Computational Intelligence in Sensor Networks

Description

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. 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