Computational Intelligence in Sensor Networks

✍ Scribed by Bijan Bihari Mishra, Satchidanand Dehuri, Bijaya Ketan Panigrahi, Ajit Kumar Nayak, Bhabani Shankar Prasad Mishra, Himansu Das

• Publisher: Springer Berlin Heidelberg
• Year: 2019
• Tongue: English
• Leaves: 496
• Series: Studies in Computational Intelligence 776
• Edition: 1st ed.
• Category: Library

✦ Synopsis

This book discusses applications of computational intelligence in sensor networks. Consisting of twenty chapters, it addresses topics ranging from small-scale data processing to big data processing realized through sensor nodes with the help of computational approaches. Advances in sensor technology and computer networks have enabled sensor networks to evolve from small systems of large sensors to large nets of miniature sensors, from wired communications to wireless communications, and from static to dynamic network topology. In spite of these technological advances, sensor networks still face the challenges of communicating and processing large amounts of imprecise and partial data in resource-constrained environments. Further, optimal deployment of sensors in an environment is also seen as an intractable problem. On the other hand, computational intelligence techniques like neural networks, evolutionary computation, swarm intelligence, and fuzzy systems are gaining popularity in solving intractable problems in various disciplines including sensor networks. The contributions combine the best attributes of these two distinct fields, offering readers a comprehensive overview of the emerging research areas and presenting first-hand experience of a variety of computational intelligence approaches in sensor networks.

✦ Table of Contents

Front Matter ....Pages i-xiv
Distributed Query Processing Optimization in Wireless Sensor Network Using Artificial Immune System (Ruby Rani)....Pages 1-23
Computational Intelligence Techniques for Localization in Static and Dynamic Wireless Sensor Networks—A Review (Singh Parulpreet, Khosla Arun, Kumar Anil, Khosla Mamta)....Pages 25-54
Nature Inspired Algorithm Approach for the Development of an Energy Aware Model for Sensor Network (Srinivas Narasegouda, M. Umme Salma, Anuradha N Patil)....Pages 55-77
Routing Protocols (T. M. Behera, U. C. Samal, S. K. Mohapatra)....Pages 79-99
Distance Based Enhanced Threshold Sensitive Stable Election Routing Protocol for Heterogeneous Wireless Sensor Network (Richa Rani, Deepti Kakkar, Parveen Kakkar, Ashish Raman)....Pages 101-122
Deployment Strategies in Wireless Sensor Networks (Itu Snigdh)....Pages 123-140
Cross-Layer Designs in Wireless Sensor Networks (Karuna Babber, Rajneesh Randhawa)....Pages 141-166
A Meta-heuristic Based Hybrid Predictive Model for Sensor Network Data (M. Umme Salma, Srinivas Narasegouda, Anuradha N. Patil)....Pages 167-186
Extensive Study of Pocket Switched Network Protocols (Mahrin Tasfe, Amitabha Chakrabarty)....Pages 187-214
Routing Protocols in Wireless Sensor Networks (Bharat Bhushan, G. Sahoo)....Pages 215-248
Energy Efficiency (Satyanarayana Chanagala, Z. J. Khan)....Pages 249-276
Application Specific Sensor-Cloud: Architectural Model (V. Bhanumathi, K. Kalaivanan)....Pages 277-305
Big Data and Deep Learning for Stochastic Wireless Channel (Ankumoni Bora, Kandarpa Kumar Sarma)....Pages 307-334
Integrated Sensor Networking for Estimating Ground Water Potential in Scanty Rainfall Region: Challenges and Evaluation (Dillip K. Ghose, Sandeep Samantaray)....Pages 335-352
Overview of Computational Intelligence (CI) Techniques for Powered Exoskeletons (Abdelrahman Zaroug, Jasmine K. Proud, Daniel T. H. Lai, Kurt Mudie, Dan Billing, Rezaul Begg)....Pages 353-383
FPGA Based Power Saving Technique for Sensor Node in Wireless Sensor Network (WSN) (Vilabha S. Patil, Yashwant B. Mane, Shraddha Deshpande)....Pages 385-404
Particle Swarm Optimisation Method for Texture Image Retrieval (Ivy Majumdar, B. N. Chatterji, Avijit Kar)....Pages 405-426
AOR-ID-KAP: An Authenticated One-Round Identity-Based Key Agreement Protocol for Wireless Sensor Network (Mahender Kumar)....Pages 427-454
A Comparative Analysis of Centralized and Distributed Spectrum Sharing Techniques in Cognitive Radio (Subhashree Mishra, S. S. Singh, Bhabani Shankar Prasad Mishra)....Pages 455-472
Sedimentation Process and Its Assessment Through Integrated Sensor Networks and Machine Learning Process (Dillip K. Ghose, Sandeep Samantaray)....Pages 473-488

✦ Subjects

Engineering; Computational Intelligence; Artificial Intelligence (incl. Robotics); Communications Engineering, Networks