The sensor nodes in wireless networks (WSNs). inherit low processing, shorter range and power features with the miniature size to offer transmission. Therefore, order fulfil long-time data sensing need, several Quality of Service (QoS) parameters such as: lesser delay, higher throughput packet delivery ratio (PDR) minimum overhead must be improved. In recent years extensive research efforts have been made ameliorate these achieve optimum QoS. However, rate adaptation congestion control WSNs...

With the quick spread of pandemic disease, many individuals have lost their lives across different parts world. So, need for a novel approach or model to overcome problem becomes necessity. In this paper, mechanism is proposed called DBCMS (Drone Based Covid-19 Medical Service) safety medical employees who are prone infection. The can effectively improve treatment process patients. Drones nowadays commonly used in field emergency situations. paper uses drone service reduce risk infection...

Free space optics (FSO) has been recognized as a crucial technique to meet the high-bandwidth requirements in future wireless information transmission links. It provides feasible solution last-mile bottleneck problem due its merits that include high-speed data transportation and secure low-latency networks. Due these merits, FSO is reliable technology for health-care biomedical services like of sensor signals. But main limiting factor employing links adverse atmospheric weather conditions....

Owing to the real time applications of Wireless Sensor Networks (WSNs) including: industrial automation and remote environment monitoring, WSNs have revolutionized today’s infrastructure. While implementing in strategic areas, security threats become increasingly prevalent. Security enhancement WSN by adopting advanced techniques machine learning is major focus this research work. In an effort discover possible use Random Forest Isolation algorithms on them detect prevent attacks, we look...

Amalgamation of Re-Charging and Load Balancing are introduced here to overcome the problem quick battery energy depletion jamming in Wireless Sensor Networks. The primary approach (Re-Charging) is maintain desired level at each node network. second method guarantees jamming-free communication To required nodes, SenCar visits chosen anchor point along pre-defined trajectory. At point, tests all nodes within its coverage re-energize that have below threshold value (3 Joules). Then, moves on...

Wireless Sensor Networks (WSNs) are made up of small battery-powered sensors that can sense and monitor a variety environmental conditions. These devices self-contained fault tolerant. The majority WSNs built to perform data collection tasks. gathered then sent the sink node. Small packets towards node in such cases, as result, areas near become congested, becoming bottleneck entire network. In this paper, survey existing techniques or methods for detecting eliminating congestions is...

In this contemporary era, recent developments have seen proliferation of methods on improving energy utilization for wireless sensor networks. Although the proposed can mitigate problem rapid battery depletion to some extent, lifespan nodes is still a biggest constraint. Many studies conducted so far shown continuous network functions with help external harvesting techniques. However, these provide low output because limitation capturing devices. Therefore, strongly restricts usage nodes....

<p>Amidst the burgeoning demands of fruit agriculturists and grading companies for enhanced quality classification, this research presents a cutting-edge approach to binary assessment. We built portable device exact inspection using transfer learning, deep learning approach, resulting in decrease both human machine labor. The performance system is validated evaluated under real-time situations, with an emphasis on end-user applicability. This paper rigorously validates assesses...

The class imbalanced datasets are major challenge for classification techniques. In this paper, the role and possibilities of handling classes in structured tabular dataset have been experimentally discussed. methodology, diverse over sampling under techniques were applied analyzed on basis parameters viz., accuracy, precision, recall, f1-score. Haberman Breast Cancer, Pima Indian diabetes synthetic considered experimental study, unbalanced considered. All three through algorithms. Further,...

As battery technology has not advanced as quickly other technologies like semiconductor technology, energy efficiency is still one of the primary concerns in Wireless Sensor Networks (WSNs). One finest Energy Transfer (WET) technique Magnetic Resonant Coupling (MRC) used to re-energize nodes WSNs. Recent advancements MRC show that more than node can be re-charged at same time. This paper aims exploit multiple WET overcome issues pertaining Network (WSN). For transferring various static...