Sensors, Vol. 24, Pages 2761: Efficient Connectivity in Smart Homes: Enhancing Living Comfort through IoT Infrastructure

Sensors, Vol. 24, Pages 2761: Efficient Connectivity in Smart Homes: Enhancing Living Comfort through IoT Infrastructure Sensors doi: 10.3390/s24092761 Authors: Hamdy M. Youssef Radwa Ahmed Osman Alaa A. El-Bary Modern homes are experiencing unprecedented levels of convenience because of the proliferation of smart devices. In order to improve communication between smart home devices, this paper presents a novel approach that particularly addresses interference caused by different transmission systems. The core of the suggested framework is an intelligent Internet of Things (IoT) system designed to reduce interference. By using adaptive communication protocols and sophisticated interference management algorithms, the framework minimizes interference caused by overlapping transmissions and guarantees effective data sharing. This can be accomplished by creating an optimization model that takes into account the dynamic nature of the smart home environment and intelligently allocates resources. By maximizing the signal quality at the destination and optimizing the distribution of frequency channels and transmission power levels, the model seeks to minimize interference. A deep learning technique is used to augment the optimization model by adaptively learning and predicting interference patterns from real-time observations and historical data. The experimental results show how effective the suggested hybrid strategy is. While the deep learning model adjusts to shifting...
Source: Sensors - Category: Biotechnology Authors: Tags: Article Source Type: research