, starting a target HUB port corresponding to a target U shield based on a mapping relation between the target U shield and a HUB port of a Universal Serial Bus (USB) HUB, so that a communication relation is established between a current host and the target U shield; and the U shield and the corresponding U shield clicker are both connected into the HUB port.
Optionally, the apparatus further comprises:
the picture uploading module is configured to upload a picture corresponding to a verification code to a server if the verification code is detected to exist in the process of logging in the online banking system;
the picture identification module is configured to receive an identification result of the verification code by the server and input the identification result into a verification code filling part of a login dialog box;
the server is provided with preset identifying code identifying models corresponding to different banks and used for identifying the identifying codes of the different banks; the preset identifying code identification model corresponding to any bank is obtained by adopting a sample set marked with picture content to train the convolutional neural network model.
Optionally, the apparatus further comprises:
and the verification code recognition module is configured to perform Optical Character Recognition (OCR) processing on the verification code if the verification code is detected to exist in the process of logging in the online banking system, and input a recognition result into a verification code filling part of the login dialog box.
Optionally, the account information processing module is specifically configured to:
after the online banking system is determined to be successfully logged in, inquiring balance information of the target login account in different time periods;
based on a semantic recognition algorithm in natural language processing NLP, balance information in a preset time period is obtained.
In a fourth aspect, an embodiment of the present invention further provides a computing device, including:
a memory storing executable program code;
a processor coupled with the memory;
the processor calls the executable program code stored in the memory to execute the account information processing method based on the RPA and the AI provided by any embodiment of the invention.
In a fifth aspect, an embodiment of the present invention further provides a computer-readable storage medium, on which a computer program is stored, where the computer program, when executed by a processor, implements the account information processing method based on RPA and AI provided in any embodiment of the present invention.
According to the technical scheme provided by the embodiment of the invention, the RPA robot can automatically acquire login information in the online bank login process, such as a login account, a login password, USB key information and the like. And according to the online bank login information, if the target account to be logged in is determined to have the corresponding target U shield, establishing communication connection between the current host and the target U shield. After the communication connection is established, in the login process of the online banking system, if a physical click instruction on a target U shield is judged to need to be triggered, a control signal is sent to a U shield clicker to control the U shield clicker to execute click operation on a preset key of the target U shield, so that the online banking system is logged in. In the embodiment, the U-shield clicking device is used for replacing manual clicking operation on the U-shield button. Under the condition of large service volume, the problems of time and labor waste of manual operation and low implementation efficiency are solved, and the automation of the login process of the online bank system is realized.
The innovation points of the embodiment of the invention comprise:
1. the U shield clicker is fixed on the key triggering surface of the U shield, and when a physical click instruction on the U shield needs to be triggered, a control signal is sent to the U shield clicker to control the U shield clicker to click a preset key of the U shield, so that the user logs in an online banking system. The arrangement replaces the operation of manually clicking the U shield button, and under the condition of larger traffic, the problems of time and labor waste of manual operation and low implementation efficiency are solved, so that the method and the device are one of the innovation points of the embodiment of the invention.
2. By deploying the trained identifying model of the identifying code to the internal server, the identifying code to be identified can be sent to the internal server for identification in the process of logging in the online banking system, so that the identifying rate of the identifying code is improved, and the method is one of the innovation points of the embodiment of the invention.
Drawings
In order to more clearly illustrate the embodiments of the present invention or the technical solutions in the prior art, the drawings used in the description of the embodiments or the prior art will be briefly described below, it is obvious that the drawings in the following description are only some embodiments of the present invention, and for those skilled in the art, other drawings can be obtained according to the drawings without creative efforts.
Fig. 1a is a flowchart of an account information processing method based on RPA and AI according to an embodiment of the present invention;
FIG. 1b is a screenshot of an online banking login interface;
FIG. 1c is an interface screenshot of a prompt message for clicking a U shield confirmation button in the login process of the online banking system;
fig. 1d is a flow screenshot for performing balance inquiry, which is set up on a robot flow automation service platform according to an embodiment of the present invention;
fig. 2 is a block diagram of an account information processing system based on RPA and AI according to a second embodiment of the present invention;
fig. 3 is a block diagram of an account information processing apparatus based on RPA and AI according to a third embodiment of the present invention;
fig. 4 is a schematic structural diagram of a computing device according to a fourth embodiment of the present invention.
Detailed Description
The technical solutions in the embodiments of the present invention will be clearly and completely described below with reference to the drawings in the embodiments of the present invention, and it is obvious that the described embodiments are only a part of the embodiments of the present invention, and not all of the embodiments. All other embodiments, which can be obtained by a person skilled in the art without inventive effort based on the embodiments of the present invention, are within the scope of the present invention.
It is to be noted that the terms "comprises" and "comprising" and any variations thereof in the embodiments and drawings of the present invention are intended to cover non-exclusive inclusions. For example, a process, method, system, article, or apparatus that comprises a list of steps or elements is not limited to only those steps or elements listed, but may alternatively include other steps or elements not listed, or inherent to such process, method, article, or apparatus.
In the description of the invention, the U shield clicker is fixed on the U shield and used for replacing manual clicking of the keys on the U shield.
In the description of the present invention, the HUB is an intelligent USB HUB with a processor, and the user can intelligently control the power-on or power-off of each HUB port through a program or a command to activate or deactivate the HUB device.
The embodiment of the invention discloses an account information processing method, device, equipment and medium based on RPA and AI. The following are detailed below.
Example one
Robot Process Automation (RPA) is a Process task that simulates human operations on a computer through specific robot software and automatically executes according to rules.
Ai (intellectual intelligence) is an english abbreviation for artificial intelligence, which is a new technical science for studying and developing theories, methods, techniques and application systems for simulating, extending and expanding human intelligence. This embodiment employs an OCR (Optical Character Recognition) technique and an NLP (Natural Language Processing) technique among AI techniques. The OCR is used for identifying the verification code in the online bank login process, and is used for acquiring balance information in a preset time period in an online bank system through a semantic identification algorithm in the NLP.
With the development of RPA technology, large companies or groups begin to use RPA technology instead of human labor to process some financial services. UiBot has implemented more RPA projects in financial scenarios, and has gained rich experience. At present, if the account can be logged in only by a user name and a password, the user can easily use the RPA. And for the condition that the 'confirmation' button on the U shield of the bank needs to be clicked during the online bank login, the verification code input and the button click are carried out manually. Under the condition of large traffic, manual operation wastes time and labor, and the implementation efficiency is low. In view of the above situation, the present invention provides an account information processing method, apparatus, device and medium based on RPA and AI, so as to overcome the problem of low financial transaction implementation efficiency.
Fig. 1a is a flowchart of an account information processing method based on RPA and AI according to an embodiment of the present invention, where the method is performed by an account information processing device based on RPA and AI, and the device may be implemented by software and/or hardware. As shown in fig. 1a, the method comprises:
and S110, when the online bank login instruction is received, opening an online bank login interface and acquiring online bank login information.
The online bank login information comprises a login account, a login password, USB key information and the like. The information of the U shield comprises whether the U shield exists in a login account, whether a physical key of the U shield needs to be clicked when the online bank is logged in, and the like. FIG. 1b is a screenshot of an online banking login interface. As shown in fig. 1b, the RPA may enter the obtained login account and login password into a login dialog box of the online banking login interface.
S120, according to the online banking login information, if the target login account to be logged in is determined to have corresponding target U shield information, establishing communication connection between the current host and the target U shield.
In this embodiment, the communication connection between the current host and the target U shield may be established through a USB (Universal Serial Bus) HUB. Wherein, the HUB has a preset communication relationship with the current host.
Specifically, the U shield of different account numbers and the corresponding U shield clicker may be inserted into different HUB ports in advance, and the mapping relationship between each account number and the HUB port number is stored. When the target account to be logged in is determined to have the corresponding target U shield, the target HUB port corresponding to the account can be found from the stored mapping relation, and the target HUB port is opened. When the target HUB port is opened, the U shield accessed on the target HUB port establishes a communication relationship with the current host.
S130, after the communication connection is established, if the fact that a physical click instruction on the target U shield needs to be triggered is judged, a control signal is sent to a U shield clicker corresponding to the target U shield.
The U shield clicker corresponding to the target U shield is fixed on the key triggering surface of the target U shield, and the U shield clicker can be powered through a USB. In the login process of the online bank system, if a physical click instruction on the U shield needs to be triggered in a physical click mode, prompt information for clicking a U shield confirmation button is displayed on an online bank login interface. Fig. 1c is an interface screenshot of a prompt message for clicking a U shield confirmation button in the internet banking system login process. In the login process of the online banking system, if the RPA identifies that the confirmation button on the target U shield needs to be clicked according to the prompt information shown in fig. 1c, the RPA sends a control signal to the U shield clicker corresponding to the target U shield. After receiving the control signal, the U shield clicker performs click operation on a preset key of the target U shield, so that the user can log in the online banking system. According to the embodiment, when the U shield physical keys need to be clicked, the U shield clicker can replace manual clicking operation, the problems that manual operation is time-consuming and labor-consuming and the implementation efficiency is low are solved under the condition of large service volume, and the whole automation of the login process of the online bank system is realized.
In this embodiment, in the process of logging in the online banking system, if the verification code is detected to exist, OCR processing is performed on the verification code, and the recognition result is input to the verification code filling place of the login dialog box.
For example, in the login process of the online banking system, if the verification code is detected to exist, the picture corresponding to the verification code can be uploaded to the server; and receiving the identification result of the server on the verification code, and inputting the identification result into the verification code filling part of the login dialog box.
The server is provided with preset identifying code identifying models corresponding to different banks and used for identifying the identifying codes of the different banks; for a preset identifying code identifying model corresponding to any bank, a sample set marked with picture content is adopted, for example, ten thousand identifying code pictures are crawled, and answers are marked to obtain the sample set. After the convolutional neural network model is trained by using the sample set, an identifying code identifying model can be obtained. The embodiment improves the identification rate of the verification code. In addition, in this embodiment, the trained preset verification code recognition model may be deployed to a content server, so that offline recognition of the verification code may be implemented.
And S140, after the successful login of the online banking system is determined, processing the account information in the online banking system.
The processing of the account information in the online banking system may include balance inquiry, running download, account addition, account deletion, and the like. After the account information is processed, the processing results may be entered into an internal financial system.
Illustratively, if balance needs to be queried, after the internet bank system is determined to be successfully logged in, by triggering a query instruction, balance information of the target login account in different time periods can be queried, and the balance information in a preset time period can be acquired based on a semantic recognition algorithm in the NLP.
Specifically, fig. 1d is a flow screenshot for performing balance inquiry, which is built on a UiBot (robot flow automation service platform) according to an embodiment of the present invention. As shown in fig. 1d, after it is determined that the login is successful, it may be determined whether the current account has a sub-account, if the sub-account exists, the account information of the sub-account is extracted, the balance of the sub-account is acquired, the balance is updated until the balances of all sub-accounts are acquired, and then the current balance acquisition process is ended.
Further, after the RPA robot completes all processing of the account, the RPA robot may notify the user of the end of the process by sending an email.
According to the technical scheme provided by the embodiment, the RPA robot can automatically acquire login information in the online bank login process, such as a login account, a login password, USB key information and the like. And if the target account to be logged in has the corresponding target U shield, establishing communication connection between the current host and the target U shield. After the communication connection is established, in the login process of the online banking system, if a physical click instruction on a target U shield is judged to need to be triggered, a control signal is sent to a U shield clicker to control the U shield clicker to execute click operation on a preset key of the target U shield, so that the online banking system is logged in. In the embodiment, the U-shield clicking device is used for replacing manual clicking operation on the U-shield button. Under the condition of large service volume, the problems of time and labor waste of manual operation and low implementation efficiency are solved, and the automation of the login process of the online bank system is realized.
Example two
Fig. 2 is a block diagram of an account information processing system based on RPA and AI according to a second embodiment of the present invention, and as shown in fig. 2, the system includes: the RPA robot 210, the U shield clicker 220 and the server 230; wherein the content of the first and second substances,
the RPA robot 210 configured to: when receiving an online bank login instruction, opening an online bank login interface and acquiring online bank login information; according to the online banking login information, if the login account to be logged in is determined to have corresponding target U shield information, establishing communication connection between the current host and the target U shield; after the communication connection is established, if the physical click instruction on the target U shield is judged to need to be triggered, a control signal is sent to a U shield clicker corresponding to the target U shield; and in the process of logging in the online banking system, if the verification code is detected to exist, uploading the picture corresponding to the verification code to the server.
A server 230 configured to: the verification code is recognized based on a preset verification code recognition model, and the recognition result is sent to the RPA robot 210.
An RPA robot 210 configured to: inputting the identification result sent by the server 230 into the verification code filling place of the U shield login dialog box; and processing the account information in the online banking system after the online banking system is determined to be successfully logged in.
According to the technical scheme provided by the embodiment, through interaction among the RPA robot, the U-shield clicker and the server, automatic login of the online banking system is achieved under the condition of no manual operation, account information in the online banking system can be processed, and the processing efficiency of the account information is improved. In addition, the U-shield clicking device replaces the operation of manually clicking the U-shield, the problems that manual operation is time-consuming and labor-consuming and the implementation efficiency is low are solved under the condition of large service volume, and the automation of the login process of the online bank system is realized. And, through sending the identifying code to the internal server to process, have improved the recognition rate of the identifying code.
EXAMPLE III
Fig. 3 is a block diagram of an account information processing apparatus based on RPA and AI according to a third embodiment of the present invention, and as shown in fig. 3, the apparatus includes: the system comprises an online banking information acquisition module 310, a communication connection module 320, a U shield clicking module 330 and an account information processing module 340; wherein the content of the first and second substances,
the online bank information acquisition module 310 is configured to open an online bank login interface and acquire online bank login information when an online bank login instruction is received, wherein the online bank login information comprises a login account, a login password and U shield information;
the communication connection module 320 is configured to establish communication connection between the current host and the target U shield according to the online banking login information if the login account to be logged in is determined to have corresponding target U shield information;
the U shield clicking module 330 is configured to, after the communication connection is established, send a control signal to a U shield clicker corresponding to a target U shield if it is determined that a physical click instruction on the target U shield needs to be triggered, where the control signal is used to control the U shield clicker to execute a click operation on a preset key of the target U shield so as to log in the online banking system; the U shield clicker is fixed on a key triggering surface of a target U shield;
and the account information processing module 340 is configured to process the account information in the online banking system after determining that the online banking system is successfully logged in.
Optionally, the communication connection module is specifically configured to:
according to the online banking login information, if the target login account to be logged in is determined to have corresponding target U shield information, starting a target HUB port corresponding to a target U shield based on a mapping relation between the target U shield and a HUB port of a Universal Serial Bus (USB) HUB, so that a communication relation is established between a current host and the target U shield; and the U shield and the corresponding U shield clicker are both connected into the HUB port.
Optionally, the apparatus further comprises:
the picture uploading module is configured to upload a picture corresponding to a verification code to a server if the verification code is detected to exist in the process of logging in the online banking system;
the picture identification module is configured to receive an identification result of the verification code by the server and input the identification result into a verification code filling part of a login dialog box;
the server is provided with preset identifying code identifying models corresponding to different banks and used for identifying the identifying codes of the different banks; the preset identifying code identification model corresponding to any bank is obtained by adopting a sample set marked with picture content to train the convolutional neural network model.
Optionally, the apparatus further comprises:
and the verification code recognition module is configured to perform Optical Character Recognition (OCR) processing on the verification code if the verification code is detected to exist in the process of logging in the online banking system, and input a recognition result into a verification code filling part of the login dialog box.
Optionally, the account information processing module is specifically configured to:
after the online banking system is determined to be successfully logged in, inquiring balance information of the target login account in different time periods;
based on a semantic recognition algorithm in natural language processing NLP, balance information in a preset time period is obtained.
The account information processing device based on the RPA and the AI provided by the embodiment of the invention can execute the account information processing method based on the RPA and the AI provided by any embodiment of the invention, and has corresponding functional modules and beneficial effects of the execution method. For details of the account information processing method based on RPA and AI provided in any embodiment of the present invention, reference may be made to the technical details not described in detail in the above embodiments.
Example four
Referring to fig. 4, fig. 4 is a schematic structural diagram of a computing device according to a fourth embodiment of the present invention. As shown in fig. 4, the computing device may include:
a memory 701 in which executable program code is stored;
a processor 702 coupled to the memory 701;
the processor 702 calls the executable program code stored in the memory 701 to execute the account information processing method based on the RPA and the AI according to any embodiment of the present invention.
The embodiment of the invention discloses a computer-readable storage medium which stores a computer program, wherein the computer program enables a computer to execute an account information processing method based on RPA and AI provided by any embodiment of the invention.
In various embodiments of the present invention, it should be understood that the sequence numbers of the above-mentioned processes do not imply an inevitable order of execution, and the execution order of the processes should be determined by their functions and inherent logic, and should not constitute any limitation on the implementation process of the embodiments of the present invention.
In the embodiments provided herein, it should be understood that "B corresponding to A" means that B is associated with A from which B can be determined. It should also be understood, however, that determining B from a does not mean determining B from a alone, but may also be determined from a and/or other information.
In addition, functional units in the embodiments of the present invention may be integrated into one processing unit, or each unit may exist alone physically, or two or more units are integrated into one unit. The integrated unit can be realized in a form of hardware, and can also be realized in a form of a software functional unit.
The integrated units, if implemented as software functional units and sold or used as a stand-alone product, may be stored in a computer accessible memory. Based on such understanding, the technical solution of the present invention, which is a part of or contributes to the prior art in essence, or all or part of the technical solution, can be embodied in the form of a software product, which is stored in a memory and includes several requests for causing a computer device (which may be a personal computer, a server, a network device, or the like, and may specifically be a processor in the computer device) to execute part or all of the steps of the above-described method of each embodiment of the present invention.
It will be understood by those skilled in the art that all or part of the steps in the methods of the embodiments described above may be implemented by hardware instructions of a program, and the program may be stored in a computer-readable storage medium, where the storage medium includes Read-Only Memory (ROM), Random Access Memory (RAM), Programmable Read-Only Memory (PROM), Erasable Programmable Read-Only Memory (EPROM), One-time Programmable Read-Only Memory (OTPROM), Electrically Erasable Programmable Read-Only Memory (EEPROM), Compact Disc Read-Only Memory (CD-ROM), or other Memory, such as a magnetic disk, or a combination thereof, A tape memory, or any other medium readable by a computer that can be used to carry or store data.
Those of ordinary skill in the art will understand that: the figures are merely schematic representations of one embodiment, and the blocks or flow diagrams in the figures are not necessarily required to practice the present invention.
Those of ordinary skill in the art will understand that: modules in the devices in the embodiments may be distributed in the devices in the embodiments according to the description of the embodiments, or may be located in one or more devices different from the embodiments with corresponding changes. The modules of the above embodiments may be combined into one module, or further split into multiple sub-modules.
Finally, it should be noted that: the above examples are only intended to illustrate the technical solution of the present invention, but not to limit it; although the present invention has been described in detail with reference to the foregoing embodiments, it will be understood by those of ordinary skill in the art that: the technical solutions described in the foregoing embodiments may still be modified, or some technical features may be equivalently replaced; and such modifications or substitutions do not depart from the spirit and scope of the corresponding technical solutions of the embodiments of the present invention.
Claims (10)
1. An account information processing method based on RPA and AI is characterized by comprising the following steps:
s1, when receiving an online bank login instruction, opening an online bank login interface and acquiring online bank login information, wherein the online bank login information comprises a login account, a login password and U shield information;
s2, according to the online banking login information, if the target login account to be logged in is determined to have corresponding target U shield information, establishing communication connection between the current host and the target U shield;
s3, after the communication connection is established, if it is judged that a physical click instruction on the target U shield needs to be triggered, sending a control signal to a U shield clicker corresponding to the target U shield, wherein the control signal is used for controlling the U shield clicker to click a preset key of the target U shield so as to log in the online banking system; the U shield clicker is fixed on a key triggering surface of the target U shield;
and S4, processing the account information in the online banking system after the online banking system is determined to be successfully logged in.
2. The method according to claim 1, wherein the S2 specifically includes:
s21, according to the online banking login information, if the target login account to be logged in is determined to have corresponding target U shield information, opening a target HUB port corresponding to a target U shield based on a mapping relation between the target U shield and a Universal Serial Bus (USB) HUB HUB port, so that a communication relation is established between a current host and the target U shield; wherein, the HUB and the current host have a preset communication relationship; and the target U shield and the corresponding U shield clicker are both connected into the HUB port.
3. The method of claim 2, further comprising:
s23, in the process of logging in the online banking system, if a verification code is detected to exist, uploading a picture corresponding to the verification code to a server;
s24, receiving the identification result of the server to the verification code, and inputting the identification result to the verification code filling place of the login dialog box;
the server is provided with preset identifying code identifying models corresponding to different banks and used for identifying the identifying codes of the different banks; the preset identifying code identification model corresponding to any bank is obtained by adopting a sample set marked with picture content to train the convolutional neural network model.
4. The method of claim 2, further comprising:
and in the process of logging in the online banking system, if the verification code is detected to exist, performing Optical Character Recognition (OCR) processing on the verification code, and inputting a recognition result into a verification code filling part of a login dialog box.
5. The method according to claim 1, wherein the S4 specifically includes:
after the online banking system is determined to be successfully logged in, inquiring balance information of the target login account in different time periods;
based on a semantic recognition algorithm in natural language processing NLP, balance information in a preset time period is obtained.
6. An account information processing system based on RPA and AI, comprising: the system comprises an RPA robot, a U shield clicker and a server; wherein the content of the first and second substances,
the RPA robot configured to: when receiving an online bank login instruction, opening an online bank login interface and acquiring online bank login information, wherein the online bank login information comprises a login account, a login password and U shield information; according to the online banking login information, if the target login account to be logged in is determined to have corresponding target U shield information, establishing communication connection between the current host and the target U shield; after the communication connection is established, if a physical click instruction on the target U shield is judged to need to be triggered, a control signal is sent to a U shield clicker corresponding to the target U shield; in the process of logging in the online banking system, if a verification code is detected to exist, uploading a picture corresponding to the verification code to a server; the U shield clicker is fixed on a key triggering surface of the target U shield;
the U shield clicker is configured to: after the control signal is received, executing click operation on a preset key of the target U shield according to the control signal;
the server configured to: identifying the verification code based on a preset verification code identification model, and sending the identification result to the RPA robot; the server is provided with preset identifying code identifying models corresponding to different banks and used for identifying the identifying codes of the different banks; for a preset identifying code identification model corresponding to any bank, a convolutional neural network model is trained by adopting a sample set marked with picture content to obtain the identifying code;
the RPA robot configured to: inputting the identification result into a verification code filling place of a login dialog box; and processing the account information in the online banking system after the online banking system is determined to be successfully logged in.
7. An account information processing apparatus based on an RPA and an AI, comprising:
an online banking information acquisition module configured to: when receiving an online bank login instruction, opening an online bank login interface and acquiring online bank login information, wherein the online bank login information comprises a login account, a login password and U shield information;
a communication connection module configured to: according to the online banking login information, if the target login account to be logged in is determined to have corresponding target U shield information, establishing communication connection between the current host and the target U shield;
a U shield click module configured to: after the communication connection is established, if a physical click instruction on the target U shield is judged to need to be triggered, sending a control signal to a U shield clicker corresponding to the target U shield, wherein the control signal is used for controlling the U shield clicker to execute click operation on a preset key of the target U shield so as to log in the online banking system; the U shield clicker is fixed on a key triggering surface of the target U shield;
and the account information processing module is configured to process the account information in the online banking system after determining that the online banking system is successfully logged in.
8. The apparatus of claim 7, wherein the communication connection module is specifically configured to:
according to the online banking login information, if the target login account to be logged in is determined to have corresponding target U shield information, starting a target HUB port corresponding to a target U shield based on a mapping relation between the target U shield and a HUB port of a Universal Serial Bus (USB) HUB, so that a communication relation is established between a current host and the target U shield; and the target U shield and the corresponding U shield clicker are both connected into the HUB port.
9. A computing device, comprising:
a memory storing executable program code;
a processor coupled with the memory;
the processor calls the executable program code stored in the memory to execute the RPA and AI based account information processing method according to any one of claims 1-5.
10. A computer-readable storage medium on which a computer program is stored, the program, when executed by a processor, implementing the RPA and AI-based account information processing method according to any one of claims 1 to 5.
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