Improving WSN operational lifetime using fuzzy logic and correlation characteristics

The Supportive Smart Home System: Implications and Solutions for Service Providers

“…Several research projects have identified possible solutions to reduce the amount of network data (sensor measurements) generated by supportive smart home systems and sensors, and more broadly, WSNs and IoT devices. To name a few instances, several projects used a time series prediction model to reduce the amount of data generated in order to maximize power efficiency [50], [57], [58], while others focused on developing new solutions that can automate between time series prediction algorithms in real-time for optimal prediction accuracy [51], [52]. In addition, several works have focused on data compression to reduce the amount of information (load) transmitted over the network [53]- [56].…”