Packet Damage-Resistant Analysis Using a Data Mining Mechanism in Wireless Sensor Networks

2017 ◽  
Author(s):  
Jinsuk Baek ◽  
Paul S. Fisher
Keyword(s):  
Data Mining ◽  
Wireless Sensor Networks ◽  
Sensor Networks ◽  
Wireless Sensor

DATA MINING VIA MINIMAL SPANNING TREE CLUSTERING FOR PROLONGING LIFETIME OF WIRELESS SENSOR NETWORKS

2007 ◽  
Vol 06 (02) ◽  
pp. 235-251 ◽  
Author(s):  
GUANGYAN HUANG ◽  
XIAOWEI LI ◽  
JING HE ◽  
XIN LI
Keyword(s):  
Data Mining ◽  
Energy Efficiency ◽  
Wireless Sensor Networks ◽  
Sensor Networks ◽  
Spanning Tree ◽  
Base Station ◽  
Wireless Sensor ◽  
Evaluation Metrics ◽  
Minimal Spanning Tree ◽  
Clustering Methods

Clustering is applied in wireless sensor networks for increasing energy efficiency. Clustering methods in wireless sensor networks are different from those in traditional data mining systems. This paper proposes a novel clustering algorithm based on Minimal Spanning Tree (MST) and Maximum Energy resource on sensors named MSTME. Also, specified constrains of clustering in wireless sensor networks and several evaluation metrics are given. MSTME performs better than already known clustering methods of Low Energy Adaptive Clustering Hierarchy (LEACH) and Base Station Controlled Dynamic Clustering Protocol (BCDCP) in wireless sensor networks when they are evaluated by these evaluation metrics. Simulation results show MSTME increases energy efficiency and network lifetime compared with LEACH and BCDCP in two-hop and multi-hop networks, respectively.

scholarly journals Data Mining Techniques for Wireless Sensor Networks: A Survey

2013 ◽  
Vol 9 (7) ◽  
pp. 406316 ◽  
Author(s):  
Azhar Mahmood ◽  
Ke Shi ◽  
Shaheen Khatoon ◽  
Mi Xiao
Keyword(s):  
Data Mining ◽  
Wireless Sensor Networks ◽  
Sensor Networks ◽  
Wireless Sensor ◽  
Data Mining Techniques

scholarly journals Security Integration Challenges in Wireless Sensor Networks and Major Issues in Data Mining

2019 ◽  
pp. 302-307
Author(s):  
Shoban Babu Sriramoju
Keyword(s):  
Data Mining ◽  
Wireless Sensor Networks ◽  
Sensor Networks ◽  
Wireless Sensor ◽  
Scanner Data ◽  
Large Database

Data mining acquires its name from the resemblances between searching for useful company information in a large database for instance, locating connected products in gigabytes of store scanner data-- as well as mining a mountain for a capillary of beneficial ore. Both processes call for either sifting through an immense amount of product, or smartly penetrating it to discover specifically where the value resides. This paper provides the major problems of Data Mining as well as additionally discuss regarding security assimilation challenges in WSN.

scholarly journals Improvement of table tennis technology based on data mining in the environment of wireless sensor networks

2020 ◽  
Vol 16 (10) ◽  
pp. 155014772096134
Author(s):  
Hongjian Ma
Keyword(s):  
Data Mining ◽  
Wireless Sensor Networks ◽  
Sensor Networks ◽  
Internet Of Things ◽  
Research Field ◽  
Wireless Sensor ◽  
Table Tennis ◽  
Low Efficiency ◽  
Internet Of Things Technology ◽  
Tennis Match

With the development of Internet of things technology, the combination of Internet of things technology and sports competition parameter collection technology, so as to carry out rapid and accurate retrieval and positioning of technology and tactics, has innovation in the current research field. In the high-level table tennis competition, the use of technology and tactics is closely related to the gain and loss of points. At present, the traditional table tennis video mining algorithm has some problems such as low efficiency and poor performance of optimization classification. Based on this, this article introduces the big data platform of the wireless sensor networks to construct the table tennis match database, realizing the real-time updating of table tennis match parameters and the call of historical data at any time. Then establishing a data mining model to realize the data and dynamic analysis of table tennis matches. Finally, based on this strategic analysis system, the data collected from two table tennis competitions are simulated, and the tactical recommendation of theoretical analysis is obtained, which provides a theoretical basis for the digitization of table tennis sports.

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