AN ENERGY EFFICIENT DATA AGGREGATION FOR UNEQUAL CLUSTER WITH DOUBLE C-H BY POLYNOMIAL REGRESSION IN 3-D WIRELESS SENSOR NETWORK
Abstract & Details
Research Area
ELECTRONICS & COMM
Keywords
Data aggregation
Energy efficiency
Spatial correlation.
Abstract
Sensor nodes observing events, occurring in close proximity, gather data that are highly co-related. This work uses work uses a double cluster head and a polynomial regression technique to exploit the spatialcorrelation of the data in a three dimensional sensor network. The sensing nodes, sense the physical attribute and report theirposition coordinates (x, y, z) and the sensed value to the nearest tree node. Another set of nodes, categorized as thetree nodes, are responsible for generating a polynomial function of the received dataand transmit the coefficients of regression to the parent tree node. The approach proceeds from the bottom to the top. The query from the sink, receives a polynomial function which is generated by the root node of the tree in each cluster tocompute the attribute value at any location within the boundary. The proposed approach aims to save a lotof energy in the sensor network. Simulations, performed for differenttree heights, indicate that a tree with a depth of four gives the best results.
License
This work is licensed under a Creative
Commons
Attribution-ShareAlike 4.0 International License.
Author Information
| # | Name | Institute / Affiliation |
|---|---|---|
| 1 | DHARMESH YADAV | SCOPE College of Engineering, Bhopal |
| 2 | ANKIT TRIPATHI | SCOPE College of Engineering, Bhopal |
| 3 | Dr. ANSHUJ JAIN | SCOPE College of Engineering, Bhopal |
How to Cite
Use the following formats to cite this article in your research.
APA Style
YADAV, DHARMESH, TRIPATHI, ANKIT, & JAIN, Dr. ANSHUJ (2021). AN ENERGY EFFICIENT DATA AGGREGATION FOR UNEQUAL CLUSTER WITH DOUBLE C-H BY POLYNOMIAL REGRESSION IN 3-D WIRELESS SENSOR NETWORK. International Journal of Advance Research and Innovative Ideas In Education, 7(2), 6-16.
MLA Style
YADAV, DHARMESH, et al. "AN ENERGY EFFICIENT DATA AGGREGATION FOR UNEQUAL CLUSTER WITH DOUBLE C-H BY POLYNOMIAL REGRESSION IN 3-D WIRELESS SENSOR NETWORK." International Journal of Advance Research and Innovative Ideas In Education, vol. 7, no. 2, 2021, pp. 6-16.
IEEE Style
DHARMESH YADAV, ANKIT TRIPATHI, and Dr. ANSHUJ JAIN, "AN ENERGY EFFICIENT DATA AGGREGATION FOR UNEQUAL CLUSTER WITH DOUBLE C-H BY POLYNOMIAL REGRESSION IN 3-D WIRELESS SENSOR NETWORK," International Journal of Advance Research and Innovative Ideas In Education, vol. 7, no. 2, pp. 6-16, 2021.
Vancouver Style
YADAV DHARMESH, TRIPATHI ANKIT, JAIN Dr. ANSHUJ. AN ENERGY EFFICIENT DATA AGGREGATION FOR UNEQUAL CLUSTER WITH DOUBLE C-H BY POLYNOMIAL REGRESSION IN 3-D WIRELESS SENSOR NETWORK. International Journal of Advance Research and Innovative Ideas In Education. 2021;7(2):6-16.
Harvard Style
YADAV, DHARMESH, TRIPATHI, ANKIT, & JAIN, Dr. ANSHUJ (2021) 'AN ENERGY EFFICIENT DATA AGGREGATION FOR UNEQUAL CLUSTER WITH DOUBLE C-H BY POLYNOMIAL REGRESSION IN 3-D WIRELESS SENSOR NETWORK', International Journal of Advance Research and Innovative Ideas In Education, 7(2), pp. 6-16.
Chicago Style
YADAV, DHARMESH, ANKIT TRIPATHI, and Dr. ANSHUJ JAIN. "AN ENERGY EFFICIENT DATA AGGREGATION FOR UNEQUAL CLUSTER WITH DOUBLE C-H BY POLYNOMIAL REGRESSION IN 3-D WIRELESS SENSOR NETWORK." International Journal of Advance Research and Innovative Ideas In Education 7, no. 2 (2021): 6-16.
Turabian Style
YADAV, DHARMESH, ANKIT TRIPATHI, and Dr. ANSHUJ JAIN. "AN ENERGY EFFICIENT DATA AGGREGATION FOR UNEQUAL CLUSTER WITH DOUBLE C-H BY POLYNOMIAL REGRESSION IN 3-D WIRELESS SENSOR NETWORK." International Journal of Advance Research and Innovative Ideas In Education 7, no. 2 (2021): 6-16.
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