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Real-Time Information Exchange Strategy for Large Data Volumes Based on IoT.
1College of Computer Science & Technology, Qingdao University, Qingdao 266071, Shandong, China.
Computational Intelligence and Neuroscience
|June 9, 2022
Summary
This study introduces a new method for storing big data from the Internet of Things (IoT), significantly speeding up the processing of sensory data through spatial-temporal chunking and optimized storage layers.
Area of Science:
- Computer Science
- Data Engineering
- Internet of Things
Background:
- The Internet of Things (IoT) generates massive amounts of real-time sensory data.
- Efficient storage and retrieval of this big data are critical for IoT applications.
- Existing methods struggle with the high velocity and volume of micro-sensory data.
Purpose of the Study:
- To propose a novel real-time information exchange strategy for big data in IoT environments.
- To develop an optimized sensory data storage method to improve near real-time data handling.
- To enhance the reliability and security of data transmission in IoT systems.
Main Methods:
- Developed a primitive sensory data storage method (TSBPS) using spatial-temporal chunking preprocessing.
- Implemented a partitioned data model with micro-perceptual and perceptual data layers for storage and query optimization.
- Designed a high-concurrency, TCP-based socket transmission framework with RSA asymmetric encryption and data integrity verification.
Main Results:
- Substantially improved the speed of near real-time storage and writing of micro-sensory data.
- Achieved effective parameter collection, classification, and aggregation processing for diverse devices.
- Ensured reliable and secure data transmission through a custom-designed protocol.
Conclusions:
- The proposed TSBPS method offers significant performance improvements for IoT big data storage.
- The integrated approach enhances the overall efficiency, reliability, and security of IoT data management.
- The convergence of big data and IoT promises advancements in societal intelligence.
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