Recent advances and future prospects of using AI solutions for security, fault tolerance, and QoS challenges in WSNs

W Osamy, AM Khedr, A Salim, AA El-Sawy… - Electronics, 2022 - mdpi.com
The increasing relevance and significant acceptance of Wireless Sensor Network (WSN)
solutions have aided the creation of smart environments in a multitude of sectors, including …

[HTML][HTML] A fixed clustering protocol based on random relay strategy for EHWSN

X Luo, C Zhang, L Bai - Digital Communications and Networks, 2023 - Elsevier
Abstract In Energy Harvesting Wireless Sensor Networks (EHWSN), the communication
protocol will directly affect the final performance of the network, so it is necessary to study the …

Smart cities: The role of Internet of Things and machine learning in realizing a data-centric smart environment

A Ullah, SM Anwar, J Li, L Nadeem, T Mahmood… - Complex & Intelligent …, 2024 - Springer
This paper explores the concept of smart cities and the role of the Internet of Things (IoT)
and machine learning (ML) in realizing a data-centric smart environment. Smart cities …

An adaptive topology management scheme to maintain network connectivity in Wireless Sensor Networks

MZU Haq, MZ Khan, HU Rehman, G Mehmood… - Sensors, 2022 - mdpi.com
The roots of Wireless Sensor Networks (WSNs) are tracked back to US military
developments, and, currently, WSNs have paved their way into a vast domain of civil …

A reinforcement learning based routing protocol for software-defined networking enabled wireless sensor network forest fire detection

N Moussa, E Nurellari, K Azbeg, A Boulouz… - Future Generation …, 2023 - Elsevier
Abstract Critical event reporting Wireless Sensor Networks (WSNs) applications need vital
requirements (extended network lifetime, reliability, real time responsiveness, and …

An energy efficient data fault prediction based clustering and routing protocol using hybrid ASSO with MERNN in wireless sensor network

G Mahalakshmi, S Ramalingam… - Telecommunication …, 2024 - Springer
Wireless sensor networks (WSNs) and Internet of Things (IoT) are essential for numerous
applications. WSN nodes often operate on limited battery capacity, so energy efficiency is a …

Enhancing time series forecasting with an optimized binary gravitational search algorithm for echo state networks

Z Ahmad, T Mahmood, T Alam, A Rehman… - IEEE Access, 2023 - ieeexplore.ieee.org
The echo state network (ESN) is a cutting-edge reservoir computing technique designed to
handle time-dependent data, making it highly effective for addressing time series prediction …

[HTML][HTML] Securing Android IoT devices with GuardDroid transparent and lightweight malware detection

A Wajahat, J He, N Zhu, T Mahmood, A Nazir… - Ain Shams Engineering …, 2024 - Elsevier
Abstract The Internet of Things (IoT) has experienced significant growth in recent years and
has emerged as a very dynamic sector in the worldwide market. Being an open-source …

Energy optimized data fusion approach for scalable wireless sensor network using deep learning-based scheme

T Mahmood, J Li, T Saba, A Rehman, S Ali - Journal of Network and …, 2024 - Elsevier
Energy efficiency and security are critical components of Quality of Service (QoS) and
remain a challenge in WSN-assisted IoT owing to its open and resource-limited nature …

Robust multi-mode probabilistic slow feature analysis with application to fault detection

A Memarian, R Raveendran, B Huang - Journal of Process Control, 2023 - Elsevier
This paper proposes a robust multi-mode dynamic data-driven model to identify complex
industrial processes and study its application in detecting incipient faults. To model the …