CN116205766B - Big data analysis method and system applied to medical relay teaching - Google Patents

Big data analysis method and system applied to medical relay teaching Download PDF

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Publication number
CN116205766B
CN116205766B CN202310473555.7A CN202310473555A CN116205766B CN 116205766 B CN116205766 B CN 116205766B CN 202310473555 A CN202310473555 A CN 202310473555A CN 116205766 B CN116205766 B CN 116205766B
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hospital management
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CN116205766A (en
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刘增会
孙旭晨
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Beijing Huayi Network Technology Co ltd
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Beijing Huayi Network Technology Co ltd
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    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q50/00—Systems or methods specially adapted for specific business sectors, e.g. utilities or tourism
    • G06Q50/10—Services
    • G06Q50/20—Education
    • G06Q50/205—Education administration or guidance
    • G06Q50/2057—Career enhancement or continuing education service
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q10/00—Administration; Management
    • G06Q10/10—Office automation; Time management
    • G—PHYSICS
    • G16—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16H—HEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H40/00—ICT specially adapted for the management or administration of healthcare resources or facilities; ICT specially adapted for the management or operation of medical equipment or devices
    • G16H40/20—ICT specially adapted for the management or administration of healthcare resources or facilities; ICT specially adapted for the management or operation of medical equipment or devices for the management or administration of healthcare resources or facilities, e.g. managing hospital staff or surgery rooms
    • Y—GENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
    • Y02—TECHNOLOGIES OR APPLICATIONS FOR MITIGATION OR ADAPTATION AGAINST CLIMATE CHANGE
    • Y02D—CLIMATE CHANGE MITIGATION TECHNOLOGIES IN INFORMATION AND COMMUNICATION TECHNOLOGIES [ICT], I.E. INFORMATION AND COMMUNICATION TECHNOLOGIES AIMING AT THE REDUCTION OF THEIR OWN ENERGY USE
    • Y02D10/00—Energy efficient computing, e.g. low power processors, power management or thermal management

Abstract

The invention provides a big data analysis method and a big data analysis system applied to medical relay teaching. The big data analysis method comprises the steps that a medical relay teaching terminal is connected with a plurality of hospital management terminals through data interaction and big data analysis to obtain medical staff needing medical relay teaching, and prompt and information publication are carried out on the hospital management terminals; the medical relay teaching terminal monitors the running quality of a network interface between the medical relay teaching terminal and the hospital management terminal in real time, and performs network interface switching according to the running quality of the network interface. The system comprises modules corresponding to the method steps.

Description

Big data analysis method and system applied to medical relay teaching
Technical Field
The invention provides a big data analysis method and a big data analysis system applied to medical relay teaching, and belongs to the technical field of data analysis and communication.
Background
Continuing medical education is a life-long education that is followed by post-graduation medical education, and is based on learning new theory, new knowledge, new technology, and new methods. Because the existing medical teaching system is used for managing the personnel who enter the study to carry out the teaching, the medical teaching system cannot screen through personnel management information of a hospital system, and medical personnel who need to carry out the medical teaching are reminded, so that the problem of low teaching information notification efficiency is caused.
Disclosure of Invention
The invention provides a big data analysis method and a big data analysis system applied to medical relay teaching, which are used for solving the problem that the efficiency of the notification of the relay teaching information is lower because various doctors needing medical relay teaching cannot be screened out in time in a hospital system in the prior art, and the adopted technical scheme is as follows:
a big data analysis method applied to medical relay teaching, the big data analysis method comprising:
the medical relay teaching terminal is connected with a plurality of hospital management terminals through data interaction and big data analysis to obtain medical staff needing medical relay teaching, and prompts and information publication are carried out on the hospital management terminals;
the medical relay teaching terminal monitors the running quality of a network interface between the medical relay teaching terminal and the hospital management terminal in real time, and performs network interface switching according to the running quality of the network interface.
Further, medical science is with a plurality of hospital management terminals through data interactive connection and big data analysis acquire the medical personnel who need carry out medical science and is followed the teaching to carry out suggestion and information publishing at hospital management terminal, include:
the medical relay teaching terminal establishes data interaction connection with a plurality of hospital management terminals;
the medical relay teaching terminal acquires medical staff information contained in each hospital management terminal in real time, wherein the medical staff information comprises working time information, learning information, title information and job information;
The medical teaching terminal acquires medical staff needing medical teaching through data analysis according to the medical staff information and medical teaching policy information;
and sending the list of medical staff needed to carry out medical relay teaching to a hospital management terminal corresponding to the hospital for prompting and information release by the medical staff.
Further, the medical relay teaching terminal monitors the operation quality of a network interface between the medical relay teaching terminal and the hospital management terminal in real time, and comprises:
the medical relay teaching terminal distributes and sets all public interfaces to obtain the distribution quantity of the public interfaces corresponding to each hospital management terminal; the public interfaces are used for the medical relay teaching terminal and a plurality of hospital management terminals, and one hospital management terminal corresponds to the plurality of public interfaces;
and carrying out public interface configuration on each hospital management terminal according to the public interface distribution quantity.
Further, the medical relay teaching terminal performs distribution setting on all public interfaces, obtains the distribution number of the public interfaces corresponding to each hospital management terminal, and includes:
the medical relay teaching terminal defines all public interfaces;
the medical relay teaching terminal acquires the quality and the data transmission quantity of a communication channel between the medical relay teaching terminal and each hospital management terminal, and acquires the interface allocation quantity corresponding to each hospital management terminal by utilizing the quality and the data transmission quantity of the communication channel in combination with an interface setting model;
The interface setting model is as follows:
wherein, the liquid crystal display device comprises a liquid crystal display device,Nrepresenting the interface allocation quantity corresponding to each hospital management terminal; int []Representing an upward rounding;C max representing the maximum data transmission quantity in unit time between each hospital management terminal and the medical relay teaching terminal, wherein the value range of the unit time is 1min-3min;Lrepresenting the data transfer rate of a single common interface;Srepresenting the bandwidth utilization rate corresponding to each hospital management terminal;αrepresenting a theoretical average utilization of each common interface;βindicating a desired bandwidth utilization;Trepresenting network throughput between a hospital management terminal and a medical relay terminal;Brepresenting the bandwidth corresponding to the hospital management terminal;SNRrepresenting the signal receiving signal-to-noise ratio corresponding to the hospital management terminal;V 1 representing average interference voltage of network electronic equipment in an area of a server corresponding to a hospital management terminal in unit time of electromagnetic interference signals of the server;V 2 the control voltage signal value generated by the corresponding server of the hospital management terminal when the single public interface is controlled to operate is represented.
Further, performing network interface switching according to the network interface operation quality, including:
monitoring the operation quality of the public interface in real time and obtaining operation quality parameters; wherein, the operation quality parameter is obtained by the following formula:
Wherein, the liquid crystal display device comprises a liquid crystal display device,Irepresenting an operational quality parameter;I 1 representing a first parameter;I 2 representing a second parameter;A i representing the first common interface acquired from historical operating information of the interfaceiThe benign operating period of the seed operating monitoring parameter is the proportion of the total operating period;nrepresenting the type number of operation monitoring parameters of a public interface, wherein the operation monitoring parameters comprise average network flow in unit time, network flow floating proportion and data transmission delay time length;Q i representing each type of operation monitoring parameterA weight coefficient corresponding to the number;E i0 representing the actual value of the operation monitoring parameter,E i a parameter threshold value indicating that the interface is in a good state to a bad state (i.e., exceeding the parameter threshold value, the interface is considered to be in a bad state);
when the operation quality parameter exceeds a preset operation parameter threshold, carrying out abnormal public interface marking on the public interfaces of which the operation quality parameter exceeds the preset operation parameter threshold;
carrying out interface switching on the public interface with the abnormal public interface mark, and switching to any other public interface corresponding to the hospital management terminal for data transmission;
the medical relay teaching terminal extracts the public interface with the abnormal public interface mark, and reports the public interface with the abnormal public interface mark to the operation and maintenance terminal for information reminding.
A big data analysis system for medical relay teaching, the big data analysis system comprising:
the big data analysis module is used for acquiring medical staff needing medical relay teaching through data interaction connection and big data analysis between the medical relay teaching terminal and the plurality of hospital management terminals, and prompting and information publishing are carried out on the hospital management terminals;
and the interface switching module is used for monitoring the running quality of the network interface between the medical relay teaching terminal and the hospital management terminal in real time and switching the network interface according to the running quality of the network interface.
Further, the big data analysis module includes:
the connection module is used for establishing data interaction connection between the medical relay teaching terminal and the plurality of hospital management terminals;
the medical relay teaching terminal is used for acquiring medical staff information contained in each hospital management terminal in real time, wherein the medical staff information comprises working time information, learning information, title information and job information;
the data analysis module is used for acquiring medical staff needing medical relay teaching through data analysis according to the medical staff information and medical relay teaching policy information by the medical relay teaching terminal;
And the information prompt module is used for sending the list of medical staff needed to carry out medical relay teaching to the hospital management terminal corresponding to the hospital for prompting and information release.
Further, the interface switching module includes:
the number distribution module is used for carrying out distribution setting on all public interfaces by the medical relay teaching terminal and obtaining the distribution number of the public interfaces corresponding to each hospital management terminal;
and the configuration module is used for carrying out common interface configuration on each hospital management terminal according to the common interface distribution quantity.
Further, the quantity allocation module includes:
the definition module is used for defining all public interfaces by the medical relay teaching terminal;
the distribution module is used for acquiring the communication channel quality and the data transmission quantity between the medical relay teaching terminal and each hospital management terminal, and acquiring the interface distribution quantity corresponding to each hospital management terminal by utilizing the communication channel quality and the data transmission quantity in combination with an interface setting model;
the interface setting model is as follows:
wherein, the liquid crystal display device comprises a liquid crystal display device,Nrepresenting the interface allocation quantity corresponding to each hospital management terminal; int []Representing an upward rounding;C max representing the maximum data transmission quantity in unit time between each hospital management terminal and the medical relay teaching terminal, wherein the value range of the unit time is 1min-3min; LRepresenting the data transfer rate of a single common interface;Srepresenting the bandwidth utilization rate corresponding to each hospital management terminal;αrepresenting a theoretical average utilization of each common interface;βindicating a desired bandwidth utilization;Trepresenting hospital management terminal and medicineNetwork throughput between relay teaching terminals;Brepresenting the bandwidth corresponding to the hospital management terminal;SNRrepresenting the signal receiving signal-to-noise ratio corresponding to the hospital management terminal;V 1 representing average interference voltage of network electronic equipment in an area of a server corresponding to a hospital management terminal in unit time of electromagnetic interference signals of the server;V 2 the control voltage signal value generated by the corresponding server of the hospital management terminal when the single public interface is controlled to operate is represented.
Further, the interface switching module further includes:
the real-time monitoring module is used for monitoring the operation quality of the public interface in real time and obtaining operation quality parameters; wherein, the operation quality parameter is obtained by the following formula:
wherein, the liquid crystal display device comprises a liquid crystal display device,Irepresenting an operational quality parameter;I 1 representing a first parameter;I 2 representing a second parameter;A i representing the first common interface acquired from historical operating information of the interfaceiThe benign operating period of the seed operating monitoring parameter is the proportion of the total operating period; nRepresenting the type number of the operation monitoring parameters of the public interface;Q i representing the weight coefficient corresponding to each operation monitoring parameter;E i0 representing the actual value of the operation monitoring parameter,E i a parameter threshold value indicating that the interface is in an excessive state from a good operation state to a bad operation state;
the marking module is used for marking the abnormal public interface of the public interface with the operation quality parameter exceeding the preset operation parameter threshold when the operation quality parameter exceeds the preset operation parameter threshold;
the transmission module is used for carrying out interface switching on the public interface with the abnormal public interface mark, and switching to any other public interface corresponding to the hospital management terminal for data transmission;
and the reporting module is used for extracting the public interface with the abnormal public interface mark from the medical relay teaching terminal and reporting the public interface with the abnormal public interface mark to the operation and maintenance terminal for information reminding.
The invention has the beneficial effects that:
according to the big data analysis method and system applied to medical relay teaching, the hospital management terminal is arranged to send the information of medical staff to the medical relay teaching terminal, and the medical staff needing medical relay teaching is obtained for notification through data analysis by the medical relay teaching terminal, so that the reminding efficiency and the reminding timeliness of the medical staff needing medical relay teaching can be effectively improved. On the other hand, the mode of interface evaluation and interface switching carries out operation quality monitoring on the public interface between the hospital management terminal and the medical relay teaching terminal, and then the data transmission efficiency is further improved through the mode of guaranteeing the operation quality of the public interface, and further the reminding efficiency and timeliness of medical staff are improved.
Drawings
FIG. 1 is a flow chart of a big data analysis method according to the present invention;
FIG. 2 is a system block diagram of the big data analysis system according to the present invention.
Detailed Description
The preferred embodiments of the present invention will be described below with reference to the accompanying drawings, it being understood that the preferred embodiments described herein are for illustration and explanation of the present invention only, and are not intended to limit the present invention.
The embodiment of the invention provides a big data analysis method applied to medical relay teaching, as shown in fig. 1, the big data analysis method comprises the following steps:
s1, medical personnel needing medical relay teaching are obtained through data interaction connection and big data analysis between a medical relay teaching terminal and a plurality of hospital management terminals, and prompt and information publication are carried out on the hospital management terminals;
and S2, the medical relay teaching terminal monitors the running quality of a network interface between the medical relay teaching terminal and the hospital management terminal in real time, and performs network interface switching according to the running quality of the network interface.
The medical science is with a plurality of hospital management terminals through data interactive connection and big data analysis acquire the medical personnel who needs to carry out medical science and is taught to carry out suggestion and information disclosure at hospital management terminal, include:
S101, establishing data interaction connection between a medical relay teaching terminal and a plurality of hospital management terminals;
s102, acquiring medical personnel information contained in each hospital management terminal by the medical relay teaching terminal in real time, wherein the medical personnel information comprises working time information, learning information, title information and job information;
s103, the medical teaching terminal acquires medical staff needing medical teaching through data analysis according to the medical staff information and medical teaching policy information;
and S104, sending the list of medical staff needed to carry out medical relay teaching to a hospital management terminal corresponding to the hospital for prompting and information release by the medical staff.
The working principle of the technical scheme is as follows: the medical relay teaching terminal establishes data interactive connection with a plurality of hospital management terminals, and acquires medical personnel information contained in each hospital management terminal in real time. The medical staff information comprises working time information, school information, title information, job information and the like. Through big data analysis, combine medical science to relay the teaching policy information, carry out analysis and screening to medical personnel's information to confirm the medical personnel who need to carry out medical science and relay the teaching. And sending the medical staff list required to carry out medical relay teaching to a hospital management terminal to which the medical staff belongs for prompting and information publishing. This helps to improve the medical relay efficiency and quality of the healthcare worker and to facilitate hospital management. Meanwhile, the operation quality of a network interface between the medical relay teaching terminal and the hospital management terminal is monitored in real time, and the network interface is switched according to the quality, so that the stability and the reliability of the system are ensured.
The technical scheme has the effects that: according to the big data analysis method applied to medical relay teaching, medical staff needing to receive medical relay teaching are determined through data interaction and big data analysis, and then relevant information is transmitted to a hospital management terminal for prompt and information publication. In addition, the method realizes the screening of the requirements of medical relay teaching through data interaction and big data analysis, improves the efficiency and quality of medical relay teaching through a network prompt and information publishing mode, and simultaneously ensures the stability and reliability of the system through monitoring the operation quality of a network interface in real time and switching.
Simultaneously, through setting up hospital management terminal with medical personnel's information transmission to medical science and relay the teaching terminal, carry out data analysis through medical science and relay the teaching terminal and acquire the medical personnel who needs to carry out medical science and relay the teaching and inform, can effectively improve the medical personnel who needs to carry out medical science and relay the teaching remind efficiency and remind timeliness. On the other hand, the mode of interface evaluation and interface switching carries out operation quality monitoring on the public interface between the hospital management terminal and the medical relay teaching terminal, and then the data transmission efficiency is further improved through the mode of guaranteeing the operation quality of the public interface, and further the reminding efficiency and timeliness of medical staff are improved.
In one embodiment of the invention, the medical relay teaching terminal monitors the running quality of a network interface between the medical relay teaching terminal and a hospital management terminal in real time, and comprises the following steps:
s201a, the medical relay teaching terminal performs distribution setting on all public interfaces to acquire the distribution quantity of the public interfaces corresponding to each hospital management terminal; the public interfaces are used for the medical relay teaching terminal and a plurality of hospital management terminals, and one hospital management terminal corresponds to the plurality of public interfaces;
s202a, carrying out public interface configuration on each hospital management terminal according to the public interface distribution quantity.
Specifically, the medical relay teaching terminal performs distribution setting on all public interfaces, obtains the public interface distribution number corresponding to each hospital management terminal, and includes:
s2011, defining all public interfaces by a medical relay teaching terminal;
s2012, the medical relay teaching terminal acquires the quality and the data transmission quantity of a communication channel between the medical relay teaching terminal and each hospital management terminal, and the interface distribution quantity corresponding to each hospital management terminal is acquired by combining the quality and the data transmission quantity of the communication channel with an interface setting model.
The interface setting model is as follows:
wherein, the liquid crystal display device comprises a liquid crystal display device,Nrepresenting the interface allocation quantity corresponding to each hospital management terminal; int [ ]Representing an upward rounding;C max representing the maximum data transmission quantity in unit time between each hospital management terminal and the medical relay teaching terminal, wherein the value range of the unit time is 1min-3min;Lrepresenting the data transfer rate of a single common interface;Srepresenting the bandwidth utilization rate corresponding to each hospital management terminal;αrepresenting a theoretical average utilization of each common interface;βindicating a desired bandwidth utilization;Trepresenting network throughput between a hospital management terminal and a medical relay terminal;Brepresenting the bandwidth corresponding to the hospital management terminal;SNRrepresenting the signal receiving signal-to-noise ratio corresponding to the hospital management terminal;V 1 representing average interference voltage of network electronic equipment in an area of a server corresponding to a hospital management terminal in unit time of electromagnetic interference signals of the server;V 2 the control voltage signal value generated by the corresponding server of the hospital management terminal when the single public interface is controlled to operate is represented.
The working principle and the effect of the technical scheme are as follows: the medical relay teaching terminal performs distribution setting on all public interfaces to obtain the distribution quantity of the public interfaces corresponding to each hospital management terminal. Specifically, the medical relay teaching terminal defines all the public interfaces, and in order to more efficiently utilize network resources, the medical relay teaching terminal needs to define all the public interfaces, including defining parameters such as the number of interfaces, bandwidth and the like. The medical relay teaching terminal obtains the interface allocation quantity corresponding to each hospital management terminal: the medical relay teaching terminal calculates the number of interfaces required by each hospital management terminal by monitoring the quality and data transmission quantity of a communication channel between the medical relay teaching terminal and each hospital management terminal and combining the quality and the data transmission quantity of the communication channel with an interface setting model.
Meanwhile, in the process of carrying out public interface configuration on each hospital management terminal according to the public interface distribution quantity, for each hospital management terminal, the medical relay teaching terminal carries out public interface configuration according to the calculated interface quantity, so that the hospital management terminal is ensured to obtain enough interface quantity. The medical relay teaching terminal monitors the operation quality of the network interface, if the operation quality of a certain interface is found to be poor, the interface with good operation quality is switched to according to the priority of the interface, so that the communication quality between the medical relay teaching terminal and the hospital management terminal and the stability and reliability of data transmission quantity are ensured, and the problems of system failure or data loss and the like are avoided.
The mode realizes the efficient, stable and reliable data transmission and communication between the medical relay teaching terminal and the hospital management terminal through the steps of defining all public interfaces, monitoring the quality of communication channels and data transmission quantity, calculating the number of interfaces required by each hospital management terminal by using an interface setting model, switching network interfaces in real time and the like.
Through setting up hospital management terminal with medical personnel's information transmission to medical science and relay the teaching terminal, carry out data analysis through medical science and relay the teaching terminal and acquire the medical personnel who needs to carry out medical science and relay the teaching and inform, can effectively improve the medical personnel who needs to carry out medical science and relay the teaching remind efficiency and remind timeliness. The method has the advantages that the operation quality of the public interface between the hospital management terminal and the medical relay teaching terminal is monitored by utilizing the interface evaluation and interface switching modes, the data transmission efficiency is further improved by guaranteeing the operation quality of the public interface, and the reminding efficiency and timeliness of medical staff are further improved.
Meanwhile, by considering the bandwidth utilization rate of the hospital management terminal and the theoretical average utilization rate of the public interfaces, the interface setting model for calculating the interface allocation number corresponding to each hospital management terminal provided by the embodiment can improve the optimal utilization degree of resources, so that the interface number of each hospital management terminal is reasonably allocated. The model considers factors such as network throughput, bandwidth, signal-to-noise ratio, electromagnetic interference and the like between the hospital management terminal and the medical relay teaching terminal, thereby effectively improving the calculation accuracy of the number of interfaces required by each hospital management terminal and the matching between the number of interfaces and the hardware configuration parameters of the hospital management terminal, further improving the rationality of the setting of the number of public interfaces corresponding to the hospital management terminal, and avoiding the occurrence of the situation of over allocation or resource waste. And by calculating the data transmission rate and the expected bandwidth utilization rate of the public interfaces, the model can effectively improve the calculation accuracy of the number of the public interfaces required by each hospital management terminal, thereby ensuring the data transmission efficiency, the data transmission success rate and the data transmission stability of data transmission. And the number of interfaces of each hospital management terminal obtained through the model can be adjusted according to actual conditions, so that the flexibility and the expandability of the number of interfaces are greatly improved, and the system is suitable for systems with different scales and complexity.
On the other hand, the above-mentioned interface setting model provided in this embodiment considers the bandwidth utilization rate and the utilization rate of the public interface, and avoids the occurrence of low data transmission efficiency caused by network congestion by acquiring the number of interfaces required by each hospital management terminal. The number of interfaces and the number of public interfaces required by each hospital management terminal are obtained by combining various network factors between the hospital management terminal and the medical relay terminal, such as network throughput, signal-to-noise ratio, electromagnetic interference and the like, so that the occurrence of data transmission failure is avoided, namely network congestion, data transmission failure and resource waste are effectively avoided, the reliability and stability of the system are improved, and the normal operation of the system and the efficiency of data transmission are ensured.
Compared with the traditional method for carrying out interface quantity allocation setting, the technical scheme provided by the embodiment has the advantages that a plurality of factors influencing the interface allocation quantity are comprehensively considered, and a calculation formula with a simple mathematical model structure and finer granularity is adopted. The formula can more accurately calculate the interface allocation quantity between each hospital management terminal and the medical continuous education terminal, and improves the stability and the operation efficiency of the system. By quantifying and comprehensively analyzing various parameters, the technical scheme can effectively evaluate the distribution quantity of the system interfaces and the operation quality parameters of the signal interfaces. The evaluation method can improve the data transmission efficiency, the data transmission success rate and the data transmission stability of the system in practical application, and avoid the conditions of system breakdown, data loss and the like caused by the problems of insufficient number of interfaces, poor running quality and the like. Meanwhile, through the accurate control of the distribution quantity and the operation quality parameters of the interfaces, the technical scheme can also reduce the maintenance cost of the system and improve the user experience. Meanwhile, in the prior art, the number of system interface allocation and the operation quality parameter evaluation of the signal interfaces are generally based on experience and statistical data, and lack of accuracy and controllability. Meanwhile, due to the characteristics of different systems and different use environments, the applicability and reliability of the assessment method are also limited greatly. Therefore, how to realize accurate evaluation of the number of system interface assignments and signal interfaces is one of the technical problems to be solved at present. The technical scheme creatively quantifies and comprehensively analyzes various parameters, so that limitations brought by a traditional evaluation method are avoided, and the accuracy and controllability of interface quantity distribution are improved.
An embodiment of the present invention performs network interface switching according to the network interface operation quality, including:
s201b, monitoring the operation quality of the public interface in real time and obtaining operation quality parametersIThe method comprises the steps of carrying out a first treatment on the surface of the Specifically, operation monitoring parameters such as the proportion of benign operation time period to the total operation time period, average network flow in unit time, data transmission delay time length and the like are monitored in real time, and then a comprehensive operation quality parameter is calculated according to the parametersI. Wherein, the operation quality parameter is obtained by the following formula:
wherein, the liquid crystal display device comprises a liquid crystal display device,Irepresenting an operational quality parameter;I 1 representing a first parameter;I 2 representing a second parameter;A i representing the first common interface acquired from historical operating information of the interfaceiThe benign operating period of the seed operating monitoring parameter is the proportion of the total operating period;nrepresenting the type number of operation monitoring parameters of a public interface, wherein the operation monitoring parameters comprise average network flow in unit time, network flow floating proportion and data transmission delay time length;Q i representing the weight coefficient corresponding to each operation monitoring parameter;E i0 representing the actual value of the operation monitoring parameter,E i a parameter threshold value indicating that the interface is in a good state to a bad state (i.e., exceeding the parameter threshold value, the interface is considered to be in a bad state);
S202b, when the operation quality parameter exceeds a preset operation parameter threshold, carrying out abnormal public interface marking on a public interface of which the operation quality parameter exceeds the preset operation parameter threshold;
s203b, performing interface switching on the public interface with the abnormal public interface mark, and switching to any other public interface corresponding to the hospital management terminal for data transmission;
s204b, the medical relay teaching terminal extracts the public interface with the abnormal public interface mark, and reports the public interface with the abnormal public interface mark to the operation and maintenance terminal for information reminding.
The working principle and the effect of the technical scheme are as follows: monitoring the operation quality of the public interface in real time is required to monitor the operation quality of the public interface in the operation process. A plurality of operation monitoring parameters, such as the proportion of benign operation period to total operation period, average network flow in unit time, data transmission delay time length and the like, are obtained. A comprehensive operating quality parameter I is calculated from the monitored operating monitoring parameters.
And judging whether the operation quality exceeds a preset threshold operation quality parameter I, and comparing the operation quality with the preset operation parameter threshold after calculating the operation quality parameter I. If the I exceeds the preset threshold value, the operation quality of the public interface is reduced, and the abnormal public interface is required to be marked. And carrying out automatic switching of other reliable public interfaces through the abnormal public interface mark so as to ensure the continuity and stability of data transmission. Specifically, when abnormal public interface marks appear in network interface switching, data transmission is automatically switched to any other public interface with good operation corresponding to a hospital management terminal, and the stability and continuity of data transmission are effectively improved through the automatic interface switching mode.
And meanwhile, extracting the public interface information with the abnormal public interface mark, and reporting the public interface information to the operation and maintenance terminal for information reminding. The prompt can enable operation staff to find network operation problems in time and take proper measures to solve the problems.
According to the technical scheme provided by the embodiment, the real-time monitoring index conversion performance of the public interface operation condition is improved by means of calculating the comprehensive operation quality parameter I according to the operation monitoring parameters such as average network flow in unit time, data transmission delay time length and the like by monitoring the operation quality of the public interface in real time and according to the proportion of benign operation time period to the total operation time period, so that the interface operation stability and reliability monitoring efficiency and monitoring accuracy are improved, and meanwhile, the data transmission efficiency and accuracy are improved. When the operation quality parameter exceeds a preset threshold value, the identification speed of the interface with poor operation quality can be effectively improved by marking the public interface with the operation quality parameter exceeding the preset threshold value and adopting corresponding measures for processing. The public interfaces with the abnormal public interface marks are switched to any other public interface corresponding to the hospital management terminal for data transmission, so that the normal transmission rate of data can be effectively improved, and the problem of data transmission errors or interruption caused by interface problems is avoided.
The running quality index of the public interface used by each hospital management terminal is obtained in the mode provided by the embodiment, so that the overall running state and performance of the interface are reflected, the real-time running states of different monitoring parameters can be calculated by continuously collecting the historical running information of the interface, and the performance and the state of the interface can be monitored in time. When the actual value of the monitoring parameter is close to or exceeds the critical value, the early warning of the poor running state of the interface is carried out, and measures are timely taken to avoid faults. According to the weight coefficients of different monitoring parameters, the resource allocation rationality is effectively improved, the performance and stability of the interface are optimized, the overall efficiency of the system is improved, the performance and stability of the monitoring and interface are effectively improved, and the overall efficiency and reliability of the system are improved. In addition, the conventional method for obtaining the operation quality evaluation parameters of the interface only focuses on the performance index of a certain aspect, such as using only network bandwidth, transmission rate, and the like. In the method, the operation quality of the interface can be more comprehensively evaluated by considering a plurality of operation monitoring parameters. And analyzing the benign operation period duty ratio of the interface through historical data, and further determining the optimal interface use time period so as to improve the system efficiency and reduce the operation cost. Meanwhile, the traditional interface operation quality evaluation parameter acquisition mode often needs to adjust preset parameters, and the method can adjust the weight coefficient and the critical value of the monitoring parameters according to actual conditions, so that the accuracy of interface operation quality evaluation and the following performance between the operation quality and the actual operation condition of the interface are further improved.
The technical scheme provided by the embodiment aims at evaluating the operation quality of the signal interface by acquiring the operation monitoring parameters of the public interface so as to identify the interface with poor operation state. Compared with the existing interface monitoring technology, the technical scheme has higher accuracy and instantaneity of interface quality monitoring, and can optimize network performance and resource utilization efficiency. According to the technical scheme, the operation quality of the signal interface is evaluated through various operation monitoring parameters, and meanwhile, the parameters are weighted, so that the accuracy and the reliability of an evaluation result are improved. Specifically, the technical scheme provided by the embodiment adopts benign operation time period proportion as one of the core indexes of interface monitoring, can more objectively reflect the actual condition of the interface, reduces misjudgment caused by emergency, and adopts various monitoring parameters including network flow, network flow floating proportion, data transmission delay time length and the like so as to improve the comprehensive evaluation of the signal interface state and more accurately identify the interface with poor operation state. The accuracy of the monitoring result can be improved by carrying out weighted average on benign operation time period proportion of each operation monitoring parameter, the reaction accuracy of the stability and the reliability of the interface can be reflected, more accurate assessment on the operation state of the interface is realized, the operation state of the interface is monitored and analyzed in real time, the timeliness of finding and repairing the bad interface is effectively improved, and the stability and the reliability of the network are ensured. In addition, for the monitoring quality of the network, the traditional method is realized through hardware such as a sensor or network equipment, but the methods have the problems of high cost, poor real-time performance and the like, and the technical scheme provided by the embodiment does not need additional hardware equipment, and can realize the monitoring of the network only through software or data processing, so that the cost and time are saved, and the method has better real-time performance.
The embodiment of the invention provides a big data analysis system applied to medical relay teaching, as shown in fig. 2, the big data analysis system comprises:
the big data analysis module is used for acquiring medical staff needing medical relay teaching through data interaction connection and big data analysis between the medical relay teaching terminal and the plurality of hospital management terminals, and prompting and information publishing are carried out on the hospital management terminals;
and the interface switching module is used for monitoring the running quality of the network interface between the medical relay teaching terminal and the hospital management terminal in real time and switching the network interface according to the running quality of the network interface.
Specifically, the big data analysis module includes:
the connection module is used for establishing data interaction connection between the medical relay teaching terminal and the plurality of hospital management terminals;
the medical relay teaching terminal is used for acquiring medical staff information contained in each hospital management terminal in real time, wherein the medical staff information comprises working time information, learning information, title information and job information;
the data analysis module is used for acquiring medical staff needing medical relay teaching through data analysis according to the medical staff information and medical relay teaching policy information by the medical relay teaching terminal;
And the information prompt module is used for sending the list of medical staff needed to carry out medical relay teaching to the hospital management terminal corresponding to the hospital for prompting and information release.
The working principle and the effect of the technical scheme are as follows: the big data analysis system applied to medical relay teaching provided by the embodiment determines medical staff needing to accept medical relay teaching through data interaction and big data analysis, and then transmits relevant information to a hospital management terminal for prompt and information publication. In addition, the method realizes the screening of the requirements of medical relay teaching through data interaction and big data analysis, improves the efficiency and quality of medical relay teaching through a network prompt and information publishing mode, and simultaneously ensures the stability and reliability of the system through monitoring the operation quality of a network interface in real time and switching.
Simultaneously, through setting up hospital management terminal with medical personnel's information transmission to medical science and relay the teaching terminal, carry out data analysis through medical science and relay the teaching terminal and acquire the medical personnel who needs to carry out medical science and relay the teaching and inform, can effectively improve the medical personnel who needs to carry out medical science and relay the teaching remind efficiency and remind timeliness. On the other hand, the mode of interface evaluation and interface switching carries out operation quality monitoring on the public interface between the hospital management terminal and the medical relay teaching terminal, and then the data transmission efficiency is further improved through the mode of guaranteeing the operation quality of the public interface, and further the reminding efficiency and timeliness of medical staff are improved.
In one embodiment of the present invention, the interface switching module includes:
the number distribution module is used for carrying out distribution setting on all public interfaces by the medical relay teaching terminal and obtaining the distribution number of the public interfaces corresponding to each hospital management terminal;
and the configuration module is used for carrying out common interface configuration on each hospital management terminal according to the common interface distribution quantity.
Specifically, the quantity distribution module includes:
the definition module is used for defining all public interfaces by the medical relay teaching terminal;
and the distribution module is used for acquiring the communication channel quality and the data transmission quantity between the medical relay teaching terminal and each hospital management terminal, and acquiring the interface distribution quantity corresponding to each hospital management terminal by utilizing the communication channel quality and the data transmission quantity in combination with an interface setting model.
The interface setting model is as follows:
wherein, the liquid crystal display device comprises a liquid crystal display device,Nrepresenting the interface allocation quantity corresponding to each hospital management terminal; int []Representing an upward rounding;C max representing the maximum data transmission quantity in unit time between each hospital management terminal and the medical relay teaching terminal, wherein the value range of the unit time is 1min-3min;Lrepresenting the data transfer rate of a single common interface; SRepresenting the bandwidth utilization rate corresponding to each hospital management terminal;αrepresenting a theoretical average utilization of each common interface;βindicating a desired bandwidth utilization;Trepresenting network throughput between a hospital management terminal and a medical relay terminal;Brepresenting the bandwidth corresponding to the hospital management terminal;SNRrepresenting the signal receiving signal-to-noise ratio corresponding to the hospital management terminal;V 1 representing average interference voltage of network electronic equipment in an area of a server corresponding to a hospital management terminal in unit time of electromagnetic interference signals of the server;V 2 the control voltage signal value generated by the corresponding server of the hospital management terminal when the single public interface is controlled to operate is represented.
The working principle and the effect of the technical scheme are as follows: the medical relay teaching terminal performs distribution setting on all public interfaces to obtain the distribution quantity of the public interfaces corresponding to each hospital management terminal. Specifically, the medical relay teaching terminal defines all the public interfaces, and in order to more efficiently utilize network resources, the medical relay teaching terminal needs to define all the public interfaces, including defining parameters such as the number of interfaces, bandwidth and the like. The medical relay teaching terminal obtains the interface allocation quantity corresponding to each hospital management terminal: the medical relay teaching terminal calculates the number of interfaces required by each hospital management terminal by monitoring the quality and data transmission quantity of a communication channel between the medical relay teaching terminal and each hospital management terminal and combining the quality and the data transmission quantity of the communication channel with an interface setting model.
Meanwhile, in the process of carrying out public interface configuration on each hospital management terminal according to the public interface distribution quantity, for each hospital management terminal, the medical relay teaching terminal carries out public interface configuration according to the calculated interface quantity, so that the hospital management terminal is ensured to obtain enough interface quantity. The medical relay teaching terminal monitors the operation quality of the network interface, if the operation quality of a certain interface is found to be poor, the interface with good operation quality is switched to according to the priority of the interface, so that the communication quality between the medical relay teaching terminal and the hospital management terminal and the stability and reliability of data transmission quantity are ensured, and the problems of system failure or data loss and the like are avoided.
The mode realizes the efficient, stable and reliable data transmission and communication between the medical relay teaching terminal and the hospital management terminal through the steps of defining all public interfaces, monitoring the quality of communication channels and data transmission quantity, calculating the number of interfaces required by each hospital management terminal by using an interface setting model, switching network interfaces in real time and the like.
Through setting up hospital management terminal with medical personnel's information transmission to medical science and relay the teaching terminal, carry out data analysis through medical science and relay the teaching terminal and acquire the medical personnel who needs to carry out medical science and relay the teaching and inform, can effectively improve the medical personnel who needs to carry out medical science and relay the teaching remind efficiency and remind timeliness. The method has the advantages that the operation quality of the public interface between the hospital management terminal and the medical relay teaching terminal is monitored by utilizing the interface evaluation and interface switching modes, the data transmission efficiency is further improved by guaranteeing the operation quality of the public interface, and the reminding efficiency and timeliness of medical staff are further improved.
Meanwhile, by considering the bandwidth utilization rate of the hospital management terminal and the theoretical average utilization rate of the public interfaces, the interface setting model for calculating the interface allocation number corresponding to each hospital management terminal provided by the embodiment can improve the optimal utilization degree of resources, so that the interface number of each hospital management terminal is reasonably allocated. The model considers factors such as network throughput, bandwidth, signal-to-noise ratio, electromagnetic interference and the like between the hospital management terminal and the medical relay teaching terminal, thereby effectively improving the calculation accuracy of the number of interfaces required by each hospital management terminal and the matching between the number of interfaces and the hardware configuration parameters of the hospital management terminal, further improving the rationality of the setting of the number of public interfaces corresponding to the hospital management terminal, and avoiding the occurrence of the situation of over allocation or resource waste. And by calculating the data transmission rate and the expected bandwidth utilization rate of the public interfaces, the model can effectively improve the calculation accuracy of the number of the public interfaces required by each hospital management terminal, thereby ensuring the data transmission efficiency, the data transmission success rate and the data transmission stability of data transmission. And the number of interfaces of each hospital management terminal obtained through the model can be adjusted according to actual conditions, so that the flexibility and the expandability of the number of interfaces are greatly improved, and the system is suitable for systems with different scales and complexity.
On the other hand, the above-mentioned interface setting model provided in this embodiment considers the bandwidth utilization rate and the utilization rate of the public interface, and avoids the occurrence of low data transmission efficiency caused by network congestion by acquiring the number of interfaces required by each hospital management terminal. The number of interfaces and the number of public interfaces required by each hospital management terminal are obtained by combining various network factors between the hospital management terminal and the medical relay terminal, such as network throughput, signal-to-noise ratio, electromagnetic interference and the like, so that the occurrence of data transmission failure is avoided, namely network congestion, data transmission failure and resource waste are effectively avoided, the reliability and stability of the system are improved, and the normal operation of the system and the efficiency of data transmission are ensured.
Compared with the traditional method for carrying out interface quantity allocation setting, the technical scheme provided by the embodiment has the advantages that a plurality of factors influencing the interface allocation quantity are comprehensively considered, and a calculation formula with a simple mathematical model structure and finer granularity is adopted. The formula can more accurately calculate the interface allocation quantity between each hospital management terminal and the medical continuous education terminal, and improves the stability and the operation efficiency of the system. By quantifying and comprehensively analyzing various parameters, the technical scheme can effectively evaluate the distribution quantity of the system interfaces and the operation quality parameters of the signal interfaces. The evaluation method can improve the data transmission efficiency, the data transmission success rate and the data transmission stability of the system in practical application, and avoid the conditions of system breakdown, data loss and the like caused by the problems of insufficient number of interfaces, poor running quality and the like. Meanwhile, through the accurate control of the distribution quantity and the operation quality parameters of the interfaces, the technical scheme can also reduce the maintenance cost of the system and improve the user experience. Meanwhile, in the prior art, the number of system interface allocation and the operation quality parameter evaluation of the signal interfaces are generally based on experience and statistical data, and lack of accuracy and controllability. Meanwhile, due to the characteristics of different systems and different use environments, the applicability and reliability of the assessment method are also limited greatly. Therefore, how to realize accurate evaluation of the number of system interface assignments and signal interfaces is one of the technical problems to be solved at present. The technical scheme creatively quantifies and comprehensively analyzes various parameters, so that limitations brought by a traditional evaluation method are avoided, and the accuracy and controllability of interface quantity distribution are improved.
In one embodiment of the present invention, the interface switching module further includes:
the real-time monitoring module is used for monitoring the operation quality of the public interface in real time and obtaining operation quality parameters; wherein, the operation quality parameter is obtained by the following formula:
wherein, the liquid crystal display device comprises a liquid crystal display device,Irepresenting an operational quality parameter;I 1 representing a first parameter;I 2 representing a second parameter;A i representation ofCommon interface obtained from historical operating information of interfaceiThe benign operating period of the seed operating monitoring parameter is the proportion of the total operating period;nrepresenting the type number of the operation monitoring parameters of the public interface;Q i representing the weight coefficient corresponding to each operation monitoring parameter;E i0 representing the actual value of the operation monitoring parameter,E i a parameter threshold value indicating that the interface is in an excessive state from a good operation state to a bad operation state;
the marking module is used for marking the abnormal public interface of the public interface with the operation quality parameter exceeding the preset operation parameter threshold when the operation quality parameter exceeds the preset operation parameter threshold;
the transmission module is used for carrying out interface switching on the public interface with the abnormal public interface mark, and switching to any other public interface corresponding to the hospital management terminal for data transmission;
And the reporting module is used for extracting the public interface with the abnormal public interface mark from the medical relay teaching terminal and reporting the public interface with the abnormal public interface mark to the operation and maintenance terminal for information reminding.
The working principle and the effect of the technical scheme are as follows: on the other hand, the mode of interface evaluation and interface switching carries out operation quality monitoring on the public interface between the hospital management terminal and the medical relay teaching terminal, and then the data transmission efficiency is further improved through the mode of guaranteeing the operation quality of the public interface, and further the reminding efficiency and timeliness of medical staff are improved.
The working principle and the effect of the technical scheme are as follows: monitoring the operation quality of the public interface in real time is required to monitor the operation quality of the public interface in the operation process. A plurality of operation monitoring parameters, such as the proportion of benign operation period to total operation period, average network flow in unit time, data transmission delay time length and the like, are obtained. A comprehensive operating quality parameter I is calculated from the monitored operating monitoring parameters.
And judging whether the operation quality exceeds a preset threshold operation quality parameter I, and comparing the operation quality with the preset operation parameter threshold after calculating the operation quality parameter I. If the I exceeds the preset threshold value, the operation quality of the public interface is reduced, and the abnormal public interface is required to be marked. And carrying out automatic switching of other reliable public interfaces through the abnormal public interface mark so as to ensure the continuity and stability of data transmission. Specifically, when abnormal public interface marks appear in network interface switching, data transmission is automatically switched to any other public interface with good operation corresponding to a hospital management terminal, and the stability and continuity of data transmission are effectively improved through the automatic interface switching mode.
And meanwhile, extracting the public interface information with the abnormal public interface mark, and reporting the public interface information to the operation and maintenance terminal for information reminding. The prompt can enable operation staff to find network operation problems in time and take proper measures to solve the problems.
According to the technical scheme provided by the embodiment, the real-time monitoring index conversion performance of the public interface operation condition is improved by means of calculating the comprehensive operation quality parameter I according to the operation monitoring parameters such as average network flow in unit time, data transmission delay time length and the like by monitoring the operation quality of the public interface in real time and according to the proportion of benign operation time period to the total operation time period, so that the interface operation stability and reliability monitoring efficiency and monitoring accuracy are improved, and meanwhile, the data transmission efficiency and accuracy are improved. When the operation quality parameter exceeds a preset threshold value, the identification speed of the interface with poor operation quality can be effectively improved by marking the public interface with the operation quality parameter exceeding the preset threshold value and adopting corresponding measures for processing. The public interfaces with the abnormal public interface marks are switched to any other public interface corresponding to the hospital management terminal for data transmission, so that the normal transmission rate of data can be effectively improved, and the problem of data transmission errors or interruption caused by interface problems is avoided.
The running quality index of the public interface used by each hospital management terminal is obtained in the mode provided by the embodiment, so that the overall running state and performance of the interface are reflected, the real-time running states of different monitoring parameters can be calculated by continuously collecting the historical running information of the interface, and the performance and the state of the interface can be monitored in time. When the actual value of the monitoring parameter is close to or exceeds the critical value, the early warning of the poor running state of the interface is carried out, and measures are timely taken to avoid faults. According to the weight coefficients of different monitoring parameters, the resource allocation rationality is effectively improved, the performance and stability of the interface are optimized, the overall efficiency of the system is improved, the performance and stability of the monitoring and interface are effectively improved, and the overall efficiency and reliability of the system are improved. In addition, the conventional method for acquiring the operation quality evaluation parameters of the interface only focuses on performance indexes in a certain aspect, such as network bandwidth, transmission rate and the like. In the method, the operation quality of the interface can be more comprehensively evaluated by considering a plurality of operation monitoring parameters. And analyzing the benign operation period duty ratio of the interface through historical data, and further determining the optimal interface use time period so as to improve the system efficiency and reduce the operation cost. Meanwhile, the traditional interface operation quality evaluation parameter acquisition mode often needs to adjust preset parameters, and the method can adjust the weight coefficient and the critical value of the monitoring parameters according to actual conditions, so that the accuracy of interface operation quality evaluation and the following performance between the operation quality and the actual operation condition of the interface are further improved.
The technical scheme provided by the embodiment aims at evaluating the operation quality of the signal interface by acquiring the operation monitoring parameters of the public interface so as to identify the interface with poor operation state. Compared with the existing interface monitoring technology, the technical scheme has higher accuracy and instantaneity of interface quality monitoring, and can optimize network performance and resource utilization efficiency. According to the technical scheme, the operation quality of the signal interface is evaluated through various operation monitoring parameters, and meanwhile, the parameters are weighted, so that the accuracy and the reliability of an evaluation result are improved. Specifically, the technical scheme provided by the embodiment adopts benign operation time period proportion as one of the core indexes of interface monitoring, can more objectively reflect the actual condition of the interface, reduces misjudgment caused by emergency, and adopts various monitoring parameters including network flow, network flow floating proportion, data transmission delay time length and the like so as to improve the comprehensive evaluation of the signal interface state and more accurately identify the interface with poor operation state. The accuracy of the monitoring result can be improved by carrying out weighted average on benign operation time period proportion of each operation monitoring parameter, the reaction accuracy of the stability and the reliability of the interface can be reflected, more accurate assessment on the operation state of the interface is realized, the operation state of the interface is monitored and analyzed in real time, the timeliness of finding and repairing the bad interface is effectively improved, and the stability and the reliability of the network are ensured. In addition, for the monitoring quality of the network, the traditional method is realized through hardware such as a sensor or network equipment, but the methods have the problems of high cost, poor real-time performance and the like, and the technical scheme provided by the embodiment does not need additional hardware equipment, and can realize the monitoring of the network only through software or data processing, so that the cost and time are saved, and the method has better real-time performance.
It will be apparent to those skilled in the art that various modifications and variations can be made to the present invention without departing from the spirit or scope of the invention. Thus, it is intended that the present invention also include such modifications and alterations insofar as they come within the scope of the appended claims or the equivalents thereof.

Claims (4)

1. The big data analysis method applied to medical relay teaching is characterized by comprising the following steps:
the medical relay teaching terminal is connected with a plurality of hospital management terminals through data interaction and big data analysis to obtain medical staff needing medical relay teaching, and prompts and information publication are carried out on the hospital management terminals;
the medical relay teaching terminal monitors the running quality of a network interface between the medical relay teaching terminal and the hospital management terminal in real time, and performs network interface switching according to the running quality of the network interface;
the medical science is with a plurality of hospital management terminals through data interactive connection and big data analysis acquire the medical personnel who needs to carry out medical science and is taught to carry out suggestion and information disclosure at hospital management terminal, include:
the medical relay teaching terminal establishes data interaction connection with a plurality of hospital management terminals;
The medical relay teaching terminal acquires medical staff information contained in each hospital management terminal in real time, wherein the medical staff information comprises working time information, learning information, title information and job information;
the medical teaching terminal acquires medical staff needing medical teaching through data analysis according to the medical staff information and medical teaching policy information;
the list of medical staff needed for medical relay teaching is sent to a hospital management terminal corresponding to the hospital of the medical staff for prompting and information release;
wherein, medical science is the teaching terminal real-time supervision and is connected with the network interface operation quality between the management terminal of hospital, include:
the medical relay teaching terminal distributes and sets all public interfaces to obtain the distribution quantity of the public interfaces corresponding to each hospital management terminal;
carrying out public interface configuration on each hospital management terminal according to the public interface distribution quantity;
meanwhile, switching network interfaces according to the operation quality of the network interfaces, including:
monitoring the operation quality of the public interface in real time and obtaining operation quality parameters; wherein, the operation quality parameter is obtained by the following formula:
Wherein, the liquid crystal display device comprises a liquid crystal display device,Irepresenting an operational quality parameter;I 1 representing a first parameter;I 2 representing a second parameter;A i representing the first common interface acquired from historical operating information of the interfaceiThe benign operating period of the seed operating monitoring parameter is the proportion of the total operating period;nrepresentation dollThe number of types of operational monitoring parameters of the common interface;Q i representing the weight coefficient corresponding to each operation monitoring parameter;E i0 representing the actual value of the operation monitoring parameter,E i a parameter threshold value indicating that the interface is in an excessive state from a good operation state to a bad operation state;
when the operation quality parameter exceeds a preset operation parameter threshold, carrying out abnormal public interface marking on the public interfaces of which the operation quality parameter exceeds the preset operation parameter threshold;
carrying out interface switching on the public interface with the abnormal public interface mark, and switching to any other public interface corresponding to the hospital management terminal for data transmission;
the medical relay teaching terminal extracts the public interface with the abnormal public interface mark, and reports the public interface with the abnormal public interface mark to the operation and maintenance terminal for information reminding.
2. The big data analysis method according to claim 1, wherein the medical relay teaching terminal performs allocation setting on all the public interfaces to obtain the allocation number of the public interfaces corresponding to each hospital management terminal, and the method comprises the following steps:
The medical relay teaching terminal defines all public interfaces;
the medical relay teaching terminal acquires the quality and the data transmission quantity of a communication channel between the medical relay teaching terminal and each hospital management terminal, and acquires the interface allocation quantity corresponding to each hospital management terminal by utilizing the quality and the data transmission quantity of the communication channel in combination with an interface setting model;
the interface setting model is as follows:
wherein, the liquid crystal display device comprises a liquid crystal display device,Nrepresenting the interface allocation quantity corresponding to each hospital management terminal; int []Representing an upward rounding;C max representing a list between each hospital management terminal and a medical relay teaching terminalThe maximum data transmission amount in the bit time is 1min-3min in the unit time;Lrepresenting the data transfer rate of a single common interface;Srepresenting the bandwidth utilization rate corresponding to each hospital management terminal;αrepresenting a theoretical average utilization of each common interface;βindicating a desired bandwidth utilization;Trepresenting network throughput between a hospital management terminal and a medical relay terminal;Brepresenting the bandwidth corresponding to the hospital management terminal;SNRrepresenting the signal receiving signal-to-noise ratio corresponding to the hospital management terminal;V 1 representing average interference voltage of network electronic equipment in an area of a server corresponding to a hospital management terminal in unit time of electromagnetic interference signals of the server; V 2 The control voltage signal value generated by the corresponding server of the hospital management terminal when the single public interface is controlled to operate is represented.
3. A big data analysis system for medical relay teaching, the big data analysis system comprising:
the big data analysis module is used for acquiring medical staff needing medical relay teaching through data interaction connection and big data analysis between the medical relay teaching terminal and the plurality of hospital management terminals, and prompting and information publishing are carried out on the hospital management terminals;
the interface switching module is used for monitoring the running quality of a network interface between the medical relay teaching terminal and the hospital management terminal in real time and switching the network interface according to the running quality of the network interface;
wherein, big data analysis module includes:
the connection module is used for establishing data interaction connection between the medical relay teaching terminal and the plurality of hospital management terminals;
the medical relay teaching terminal is used for acquiring medical staff information contained in each hospital management terminal in real time, wherein the medical staff information comprises working time information, learning information, title information and job information;
the data analysis module is used for acquiring medical staff needing medical relay teaching through data analysis according to the medical staff information and medical relay teaching policy information by the medical relay teaching terminal;
The information prompt module is used for sending the list of medical staff needed to carry out medical relay teaching to a hospital management terminal corresponding to the hospital of the medical staff for prompt and information release;
wherein, the interface switching module includes:
the number distribution module is used for carrying out distribution setting on all public interfaces by the medical relay teaching terminal and obtaining the distribution number of the public interfaces corresponding to each hospital management terminal;
the configuration module is used for carrying out common interface configuration on each hospital management terminal according to the common interface distribution quantity;
meanwhile, the interface switching module further includes:
the real-time monitoring module is used for monitoring the operation quality of the public interface in real time and obtaining operation quality parameters; wherein, the operation quality parameter is obtained by the following formula:
wherein, the liquid crystal display device comprises a liquid crystal display device,Irepresenting an operational quality parameter;I 1 representing a first parameter;I 2 representing a second parameter;A i representing the first common interface acquired from historical operating information of the interfaceiThe benign operating period of the seed operating monitoring parameter is the proportion of the total operating period;nrepresenting the type number of the operation monitoring parameters of the public interface;Q i representing the weight coefficient corresponding to each operation monitoring parameter; E i0 Representing the actual value of the operation monitoring parameter,E i a parameter threshold value indicating that the interface is in an excessive state from a good operation state to a bad operation state;
the marking module is used for marking the abnormal public interface of the public interface with the operation quality parameter exceeding the preset operation parameter threshold when the operation quality parameter exceeds the preset operation parameter threshold;
the transmission module is used for carrying out interface switching on the public interface with the abnormal public interface mark, and switching to any other public interface corresponding to the hospital management terminal for data transmission;
and the reporting module is used for extracting the public interface with the abnormal public interface mark from the medical relay teaching terminal and reporting the public interface with the abnormal public interface mark to the operation and maintenance terminal for information reminding.
4. The big data analysis system of claim 3, wherein the quantity allocation module comprises:
the definition module is used for defining all public interfaces by the medical relay teaching terminal;
the distribution module is used for acquiring the communication channel quality and the data transmission quantity between the medical relay teaching terminal and each hospital management terminal, and acquiring the interface distribution quantity corresponding to each hospital management terminal by utilizing the communication channel quality and the data transmission quantity in combination with an interface setting model;
The interface setting model is as follows:
wherein, the liquid crystal display device comprises a liquid crystal display device,Nrepresenting the interface allocation quantity corresponding to each hospital management terminal; int []Representing an upward rounding;C max representing the maximum data transmission quantity in unit time between each hospital management terminal and the medical relay teaching terminal, wherein the value range of the unit time is 1min-3min;Lrepresenting the data transfer rate of a single common interface;Srepresenting the bandwidth utilization rate corresponding to each hospital management terminal;αrepresenting a theoretical average utilization of each common interface;βindicating a desired bandwidth utilization;Trepresenting network throughput between a hospital management terminal and a medical relay terminal;Brepresenting the bandwidth corresponding to the hospital management terminal;SNRrepresenting the signal receiving signal-to-noise ratio corresponding to the hospital management terminal;V 1 representing average interference voltage of network electronic equipment in an area of a server corresponding to a hospital management terminal in unit time of electromagnetic interference signals of the server;V 2 the control voltage signal value generated by the corresponding server of the hospital management terminal when the single public interface is controlled to operate is represented.
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