The Algorithms of Distributed Learning and Distributed Estimation about Intelligent Wireless Sensor Network
The intelligent wireless sensor network is a distributed network system with high “network awareness”. Each intelligent node (agent) is connected by the topology within the neighborhood which not only can perceive the surrounding environment, but can adjusts its own behavior acco...
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| Format: | Article |
| Language: | English |
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MDPI AG
2020-02-01
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| Series: | Sensors |
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| Online Access: | https://www.mdpi.com/1424-8220/20/5/1302 |
| _version_ | 1811186420793999360 |
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| author | Fuxiao Tan |
| author_facet | Fuxiao Tan |
| author_sort | Fuxiao Tan |
| collection | DOAJ |
| description | The intelligent wireless sensor network is a distributed network system with high “network awareness”. Each intelligent node (agent) is connected by the topology within the neighborhood which not only can perceive the surrounding environment, but can adjusts its own behavior according to its local perception information to constructs a distributed learning algorithms. Therefore, three basic intelligent network topologies of centralized, non-cooperative, and cooperative are intensively investigated in this paper. The main contributions of the paper include two aspects. First, based on algebraic graph, three basic theoretical frameworks for distributed learning and distributed parameter estimation of cooperative strategy are surveyed: increment strategy, consensus strategy, and diffusion strategy. Second, based on classical adaptive learning algorithm and online updating law, the implementation process of distributed estimation algorithm and the latest research progress of above three distributed strategies are investigated. |
| first_indexed | 2024-04-11T13:45:30Z |
| format | Article |
| id | doaj.art-7152c7164ed7464d948ab3faaa5cd71a |
| institution | Directory Open Access Journal |
| issn | 1424-8220 |
| language | English |
| last_indexed | 2024-04-11T13:45:30Z |
| publishDate | 2020-02-01 |
| publisher | MDPI AG |
| record_format | Article |
| series | Sensors |
| spelling | doaj.art-7152c7164ed7464d948ab3faaa5cd71a2022-12-22T04:21:07ZengMDPI AGSensors1424-82202020-02-01205130210.3390/s20051302s20051302The Algorithms of Distributed Learning and Distributed Estimation about Intelligent Wireless Sensor NetworkFuxiao Tan0College of Information Engineering, Shanghai Maritime University, 1550 Haigang Ave, Shanghai 201306, ChinaThe intelligent wireless sensor network is a distributed network system with high “network awareness”. Each intelligent node (agent) is connected by the topology within the neighborhood which not only can perceive the surrounding environment, but can adjusts its own behavior according to its local perception information to constructs a distributed learning algorithms. Therefore, three basic intelligent network topologies of centralized, non-cooperative, and cooperative are intensively investigated in this paper. The main contributions of the paper include two aspects. First, based on algebraic graph, three basic theoretical frameworks for distributed learning and distributed parameter estimation of cooperative strategy are surveyed: increment strategy, consensus strategy, and diffusion strategy. Second, based on classical adaptive learning algorithm and online updating law, the implementation process of distributed estimation algorithm and the latest research progress of above three distributed strategies are investigated.https://www.mdpi.com/1424-8220/20/5/1302intelligent wireless sensor networkdistributed topological structuredistributed estimation strategydistributed learning |
| spellingShingle | Fuxiao Tan The Algorithms of Distributed Learning and Distributed Estimation about Intelligent Wireless Sensor Network Sensors intelligent wireless sensor network distributed topological structure distributed estimation strategy distributed learning |
| title | The Algorithms of Distributed Learning and Distributed Estimation about Intelligent Wireless Sensor Network |
| title_full | The Algorithms of Distributed Learning and Distributed Estimation about Intelligent Wireless Sensor Network |
| title_fullStr | The Algorithms of Distributed Learning and Distributed Estimation about Intelligent Wireless Sensor Network |
| title_full_unstemmed | The Algorithms of Distributed Learning and Distributed Estimation about Intelligent Wireless Sensor Network |
| title_short | The Algorithms of Distributed Learning and Distributed Estimation about Intelligent Wireless Sensor Network |
| title_sort | algorithms of distributed learning and distributed estimation about intelligent wireless sensor network |
| topic | intelligent wireless sensor network distributed topological structure distributed estimation strategy distributed learning |
| url | https://www.mdpi.com/1424-8220/20/5/1302 |
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