Quantizer Precision for Distributed Estimation in a Large Sensor Network

2006 ◽  
Vol 54 (10) ◽  
pp. 4073-4078 ◽  
Author(s):  
S. Marano ◽  
V. Matta ◽  
P. Willett
Keyword(s):  
Sensor Network ◽  
Distributed Estimation ◽  
Large Sensor Network

scholarly journals The Algorithms of Distributed Learning and Distributed Estimation about Intelligent Wireless Sensor Network

Sensors ◽  
2020 ◽  
Vol 20 (5) ◽  
pp. 1302
Author(s):  
Fuxiao Tan
Keyword(s):  
Wireless Sensor Network ◽  
Sensor Network ◽  
Adaptive Learning ◽  
Learning Algorithm ◽  
Distributed Learning ◽  
Estimation Algorithm ◽  
Distributed Estimation ◽  
Wireless Sensor ◽  
Research Progress ◽  
Theoretical Frameworks

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.

Sign in / Sign up

Export Citation Format

Share Document