Intelligent hazardous chemical substance storage and transportation system
Through the design of the intelligent hazardous chemical storage and transportation system and the integration of a variety of monitoring technologies, the problems of insufficient information islands, insufficient real-time monitoring, lagging emergency response and lack of intelligent decision-making in the existing system are solved, and the comprehensive real-time monitoring and management of the hazardous chemical storage and transportation process are achieved, which significantly improves safety and management efficiency.
Patent Information
- Application Number
- CN202411895297.2
- Authority / Receiving Office
- CN · China
- Patent Type
- Applications(China)
- Current Assignee / Owner
- Filing Date
- 2024-12-21
- Publication Date
- 2025-04-18
AI Technical Summary
The existing hazardous chemical storage and transportation management system has problems such as information islands, insufficient real-time monitoring, lagging emergency response and lack of intelligent decision-making, resulting in low safety and management efficiency of hazardous chemical storage and transportation processes.
An intelligent hazardous chemical storage and transportation system was designed. Through the three-layer structure of the perception layer, the data processing layer and the application layer, it integrates various monitoring technologies such as RFID automatic identification, environmental monitoring, video monitoring and behavioral analysis to achieve real-time monitoring and management of the entire process of hazardous chemical storage and transportation.
It has achieved comprehensive real-time monitoring of hazardous chemical storage and transportation processes, timely early warning and emergency response, improved the safety and management efficiency of the storage and transportation process, and reduced human errors and safety hazards.
Smart Images

Figure CN119850066A_ABST
Abstract
Description
Technical Field
[0001] The present invention relates to the technical field of storage and transportation of hazardous chemicals, and in particular to an intelligent storage and transportation system for hazardous chemicals. Background Art
[0002] With the accelerated advancement of industrialization, hazardous chemicals (hazardous chemicals) play an indispensable role in many industries such as chemical, petroleum, metallurgy, and medicine. Due to the high-risk characteristics of hazardous chemicals, their safe management during storage, transportation, and use is particularly important. Once improper management or accidents occur, it may cause serious casualties, environmental pollution, property losses, and even have a long-term impact on society. Therefore, how to efficiently and accurately monitor and manage hazardous chemicals throughout the process has become a technical problem that needs to be solved urgently.
[0003] At present, although there are a variety of technologies for monitoring and management of hazardous chemicals during storage and transportation, there are still a series of technical problems. First, the monitoring of hazardous chemicals during storage and transportation mostly relies on a single monitoring method, such as temperature and humidity monitoring, gas leak detection, RFID tag identification, etc. Although these technologies can achieve their respective functions, they often lack system integration and data sharing, resulting in serious information islands between different systems. It is difficult for managers to obtain multi-faceted real-time data on a unified platform, resulting in the inability to form a comprehensive and real-time hazardous chemicals monitoring and management view, affecting the safety of hazardous chemicals storage and transportation.
[0004] Secondly, although the existing system has certain real-time monitoring capabilities, its response capabilities to emergencies are still insufficient. The storage environment of hazardous chemicals is affected by many factors such as temperature, humidity, and gas concentration. Abnormal fluctuations in these parameters may lead to safety accidents. However, when abnormalities occur, many systems can only rely on a single alarm mechanism, making it difficult to form effective multi-level responses and preventive measures. At the same time, the existing emergency response mechanism is usually lagging behind and cannot provide managers with targeted emergency instructions and treatment plans in a timely manner, thereby delaying the timing of emergency treatment and exacerbating the severity of the accident.
[0005] In addition, the information recording and tracing during the storage and transportation of hazardous chemicals rely on manual operations, which not only easily leads to incomplete or erroneous records, but also lacks automated tracing and log management functions. In the event of an accident, it is impossible to quickly trace the responsible link, which makes it difficult to define responsibility and also affects the handling and analysis of subsequent accidents. Traditional systems generally lack cross-departmental and cross-system data sharing and real-time analysis capabilities, and are unable to respond to management needs in a timely manner, resulting in delayed information transmission and affecting the overall safety supervision effect.
[0006] Therefore, although the introduction of emerging technologies such as the Internet of Things, big data, and artificial intelligence has brought new hope to the storage and transportation management of hazardous chemicals, the existing technologies still have obvious deficiencies in system integration, intelligent decision-making, and emergency response. To solve these problems, there is an urgent need for an intelligent hazardous chemical storage and transportation system that integrates multiple advanced technologies, which can achieve all-round information integration, real-time monitoring, intelligent decision-making, and emergency response, and improve the safety, transparency, and management efficiency of the storage and transportation process, thereby ensuring the safety and efficient operation of hazardous chemical storage and transportation throughout the process. Summary of the invention
[0007] In view of the shortcomings of the prior art, the present invention provides an intelligent hazardous chemicals storage and transportation system, which aims to solve the problems of information islands, insufficient real-time monitoring, delayed emergency response and lack of intelligent decision-making in the existing hazardous chemicals storage and transportation management system.
[0008] To achieve the above objectives, the present invention is implemented through the following technical solutions: an intelligent hazardous chemicals storage and transportation system, including a perception layer, configured with an RFID automatic identification module, an environmental monitoring module, and a video monitoring and behavior analysis module; The data processing layer is equipped with a data acquisition gateway, a data storage platform, and a data processing and analysis module; The application layer is equipped with a management platform, intelligent early warning and alarm system, intelligent decision support system, and report generation and data archiving system; The layers are connected via a communication network to achieve real-time monitoring and management of the entire process of hazardous chemicals storage and transportation; Through the above technical solution, through the three-layer structure of perception layer, data processing layer and application layer, real-time monitoring, data transmission and processing of all links in the storage and transportation of hazardous chemicals are ensured. The perception layer is responsible for collecting relevant data on the environment and items, the data processing layer performs data storage and analysis, and the application layer provides efficient decision-making and alarm functions, thereby realizing full-process intelligent management and monitoring.
[0009] Preferably, the RFID automatic identification module includes an RFID tag and an RFID reader / writer, the RFID tag is attached to the hazardous chemical container, and the RFID reader / writer is installed at the entrance and exit of the storage place; Through the above technical solution: Through RFID technology, the system can accurately identify the specific information of hazardous chemical containers and track their locations in real time. The combination of RFID tags and readers enables comprehensive monitoring of hazardous chemicals during storage and transportation, ensuring that the movement and storage of containers meet safety requirements and reduce human errors and safety risks.
[0010] Preferably, the environment monitoring module includes a temperature and humidity sensor, a gas leakage sensor, a pressure sensor and a vibration sensor, which are used to monitor various parameters of the storage environment in real time; Through the above technical solution: the environmental monitoring module monitors various parameters of the storage environment in real time through a variety of sensors (temperature and humidity, gas leakage, pressure, vibration), so as to promptly detect possible abnormal situations, such as temperature fluctuations, gas leakage or equipment failure, etc., to ensure the safety of the hazardous chemicals storage environment and prevent accidents.
[0011] Preferably, the video monitoring and behavior analysis module includes a high-definition camera and an intelligent image analysis unit for detecting abnormal behavior in real time and automatically issuing an alarm; Through the above technical solution: using high-definition cameras and intelligent image analysis technology to monitor the storage and transportation area in real time, it can automatically identify unusual behaviors (such as unauthorized entry, abnormal operations, etc.) and issue alarms in time. This intelligent monitoring system improves the ability to prevent man-made safety hazards.
[0012] Preferably, the data acquisition gateway supports multiple communication protocols, including Zigbee, LoRa and 5G, for receiving various types of data from the perception layer; Through the above technical solution: using high-definition cameras and intelligent image analysis technology to monitor the storage and transportation area in real time, it can automatically identify unusual behaviors (such as unauthorized entry, abnormal operations, etc.) and issue alarms in time. This intelligent monitoring system improves the ability to prevent man-made safety hazards.
[0013] Preferably, the data storage platform adopts a distributed database system to support efficient storage and retrieval of large amounts of data; Through the above technical solution: the data storage platform adopts distributed database technology, has efficient data storage, retrieval and expansion capabilities, can meet the storage needs of large amounts of real-time monitoring data, while ensuring data security and access efficiency, and ensuring data stability and availability of the system in long-term operation.
[0014] Preferably, the data processing and analysis module is based on a big data processing framework and uses a machine learning algorithm to perform anomaly detection and trend prediction; Through the above technical solutions: the data processing and analysis module uses big data analysis and machine learning algorithms to conduct in-depth analysis of the collected data, detect possible abnormal situations in the system in real time, and predict future trends based on historical data. Such intelligent analysis can provide early warning, improve emergency response capabilities and decision support.
[0015] Preferably, the management platform provides real-time status display, historical data query and multi-level authority management functions through a Web interface; Through the above technical solution: the management platform enables system administrators to view real-time status and historical data at any time through the Web interface, and supports multi-level permission management to ensure that users with different roles have different access and operation permissions. This design not only improves the management efficiency of the system, but also strengthens the security and operability of the data.
[0016] Preferably, the intelligent early warning and alarm system includes a rule engine and a multi-level alarm notification mechanism, which is used to notify relevant personnel via SMS, email or APP push when an abnormal situation is detected; Through the above technical solution: the intelligent early warning and alarm system combines the rule engine and the multi-level notification mechanism, which can promptly notify relevant personnel through SMS, email or APP push and other methods when the system detects abnormal events, so that personnel can take emergency measures at the first time to reduce possible losses or risks.
[0017] Preferably, the intelligent decision support system is combined with a machine learning algorithm to provide intelligent decision suggestions for resource optimization, environmental regulation and emergency response in the storage and transportation of hazardous chemicals; Through the above technical solutions: the intelligent decision support system uses machine learning technology to provide intelligent decision-making suggestions for resource allocation, environmental regulation and emergency response in the storage and transportation of hazardous chemicals based on data analysis results. The system can effectively optimize the storage and transportation operation process, improve work efficiency, and provide scientific emergency response plans for emergencies.
[0018] The present invention provides an intelligent hazardous chemicals storage and transportation system, which has the following beneficial effects: 1. The present invention integrates multiple monitoring technologies such as RFID automatic identification, environmental monitoring, video monitoring and behavior analysis to achieve real-time monitoring and automatic early warning of the entire process of hazardous chemicals storage and transportation. When environmental parameters such as temperature, humidity, gas concentration, etc. exceed the safety threshold or abnormal behavior is detected, the system can immediately issue an alarm and initiate emergency response measures, effectively preventing and reducing the occurrence of accidents, and significantly improving the overall safety of the hazardous chemicals storage and transportation process.
[0019] 2. The present invention uses RFID automatic identification module to realize the whole process tracking and management of hazardous chemicals, reducing the need for manual operation and manual record, and greatly improving the accuracy and efficiency of inventory management. The system can update the inventory status, in and out records and transportation tracks in real time, and managers can quickly obtain the required information without tedious manual registration, thereby optimizing the management process and improving work efficiency.
[0020] 3. The present invention centrally processes and stores multi-source data from the perception layer through the data processing layer, breaking the information islands between monitoring devices in the traditional system and realizing data intercommunication and integration. The management platform can uniformly display and analyze various types of data, provide a comprehensive monitoring view, help managers fully understand the storage and transportation status of hazardous chemicals, and improve the coordination and decision-making ability of overall management.
[0021] 4. The present invention records the specific information, storage location, entry and exit time, and operator data of each hazardous chemical through RFID tags and video surveillance, ensuring the traceability of the storage and transportation process of hazardous chemicals. After any abnormal situation or accident occurs, the management personnel can quickly trace back the relevant operation records and video evidence, conduct effective cause analysis and accountability, and enhance the transparency and reliability of management.
[0022] 5. The present invention reduces the reliance on manual operation and the incidence of human errors through the automated RFID identification and environmental monitoring system, ensures the accuracy of data and the standardization of management, and improves the overall management level. BRIEF DESCRIPTION OF THE DRAWINGS
[0023] Figure 1 It is the overall system architecture diagram of the present invention; Figure 2 This is a schematic diagram of the structure of the perception layer module of the present invention; Figure 3 This is a schematic diagram of the RFID automatic identification module of the present invention; Figure 4 It is a flow chart of the intelligent early warning and alarm system of the present invention; Figure 5 This is a flow chart of the intelligent decision support system of the present invention. DETAILED DESCRIPTION
[0024] The following will be combined with the drawings in the specification of the present invention to clearly and completely describe the technical solutions in the embodiments of the present invention. Obviously, the described embodiments are only part of the embodiments of the present invention, not all of the embodiments. Based on the embodiments of the present invention, all other embodiments obtained by ordinary technicians in this field without creative work are within the scope of protection of the present invention.
[0025] Example: Please see attached Figure 1 -Attached Figure 5 The embodiment of the present invention provides an intelligent hazardous chemicals storage and transportation system, including three core modules: perception layer, data processing layer and application layer. Each module works independently but closely cooperates to ensure the efficient, intelligent and safe operation of the system.
[0026] Perception layer: responsible for real-time collection of various information about hazardous chemicals and their storage and transportation environment, including RFID automatic identification module, environmental monitoring module, and video monitoring and behavior analysis module.
[0027] Data processing layer: responsible for storing, processing, analyzing the collected data and providing it to the application layer. It includes data collection gateway, data storage platform and data analysis and processing module.
[0028] Application layer: Efficient management, early warning and emergency response through management platform and intelligent decision support system. Including management platform, intelligent early warning and alarm system, intelligent decision support system and report generation system.
[0029] Perception layer: Please see attached Figure 2 -Attached Figure 3 ,The perception layer is the front-end data acquisition module of the system, which mainly includes the following parts: RFID automatic identification module: Each hazardous chemical is identified by an RFID tag to achieve automatic identification and tracking of hazardous chemicals. The RFID reader is responsible for scanning and recording the entry and exit, storage location, transportation trajectory and other information of the tagged items.
[0030] The RFID automatic identification module is used to realize the automatic identification, tracking and management of hazardous chemical containers. Each hazardous chemical container is attached with an independent RFID tag, which contains a unique identification code (UID) and related information (such as item name, specifications, storage conditions, etc.).
[0031] Working principle: When hazardous chemicals with RFID tags pass through the RFID reader, the reader communicates with the tag via radio waves and automatically reads the tag information. The read data is sent to the data processing layer for real-time processing and storage.
[0032] Data transmission: The communication between RFID tags and RFID readers is carried out using high-frequency or ultra-high-frequency radio waves, which can achieve non-contact long-distance reading and reduce the possibility of manual operation and errors.
[0033] Information update: Each time the RFID tag is read, the system automatically records the operation time, location, operator and other information, and updates the information to the database to ensure the traceability of hazardous chemicals.
[0034] Environmental monitoring module: Real-time monitoring of environmental parameters such as temperature, humidity, gas concentration, pressure, etc. in the warehouse to ensure that the storage environment of hazardous chemicals meets the requirements.
[0035] The environmental monitoring module is responsible for monitoring key parameters in the hazardous chemicals storage environment, including temperature, humidity, gas concentration, pressure, etc., to ensure that the environment meets the hazardous chemicals storage requirements.
[0036] Working principle: Through temperature and humidity sensors, gas leakage sensors, pressure sensors and other devices, environmental data is collected in real time and uploaded to the data processing layer. Each sensor sends data to the data acquisition gateway through wireless communication (such as Zigbee, LoRa or 5G network).
[0037] Abnormal warning: When environmental parameters exceed the preset safety threshold, the system will automatically generate an alarm signal to notify management personnel to take timely response measures.
[0038] Video surveillance and behavior analysis module: Real-time video surveillance of the warehouse and transportation process, monitoring the behavior of operators, and preventing unauthorized operations and safety violations.
[0039] The video surveillance and behavior analysis module is used to monitor the storage area around the clock and detect abnormal behavior and illegal operations. The module integrates high-definition cameras and intelligent image analysis technology to achieve real-time video stream analysis, abnormal behavior detection and automatic alarm.
[0040] Working principle: High-definition cameras monitor the storage and transportation area in real time, and the images are processed through video analysis algorithms to automatically identify abnormal behaviors such as illegal intrusion, improper handling of hazardous chemicals, and illegal operations.
[0041] Behavior analysis: The deep learning-based behavior recognition algorithm is used to analyze surveillance videos. Combined with the warehouse management process, it can accurately identify abnormal behaviors related to safety.
[0042] Abnormal alarm: When the monitored behavior is abnormal, the system will automatically trigger the alarm mechanism and record the video data for retrospective analysis. The alarm information will be immediately notified to relevant personnel via SMS, email, APP, etc.
[0043] Data processing layer: The data processing layer is responsible for processing the data transmitted from the perception layer, and realizing real-time monitoring and intelligent early warning through data storage and analysis.
[0044] Data acquisition gateway: responsible for receiving data from various front-end devices (such as RFID readers, environmental sensors, video surveillance equipment), performing pre-processing (such as data format conversion, redundant data removal, etc.), and transmitting data to the data storage platform.
[0045] The data acquisition gateway is the core device that connects the perception layer and the data processing layer. It is responsible for acquiring data from RFID readers, sensors, video surveillance equipment, etc., and performing preliminary processing on the data (such as data format conversion, redundant data elimination, etc.).
[0046] Working principle: The data acquisition gateway receives various data from the perception layer in real time by supporting multiple communication protocols (such as Zigbee, LoRa, 5G, etc.). After the received data is integrated, it is transmitted to the data storage platform through a secure channel.
[0047] Data storage platform: stores real-time data and historical data from various front-end devices, and supports high-concurrency, high-availability data storage and fast retrieval.
[0048] The data storage platform is used to store data from various sensing devices and provide efficient data retrieval and management functions.
[0049] Working principle: The data storage platform adopts a distributed database architecture, which can support the storage and high-speed retrieval of large amounts of data. The system's data storage includes not only real-time collected environmental parameters, but also historical records, alarm logs, video surveillance recordings, etc.
[0050] Data security: In order to ensure data security, the storage platform adopts encrypted storage and backup mechanisms to ensure data integrity and reliability.
[0051] Data processing and analysis module: Analyze the data stored in the database, explore potential risks, generate intelligent decision-making reports, and provide alarm mechanisms and early warning functions.
[0052] The data processing and analysis module is responsible for cleaning, analyzing and processing the collected data, exploring potential risks and hidden dangers, and supporting intelligent decision-making and early warning functions.
[0053] Working principle: The data processing and analysis module performs data analysis based on big data processing platforms (such as Spark and Hadoop). The module uses machine learning algorithms to detect anomalies and predict trends in environmental parameters, item entry and exit records, video surveillance data, etc.
[0054] Anomaly detection: By analyzing the deviation between historical data and real-time data, the module can monitor environmental anomalies, abnormal item status and other problems in real time and issue alarms in time.
[0055] Intelligent early warning: When the system detects an abnormality, the intelligent early warning system is automatically triggered and classified and processed according to the severity of the incident.
[0056] Application layer: The application layer provides users with a friendly operation interface and management tools, and supports real-time monitoring, event processing, data analysis and other functions.
[0057] Management platform: Provides managers with a graphical web interface that displays the system's real-time status, environmental parameters, hazardous chemicals inventory, transportation trajectory and other information.
[0058] The management platform provides administrators with a real-time monitoring interface that displays the status of each sensor and RFID device, and displays real-time information such as warehouse environment, hazardous chemicals status, and transportation trajectory.
[0059] Working principle: Through the web interface, managers can view the surveillance video, real-time environmental data and item status of the storage and transportation area in real time. The system supports multi-level permission management, and administrators can access different system modules according to role permissions.
[0060] User interaction: Users can easily operate the system through a graphical operation interface, view real-time data, generate reports, view historical records, etc.
[0061] Please see attached Figure 4 , Intelligent early warning and alarm system: Real-time alarm for abnormal situations (such as excessive temperature and humidity, gas leakage, illegal intrusion, etc.), and notify relevant personnel through various communication methods (SMS, email, APP push).
[0062] The intelligent early warning and alarm system is responsible for providing immediate early warnings for events such as environmental anomalies, behavioral anomalies, and system failures to ensure timely response.
[0063] Working principle: Based on preset rules and alarm thresholds, the system automatically triggers an alarm and pushes it to relevant personnel when abnormal events such as excessive temperature and humidity, gas leakage, and illegal intrusion are detected.
[0064] Alarm method: The alarm notifies relevant personnel via SMS, email, APP push, etc., and provides detailed information of the alarm event (such as time, event type, location, etc.).
[0065] Please see attached Figure 5 , Intelligent decision support system: Based on big data analysis and artificial intelligence algorithms, it provides decision support for resource optimization, environmental regulation, emergency response, etc.
[0066] Intelligent decision support systems use data analysis and machine learning algorithms to provide managers with intelligent decision-making suggestions such as resource optimization and emergency response.
[0067] Working principle: The system provides managers with optimization decision suggestions by analyzing historical data, real-time data and abnormal data, such as adjusting storage layout, optimizing transportation routes, adjusting warehouse environment, etc.
[0068] Emergency response: In an emergency, the intelligent decision-making system will automatically generate emergency plans for managers and guide them to take necessary response measures.
[0069] Report generation and data archiving system: Regularly and automatically generate environmental monitoring reports, inventory records, transportation logs, etc., and support report export and archiving in multiple formats to facilitate future inquiries and audits.
[0070] The system automatically generates various reports on a regular basis (such as environmental monitoring reports, inventory management reports, transportation logs, etc.), and supports the export and archiving of reports to ensure long-term storage and query of data.
[0071] Working principle: The system automatically generates daily reports, monthly reports or customized reports based on historical data in the data storage platform, and supports export in multiple formats such as PDF and Excel.
[0072] System implementation and maintenance Hardware deployment According to the scale and layout of the warehouse, hardware facilities such as RFID readers, sensors, and video surveillance equipment should be arranged reasonably.
[0073] System integration and debugging Integrate the perception layer, intermediate processing layer and application layer to debug the equipment and platform to ensure smooth and error-free data collection and processing.
[0074] Daily maintenance and software upgrades Regularly check the working status of hardware facilities, and maintain and replace equipment as needed; regularly update software systems to optimize functions and performance.
[0075] By adopting a modular architecture design, integrating multiple technologies such as RFID identification, environmental monitoring, video monitoring, big data analysis and intelligent decision-making, it can comprehensively and real-time monitor the storage and transportation process of hazardous chemicals and promptly warn of potential safety risks. Through intelligent management and emergency response mechanisms, it can significantly improve the safety and efficiency of hazardous chemical storage and transportation, and reduce human errors and safety hazards.
[0076] Although embodiments of the present invention have been shown and described, it will be appreciated by those skilled in the art that various changes, modifications, substitutions and variations may be made to the embodiments without departing from the principles and spirit of the present invention, and that the scope of the present invention is defined by the appended claims and their equivalents.
Claims
1. An intelligent hazardous chemicals storage and transportation system, characterized in that: include, The perception layer is equipped with an RFID automatic identification module, an environmental monitoring module, and a video monitoring and behavior analysis module; The data processing layer is equipped with a data acquisition gateway, a data storage platform, and a data processing and analysis module; The application layer is equipped with a management platform, intelligent early warning and alarm system, intelligent decision support system, and report generation and data archiving system; The layers are connected via a communication network to achieve real-time monitoring and management of the entire process of hazardous chemicals storage and transportation.
2. According to claim 1, the intelligent hazardous chemicals storage and transportation system is characterized in that: The RFID automatic identification module includes an RFID tag and an RFID reader-writer. The RFID tag is attached to the hazardous chemical container, and the RFID reader-writer is installed at the entrance and exit of the storage place.
3. The intelligent hazardous chemicals storage and transportation system according to claim 1 is characterized in that: The environmental monitoring module includes a temperature and humidity sensor, a gas leakage sensor, a pressure sensor and a vibration sensor, which are used to monitor various parameters of the storage environment in real time.
4. The intelligent hazardous chemicals storage and transportation system according to claim 1 is characterized in that: The video monitoring and behavior analysis module includes a high-definition camera and an intelligent image analysis unit, which are used to detect abnormal behavior in real time and automatically issue an alarm.
5. The intelligent hazardous chemicals storage and transportation system according to claim 1 is characterized in that: The data acquisition gateway supports multiple communication protocols, including Zigbee, LoRa and 5G, and is used to receive various types of data from the perception layer.
6. The intelligent hazardous chemicals storage and transportation system according to claim 1 is characterized in that: The data storage platform adopts a distributed database system to support efficient storage and retrieval of large amounts of data.
7. The intelligent hazardous chemicals storage and transportation system according to claim 1 is characterized in that: The data processing and analysis module is based on a big data processing framework and uses machine learning algorithms to perform anomaly detection and trend prediction.
8. The intelligent hazardous chemicals storage and transportation system according to claim 1 is characterized in that: The management platform provides real-time status display, historical data query and multi-level authority management functions through a Web interface.
9. The intelligent hazardous chemicals storage and transportation system according to claim 1 is characterized in that: The intelligent early warning and alarm system includes a rule engine and a multi-level alarm notification mechanism, which is used to notify relevant personnel via SMS, email or APP push when an abnormal situation is detected.
10. The intelligent hazardous chemicals storage and transportation system according to claim 1, characterized in that: The intelligent decision support system combines machine learning algorithms to provide intelligent decision-making suggestions for resource optimization, environmental regulation and emergency response in the storage and transportation of hazardous chemicals.
Citation Information
Cited By
Pathological specimen intelligent management system and method based on Internet of Things
CN120956764A
Dangerous chemical substance storage environment data analysis system
CN121089804A
A data analysis system for hazardous chemical storage environment
CN121089804B