Proceedings Article10.1109/ICACCAF.2017.8344695
An efficient multi-level clustering approach using improved ant colony optimization
Akanksha Bisht,Ramesh Kumar +1 more
- 01 Sep 2017
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TL;DR: This paper is based on a new algorithm for the multi-level cluster in which an Ant Colony Optimization based improved routing algorithm is used for choosing cluster heads and while considering its transmission distance, node energy and direction of the transmission, an optimal way can be received from the leaf node towards the sink node.
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Abstract: In Wireless Sensor Network, while determining the continuance of the network, the chief issue is the energy consumed by the individual nodes. Routing based on hierarchical clusters does ameliorate the utilization of energy in the network rather than other techniques used for routing. This paper is based on a new algorithm for the multi-level cluster in which an Ant Colony Optimization based improved routing algorithm is used for choosing cluster heads. By using the improved ant colony optimization technique in the hierarchical multi-level clustering and while considering its transmission distance, node energy and direction of the transmission, an optimal way can be received from the leaf node towards the sink node This reduces the energy consumed by the network and prolonged lifetime of the network. Time Division Multiple Access (TDMA) technique is used within clusters, it helps in creating an organized cluster and avoid data collision and also improves energy efficiency.
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Citations
•Journal Article
Application of ant colony optimization algorithm in wavelength selection for analysis of sugar content of apples by near infrared spectroscopy
TL;DR: In this paper, an ACO-PLS model with 580 variables, with RMSEC (root mean standard error of calibration) of 0.2712; RMSEP (root Mean Standard Error of validation) of 1.3059; and RM SEP (RMSEP) was used.
2
A Survey of path reconstruction approaches by using optimization protocols in WSN
S Raj Barath,K R Abhiram,B Nithin,B Yogananda Reddy,V R Kiran Kumar +4 more
- 01 Nov 2019
TL;DR: Optimization protocols aim to achieve best data delivery mechanisms, thereby improving the overall network throughout, and tries to reduce data computations ratio in the entire network.
1
Overview on Vision-Based 3D Object Recognition Methods
Tianzhen Dong,Xiao Qi,Qing Zhang,Wenju Li,Liang Xiong +4 more
- 23 Aug 2019
TL;DR: The main methods of 3D object recognition and its key technologies comprehensively are introduced and it is hoped to have a more comprehensive learning and grasp of 3d object recognition, and further clarify the future research direction.
Ant Colony Optimization in Data Mining: Critical Perspective from 2015 to 2020
Janmenjoy Nayak,Kanithi Vakula,Paidi Dinesh,Bighnaraj Naik,Manohar Mishra +4 more
- 01 Jan 2020
TL;DR: The main intent of this study is to inspire the researchers of optimization board to make use of ACO for explaining to those kinds of problems that were not used yet, and to provide a detailed idea about the importance ofACO for data mining problems.
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Vivek Mhatre,Catherine Rosenberg +1 more
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