DTKFA: Limiting the amount of needless file transfers by predicting the data gathering requirements of sensor nodes
V. Amudha, S. Jaanaa Rubavathy, G. Suresh, C. Senthilkumar, P. Shyamala Bharathi · 2022 International Conference on Innovative Computing, Intelligent Communication and Smart Electrical Systems (ICSES) · 2022
Wireless sensor networks have a substantial challenge in the form of excessive energy consumption brought on by the transmission of superfluous data (WSNs). The resolution of this issue results in an increase in the lifespan of any network and an improvement in the practicality of using the system for implementations. Expanding on this, a demand for electricity data gathering is becoming increasingly important for wireless sensor network applications that consist of low-powered sensing devices. In such situations, information grouping and modeling techniques that make use of symmetrical correlation inside the various sensors may be employed for the purpose of decreasing the amount of power that detectors need in order to continue collecting stored information. In this study, we propose a hybrid model called DTKFA that is premised on autoregressive integrated moving average, decision tree and Kalman filtering techniques. The aim of this process is to anticipate the data gathering requirements of sensor nodes in order to cut down on unneeded information transfer. Segmentation and information consolidation to every source node are applied in the WSNs in order to make appropriate sampling forecasts in an effective manner. This is primarily done in order to decrease the computational overheads that are generated by the forecasting model. The results of experimental tests, similarities, and job evaluation carried out in a variety of contexts demonstrate that now the accuracy rate of with us methodology could indeed keep growing Gaussian and probabilistic based models should give higher energy proficiency due to a reduction in the amount of data transmission. This is possible because our method reduces the number of packets that need to be sent.