Medicine cold chain online fast verification system and real-time data processing and intelligent analysis method thereof

Abstract

The invention is suitable for the field of data processing and analysis, and provides a medicine cold chain on-line fast verification system and a real-time data processing and intelligent analysis method thereof.The medicine cold chain on-line fast verification system has the beneficial effects that the medicine cold chain on-line fast verification system comprises a wireless temperature and humidity recorder, an intelligent management host and upper computer server platform software, and the wireless temperature and humidity recorder adopts an SHT40 sensor; the wireless management host receives encrypted data of the recorder, then transfers the encrypted data to the W25Q256JVEIQ storage chip, and encrypts and uploads collected environment parameters and equipment state information to the upper computer server, an online real-time verification technology is introduced, instant monitoring and response to overtemperature early warning can be achieved, rapid deviation correction can be achieved, repeated verification of traditional offline verification is avoided, and the verification efficiency is improved. And the verification period is greatly shortened. The automatic data processing system realizes full-chain unmanned intervention, reduces manual operation time, guarantees data authenticity, and improves verification efficiency and result objectivity.

Description

Technical Field

[0001] The present invention belongs to the field of data processing and analysis, and particularly relates to a pharmaceutical cold chain online fast verification system and its real-time data processing and intelligent analysis method. Background Art

[0002] In the pharmaceutical industry, the quality of the drug storage environment directly affects drug safety, effectiveness, and patient medication safety. The verification of the drug storage environment is not only crucial for ensuring drug quality but also a necessary measure for pharmaceutical enterprises to comply with regulatory standards. However, there are many problems in the current drug storage environment verification technology, seriously affecting the timeliness, accuracy, and authenticity of verification, and restricting the development of the pharmaceutical cold chain industry.

[0003] The traditional offline verification mode has poor timeliness. It is necessary to wait for all temperature data to be collected before analysis. Once an over-temperature event occurs, the entire collection cycle has to start over. Moreover, environmental diagnosis also relies on manual operation. Before verification, it is necessary to manually comprehensively check and evaluate the storage environment, which not only easily misses potential problems but also greatly increases labor costs and time consumption, affecting the verification progress. At the same time, the traditional verification point layout and operation records are also very cumbersome and error-prone. The verification point layout requires manual manual coding of meters and numbering, and the process is complex and prone to errors. The key operation times such as opening the door and power off rely on manual copying, which is prone to errors and affects the accuracy of the verification results.

[0004] To solve the above problems, it is urgent to develop a pharmaceutical cold chain online fast verification system and its real-time data processing and intelligent analysis method to provide strong support for the development of the pharmaceutical cold chain industry. Summary of the Invention

[0005] The purpose of the embodiments of the present invention is to provide a pharmaceutical cold chain online fast verification system and its real-time data processing and intelligent analysis method, aiming to solve the problems raised in the above background art.

[0006] The embodiments of the present invention are implemented as follows. A pharmaceutical cold chain online fast verification system, the system includes: a wireless temperature and humidity recorder, an intelligent management host, and a host computer server platform software. The wireless temperature and humidity recorder uses an SHT40 sensor to accurately capture and store the temperature and humidity data of the surrounding environment in a W25Q32JVSSIQ storage chip, and through a preset wake-up mechanism, uses Frequency-Shift Keying modulation technology to securely encrypt and send data signals on the 433MHz frequency band to the wireless management host; after receiving the encrypted data of the recorder, the wireless management host transfers it to a W25Q256JVEIQ storage chip and encrypts and uploads the collected environmental parameters and device status information to the host computer server.

[0007] As a further solution of the present invention, the host computer server software platform consists of a PC terminal and a mobile phone mini-program terminal, which is used to independently set verification inspection conditions for each verification order, connect to the GSP temperature and humidity automatic monitoring system at the customer site, capture and analyze the environmental temperature and humidity data and the operation status information of facilities and equipment of the verification object, screen out the objects that do not meet the initial verification conditions and mark them for reminder. The mobile phone mini-program terminal is also equipped with a verification preparation reminder function and a short message notification mechanism.

[0008] As a still further solution of the present invention, both the PC terminal and the mobile phone mini-program terminal have the function of intelligent data reuse. After the first verification is completed, the basic data information of the verification object is automatically stored in the cloud database and can be retrieved with one key during subsequent verifications.

[0009] As a yet further solution of the present invention, the pharmaceutical cold chain online quick verification system uses data analysis technology to mine and model historical verification data, defines the key points in each model, and when receiving and processing environmental data in real time, intelligently matches the instrument trend information with the pre-established verification data model, and performs a secondary verification and a third verification combined with the layout diagram to achieve precise positioning of the position and status of the verification instrument.

[0010] As a further solution of the present invention, after the pharmaceutical cold chain online quick verification system captures the environmental data of the verification object, it draws a data chart, obtains the environmental change trend, identifies and separates the key time trend chart according to the actual operation timeline at the verification site, marks the key operation time, temperature and events, and calculates and analyzes the uniformity, fluctuation degree and deviation degree of the verification object by using a preset function formula, and automatically judges and generates an analysis conclusion according to a preset verification model.

[0011] As a further solution of the present invention, the pharmaceutical cold chain online quick verification system has a one-key assembly report function. After confirming that the verification production materials are complete, it starts the material review process. After the review is passed, it triggers the one-key assembly report function to integrate the core information of the verification object into a pre-set verification report template.

[0012] As a further solution of the present invention, a real-time data processing and intelligent analysis method includes the following steps: a wireless temperature and humidity recorder collects and stores temperature and humidity data, encrypts and sends the data to a wireless management host through a specific modulation technology, the wireless management host receives, transfers and stores the data and uploads it to the host computer server, and the host computer server receives, decrypts the data and stores and displays it.

[0013] As a further solution of the present invention, the host computer server software platform sets verification inspection conditions, connects to the GSP temperature and humidity automatic monitoring system to obtain and analyze data, screens out the objects that do not meet the initial conditions and gives a reminder, and the mini-program terminal provides a verification preparation reminder and automatically sends a short message notification after the inspection is completed.

[0014] As a further solution of the present invention, after the first verification, the basic data information of the verification object is stored in the cloud database, and it can be retrieved with one key during subsequent verifications.

[0015] As a further solution of the present invention, after capturing the environmental data, a chart is drawn to obtain the trend, the key time trend chart is identified and separated, the key information is marked, the key performance indicators are calculated and analyzed, and the analysis conclusion is judged and generated according to the preset verification model.

[0016] A pharmaceutical cold chain online fast verification system and its real-time data processing and intelligent analysis method provided by an embodiment of the present invention can instantaneously monitor and respond to over-temperature warnings and quickly take corrective measures by introducing online real-time verification technology, avoiding repeated verifications caused by over-temperature events in the traditional offline verification mode, significantly shortening the verification cycle. The automated data processing system realizes unmanned intervention in the whole chain from data collection, transfer, storage to analysis, greatly reducing the manual operation time and improving the overall efficiency of the verification process. The fully automated data processing system effectively eliminates the interference of human factors on the authenticity of data, ensuring the objectivity and accuracy of the verification results. The in-depth data analysis technology can comprehensively capture the environmental data of the verification object and intelligently identify the key time trend chart, accurately marking the operation time, temperature and events that need special attention, not only improving the efficiency and accuracy of the verification process, but also promoting the standardization and scientific development of pharmaceutical cold chain management through the standardized and automated verification process, providing a more solid guarantee for the quality and safety of drugs. BRIEF DESCRIPTION OF THE DRAWINGS

[0017] Figure 1 It is the cold storage layout diagram of a pharmaceutical cold chain online fast verification system in an embodiment of the present invention.

[0018] Figure 2 It is the Originpro curve analysis software diagram of a pharmaceutical cold chain online fast verification system in an embodiment of the present invention. DETAILED DESCRIPTION OF THE EMBODIMENTS

[0019] In order to make the objectives, technical solutions and advantages of the present invention clearer, the present invention will be further described in detail below with reference to the drawings and embodiments. It should be understood that the specific embodiments described herein are only used to explain the present invention, and are not used to limit the present invention.

[0020] The following describes the specific implementation of the present invention in detail with reference to specific embodiments.

[0021] A pharmaceutical cold chain online fast verification system and its real-time data processing and intelligent analysis method provided by the present invention solve the technical problems in the background art.

[0022] A pharmaceutical cold chain online quick verification system provided for an embodiment of the present invention, the system comprising:

[0023] A wireless temperature and humidity recorder, an intelligent management host, and a host computer server platform software. The wireless temperature and humidity recorder uses an SHT40 sensor to accurately capture and store the temperature and humidity data of the surrounding environment in a W25Q32JVSSIQ storage chip, and through a preset wake-up mechanism, uses Frequency-Shift Keying modulation technology to securely encrypt and send data signals to the wireless management host on the 433MHz frequency band; after receiving the encrypted data from the recorder, the wireless management host transfers it to a W25Q256JVEIQ storage chip and encrypts and uploads the collected environmental parameters and device status information to the host computer server.

[0024] When this embodiment is applied, first, necessary preparation work is carried out on the verification object (such as a cold storage, a refrigerated truck, etc.), including hanging the wireless temperature and humidity recorder according to the preset layout rules. Once the hanging of the recorder is completed and confirmed to be correct, the verification process can be started.

[0025] After starting the verification, the verification personnel can quickly access the quick verification system through the mobile phone WeChat mini-program. The interface of this mini-program is user-friendly and the operation is convenient, and it can display various key data of the verification object in real time. Specifically, the verification personnel can view the temperature and humidity data of the current verification object in real time, which are accurately collected by the wireless temperature and humidity recorder and transmitted to the host computer server in real time through the wireless management host. The mini-program interface not only displays the current real-time data, but also provides a historical data query function, allowing users to view the verification data of any past time period for comparison and analysis.

[0026] In addition, the mini-program also has a powerful data visualization function, which can generate and display the historical trend chart of the verification object. These trend charts intuitively present the temperature and humidity change trends of the verification object during the verification period, helping the verification personnel quickly identify potential problem areas or abnormal events. For example, through the trend chart, the verification personnel can clearly see the impact of key operations such as opening the door and power-off on the temperature and humidity of the verification object, as well as the effect of the corrective measures taken by the system.

[0027] During the verification process, if the system detects any abnormality or over-temperature warning, it will immediately prompt the verification personnel through the mini-program. The verification personnel can quickly take corrective measures according to the warning information, such as adjusting the refrigeration parameters, closing unnecessary door-opening operations, etc., to ensure that the temperature and humidity of the verification object always remain within the specified range.

[0028] The entire verification process achieves a high degree of automation and intelligence, not only significantly improving the verification efficiency, but also ensuring the authenticity and accuracy of verification data. After the verification is completed, the system will automatically generate a detailed verification report, including the basic information of the verification object, on-site photos, point analysis images, operation time records, and the analysis results of key performance indicators, etc. The verification personnel can complete the entire verification process by simply exporting the report with one click through the mini-program or PC terminal.

[0029] As a preferred embodiment of the present invention, the host computer server software platform is composed of a PC terminal and a mobile phone mini-program terminal, and is used to independently set verification inspection conditions for each verification order, connect to the GSP temperature and humidity automatic monitoring system at the customer site, capture and analyze the environmental temperature and humidity data of the verification object and the operation status information of facilities and equipment, screen out the objects that do not meet the initial verification conditions and mark them for reminder. The mobile phone mini-program terminal also has a verification preparation reminder function and a short message notification mechanism;

[0030] When this embodiment is applied, the host computer server software platform is composed of a PC terminal and a mobile phone mini-program terminal, and is used to independently set verification inspection conditions for each verification order, connect to the GSP temperature and humidity automatic monitoring system at the customer site, capture and analyze the environmental temperature and humidity data of the verification object and the operation status information of facilities and equipment, screen out the objects that do not meet the initial verification conditions and mark them for reminder. The mobile phone mini-program terminal also has a verification preparation reminder function and a short message notification mechanism.

[0031] As a preferred embodiment of the present invention, both the PC terminal and the mobile phone mini-program terminal have the function of intelligent data reuse. After the first verification is completed, the basic data information of the verification object is automatically stored in the cloud database, and can be retrieved with one click during subsequent verifications;

[0032] When this embodiment is applied, the intelligent data reuse function is an important innovation point for improving the verification work efficiency of this system. After a pharmaceutical company completes the first verification of a certain type of cold storage, the system will automatically store all the basic data information of this cold storage, including area, volume, data acquisition frequency, temperature control range, technical parameters of refrigeration equipment, etc., in the cloud database. When subsequent verification of this cold storage is required, the operator does not need to manually fill in these cumbersome basic data information again. Just click the one-click retrieval function on the PC terminal or the mobile phone mini-program terminal, and the system can quickly obtain the relevant information from the cloud database and automatically fill it into the verification form. This function not only saves a large amount of time and labor costs, but also avoids errors that may occur due to manual filling, ensuring the consistency and accuracy of verification data. Through the efficient data reuse mechanism, pharmaceutical companies can carry out verification work more conveniently, improve work efficiency, and devote more energy to the core work of drug quality assurance.

[0033] As a preferred embodiment of the present invention, the online fast verification system for pharmaceutical cold chain uses data analysis technology to mine and model historical verification data, defines key points in each model, and when receiving and processing environmental data in real time, intelligently matches the instrument trend information with the pre-established verification data model, and performs secondary verification and a third verification combined with the layout diagram to achieve precise positioning of the position and status of the verification instrument;

[0034] It should be understood that the verification data model positioning technology is one of the key technologies of this system. The system deeply mines and models the historical verification data of more than 200,000 verification objects, and precisely defines the key points in each model. During continuous operation, the system receives the environmental data of each cold storage in real time. When new data is received, first, the instrument trend information in the data is intelligently matched with the pre-established verification data model to quickly and accurately confirm the category to which the data belongs. Then, the system executes a strict secondary verification process to verify the rationality and consistency of the data to ensure the reliability of the data. Next, a third verification is carried out in combination with the detailed layout diagram of the cold storage, which can not only further confirm the accuracy of the data, but also accurately locate the specific area and position of each instrument in the cold storage. For example, through these three-layer verification mechanisms, it can be determined that a temperature-abnormal instrument is located in the corner of the cold storage, which is convenient for the staff to timely investigate the root cause of the problem and take effective solutions to ensure the normal operation of the cold storage and the storage quality of drugs.

[0035] As a preferred embodiment of the present invention, after the online fast verification system for pharmaceutical cold chain captures the environmental data of the verification object, it draws a data chart, obtains the environmental change trend, identifies and separates the key time trend chart according to the actual operation timeline at the verification site, marks the key operation time, temperature and events, and calculates and analyzes the uniformity, fluctuation degree and deviation degree of the verification object by using a preset function formula, and automatically judges and generates an analysis conclusion according to a preset verification model;

[0036] When this embodiment is applied, in terms of data analysis and evaluation of the verification object, this system demonstrates powerful functions. Taking a transport vehicle as an example, after the system comprehensively captures the environmental data of the vehicle during transportation in the verification process, it uses the high-performance NVIDIA A10 graphics card equipped in the server to quickly draw detailed data charts in the background, intuitively showing the temperature change trend during transportation. Based on the actual operation timeline, the system intelligently identifies and separates the key time trend charts, and at the same time accurately marks the time of key operations such as the vehicle opening and closing doors, the temperature at that time, and the event description, providing a clear reference basis for subsequent analysis. Subsequently, the system uses function formulas to deeply calculate and analyze key performance indicators such as the uniformity, fluctuation degree, and deviation degree inside the vehicle. After the calculation is completed, the system will automatically judge according to the industry verification standard model, quickly generate a detailed analysis conclusion, including trend charts, calculation tables, and specific rectification suggestions for the problems existing in the vehicle, such as adjusting the operating parameters of the refrigeration equipment. Through these analysis results, users can comprehensively understand the environmental conditions during transportation, timely discover potential problems and take improvement measures to ensure the quality and safety of drugs during transportation.

[0037] As another preferred embodiment of the present invention, the pharmaceutical cold chain online quick verification system has a one-key assembly report function. After confirming that the verification production materials are complete, it starts the material review process. After the review is passed, it triggers the one-key assembly report function to integrate the core information of the verification object into a pre-set verification report template;

[0038] When this embodiment is applied, the one-key assembly report function greatly simplifies the cumbersome process of traditional manual report writing. After completing the verification of a batch of drug storage warehouses, the system will automatically confirm whether all verification production materials are complete. When the materials are complete, the operator can easily start the material review process on the applet interface. The system will automatically review the materials. Once the review is passed, the operator can trigger the "one-key assembly report" function. At this time, the system will automatically identify and intercept any missing or incorrectly filled information to ensure the accuracy of the report. When performing the one-key assembly operation, the system will efficiently integrate the basic information of the warehouse, the photos and sample details collected on-site, the detailed analysis images of each on-site point, the specific point location coordinates, the specific time records of the operation execution, and the key point trend charts, etc., as well as the evaluation results and comprehensive analysis conclusions of key performance indicators such as the uniformity, volatility, and deviation degree of the warehouse, into a pre-set verification report template to generate a complete and standardized verification report. This function not only improves the efficiency of report generation but also ensures the quality and standardization of the report, providing great convenience for users.

[0039] As another preferred embodiment of the present invention, a real-time data processing and intelligent analysis method, the method comprising the following steps: a wireless temperature and humidity recorder collects and stores temperature and humidity data, encrypts and sends the data to a wireless management host through a specific modulation technique, the wireless management host receives, transfers and stores the data and uploads it to a host computer server, and the host computer server receives, decrypts the data and stores and displays it;

[0040] When this embodiment is applied, in terms of real-time data processing and display, taking a pharmaceutical distribution center as an example, the system realizes uninterrupted collection of temperature and humidity data in each storage area through wireless temperature and humidity recorders. These recorders are distributed at various key positions in the distribution center, accurately capture temperature and humidity changes, and store the data. When the preset sending time is reached, the recorder encrypts and sends the data to the wireless management host through FSK modulation technology. After receiving the data, the wireless management host transfers and stores the data and uploads the data to the host computer server through WIFI communication according to the network condition. After receiving and decrypting the data, the host computer server stores the data in the database and displays the temperature and humidity changes in each area in real time on the monitoring interface. This enables managers to understand the environmental conditions of the distribution center at any time, promptly discover abnormal situations and take corresponding measures, ensuring the quality and safety of drugs during the distribution process, and realizing real-time data processing and efficient display.

[0041] As another preferred embodiment of the present invention, the host computer server software platform sets verification and inspection conditions, docks with the GSP temperature and humidity automatic monitoring system to obtain and analyze data, screens out objects that do not meet the initial conditions and gives a reminder, and the small program end provides a verification preparation reminder and automatically sends a text message notification after the inspection is completed.

[0042] When this embodiment is applied, the host computer server software platform plays an important role in the verification of the drug storage environment of chain pharmacies. Before verification, staff can set verification and inspection conditions suitable for the drug storage environment of the pharmacy on the PC side, which fully consider the characteristics of the pharmacy's refrigerated cabinets and the requirements of drug storage. The platform automatically docks with the pharmacy's GSP temperature and humidity automatic monitoring system to obtain real-time temperature and humidity data of the refrigerated cabinets and equipment operation status information. Through system analysis, problems such as the temperature of some refrigerated cabinets exceeding the set range can be discovered in a timely manner and staff can be reminded on the interface. At the same time, the mobile phone small program end also reminds staff of preparation matters such as checking whether the backup power supply of the refrigerated cabinets is normal to ensure the smooth progress of the verification work. When all preparatory work is completed, the system automatically sends a text message notification to the person in charge of the pharmacy, informing that the verification conditions have been checked, providing a convenient and efficient solution for the verification of the drug storage environment of chain pharmacies, and effectively ensuring the quality and safety of drugs.

[0043] As another preferred embodiment of the present invention, after the first verification, the basic data information of the verification object is stored in the cloud database, and can be retrieved with one key during subsequent verifications;

[0044] When this embodiment is applied, in the verification work of the clean room in the production workshop of a pharmaceutical manufacturing enterprise, the intelligent data reuse function of the system has played a significant advantage. After the enterprise completes the first verification of the clean room, the system will automatically store the basic data information of the clean room, such as area, cleanliness level, air flow rate, temperature and humidity control range, etc. in the cloud database. When verifying the clean room again later, the operator only needs to retrieve the relevant data with one key on the PC side to quickly complete the preparatory work before verification. This function avoids repetitive labor, improves the efficiency and accuracy of the verification work. At the same time, it ensures the continuity and consistency of the verification data, provides strong support for the production quality management of the enterprise, and helps the enterprise better meet the quality standards and regulatory requirements of drug production.

[0045] As another preferred embodiment of the present invention, after capturing environmental data, draw charts to obtain trends, identify and mark key information on the key time trend chart, calculate and analyze key performance indicators, and judge and generate an analysis conclusion based on a preset verification model.

[0046] When this embodiment is applied, in the analysis and evaluation of the verification data of a pharmaceutical cold storage, the system has demonstrated powerful capabilities. After the system captures the environmental data of the cold storage, it uses the graphics card to draw intuitive data charts, clearly showing the temperature change trends of the cold storage at different time periods. Based on the operation records, the system accurately identifies the trend charts at key time points such as the start and stop of the cold storage refrigeration equipment and marks the relevant information, providing a clear direction for subsequent analysis. Then, the system uses function formulas to calculate key performance indicators such as the uniformity and fluctuation degree of the cold storage, and judges the operation status of the cold storage based on the industry standard model to generate detailed analysis conclusions. These analysis conclusions not only provide data support for the optimization of the cold storage, but also help the enterprise timely discover problems existing in the cold storage, such as uneven temperature distribution and excessive fluctuations, so as to take targeted improvement measures to improve the operation efficiency of the cold storage and the quality of drug storage, and ensure the safety and effectiveness of drugs.

[0047] In order to enable the above methods and systems to run smoothly, in addition to including the above various modules, the system may also include more or fewer components than described above, or combine certain components, or different components. For example, it may include input and output devices, network access devices, buses, processors, and memories, etc.

[0048] The so-called processor may be a central processing unit, or may also be other general-purpose processors, digital signal processors, application-specific integrated circuits, off-the-shelf programmable gate arrays or other programmable logic devices, discrete gate or transistor logic devices, discrete hardware components, etc. The general-purpose processor may be a microprocessor or the processor may also be any conventional processor, etc. The above-mentioned processor is the control center of the above-mentioned system, connecting various parts through various interfaces and lines.

[0049] The technical features of the above-described embodiments can be combined arbitrarily. For the sake of brevity of description, not all possible combinations of the technical features in the above-described embodiments are described. However, as long as there is no contradiction in the combination of these technical features, it should be considered as the scope described in this specification.

[0050] The above-described embodiments merely represent several implementation manners of the present invention. The description thereof is relatively specific and detailed, but it should not be construed as a limitation on the scope of the patent for the present invention. It should be noted that for those of ordinary skill in the art, without departing from the concept of the present invention, several modifications and improvements can still be made, and these all belong to the protection scope of the present invention. Therefore, the protection scope of the patent for the present invention should be subject to the appended claims.

[0051] The foregoing is only a preferred embodiment of the present invention and is not intended to limit the present invention. Any modifications, equivalent replacements, improvements, etc. made within the spirit and principle of the present invention shall be included within the protection scope of the present invention.

Claims

1. A pharmaceutical cold chain online fast verification system, characterized in that: The system includes: a wireless temperature and humidity recorder, an intelligent management host and a host server platform software. The wireless temperature and humidity recorder adopts an SHT40 sensor to accurately capture and store the temperature and humidity data of the surrounding environment in a W25Q32JVSSIQ storage chip, and through a preset wake-up mechanism, uses Frequency-Shift Keying modulation technology to securely encrypt and send data signals to the wireless management host on the 433MHz frequency band; the wireless management host receives the encrypted data of the recorder and transfers it to the W25Q256JVEIQ storage chip, and encrypts and uploads the collected environmental parameters and equipment status information to the host server.

2. The pharmaceutical cold chain online fast verification system according to claim 1 is characterized in that: The host server software platform consists of a PC and a mobile app, which is used to independently set verification inspection conditions for each verification order, connect to the GSP temperature and humidity automation monitoring system at the customer's site, capture and analyze the environmental temperature and humidity data of the verification object, and the operating status information of facilities and equipment, screen out objects that do not meet the initial verification conditions and identify them for reminder. The mobile app also has a verification preparation reminder function and a text message notification mechanism.

3. The pharmaceutical cold chain online fast verification system according to claim 1 is characterized in that: Both the PC and the mobile app have intelligent data reuse functions. After the first verification is completed, the basic data information of the verification object is automatically stored in the cloud database and can be retrieved with one click during subsequent verification.

4. The pharmaceutical cold chain online fast verification system according to claim 1 is characterized in that: The pharmaceutical cold chain online fast verification system uses data analysis technology to mine and model historical verification data, define key points in each model, and intelligently match instrument trend information with pre-established verification data models when receiving and processing environmental data in real time. It also performs secondary verification and a third verification combined with a layout diagram to achieve accurate positioning of the location and status of verification instruments.

5. The pharmaceutical cold chain online rapid verification system according to claim 4 is characterized in that: After capturing the environmental data of the verification object, the pharmaceutical cold chain online fast verification system draws data charts to obtain environmental change trends, identifies and separates key time trend charts based on the actual operation timeline of the verification site, marks key operation times, temperatures and events, and uses preset function formulas to calculate and analyze the uniformity, fluctuation and deviation of the verification object, and automatically judges and generates analysis conclusions based on the preset verification model.

6. The pharmaceutical cold chain online rapid verification system according to claim 4, characterized in that: The pharmaceutical cold chain online fast verification system has a one-click report assembly function. After confirming that the verified production data is complete, the data review process is started. After the review is passed, the one-click report assembly function is triggered to integrate the core information of the verification object into the pre-set verification report template.

7. A real-time data processing and intelligent analysis method, using the pharmaceutical cold chain online fast verification system as described in claims 1-6, characterized in that: The method comprises the following steps: a wireless temperature and humidity recorder collects and stores temperature and humidity data, encrypts and sends the data to a wireless management host through a specific modulation technology, the wireless management host receives and transfers the data and uploads it to a host server, and the host server receives and decrypts the data and stores and displays it.

8. The real-time data processing and intelligent analysis method according to claim 7, characterized in that: The host server software platform sets the verification and inspection conditions, connects to the GSP temperature and humidity automation monitoring system to obtain and analyze data, screens out objects that do not meet the initial conditions and gives reminders. The mini program provides verification preparation reminders and automatically sends SMS notifications after the inspection is completed.

9. The real-time data processing and intelligent analysis method according to claim 7, characterized in that: After the first verification, the basic information of the verification object will be stored in the cloud database and can be retrieved with one click during subsequent verification.

10. The real-time data processing and intelligent analysis method according to claim 7, characterized in that: After capturing environmental data, draw charts to obtain trends, identify and separate key time trend charts and mark key information, calculate and analyze key performance indicators, and judge and generate analysis conclusions based on preset verification models.

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