EdgeAI-Powered Hybrid ESN-GRU Model for High-Accuracy and Efficient Short-Term Load Forecasting in Smart Grids

Published in: IEEE Access

Nov 11, 2025

Suhib Bani Melhem Muhammed Golec Saed Alrabaee Muath Alshaikh Murat Uyar

With the widespread use of renewable energy sources (RES) in the smart grid, the next generation power system, short-term load forecasting (STLF) is of critical importance in grid stability and energy optimization. Traditional STLF models include issues such as high computational cost, dependency on cloud infrastructure, and latency issues, which are undesirable for real-time energy management. To solve these issues, the EdgeAI paradigm, which combines edge computing and artificial intelligence...

An efficient semi-blind watermarking technique based on ACM and DWT for mitigating integrity attacks

Published in: Arabian Journal for Science and Engineering

Oct 15, 2025

Digital watermarking is an essential technology in multimedia and information processing, addressing the ever-mounting concerns related to data integrity and protecting intellectual property rights. In content authentication, copyright protection, and data integrity, digital watermarking plays a critical role. Nonetheless, the current application of digital watermarking faces crucial challenges, most notably adversarial attacks such as compression and noise interference, which pose substantial ...

Inheritance Modeling in Distributed Object-Oriented Design: An Extended G-Nets Model

Published in: TEM Journal

Oct 01, 2025

Zina Houhamdi Mohamed Raid Athamena Belkacem Athamena

The emergence of an object-oriented paradigm has been beneficial for complex software development, and this paradigm has been used to develop architectures for distributed systems. Many object-oriented architectures have been suggested for developing object-based software, and several attempts have been made to specify object behaviors formally. Nevertheless, investigations into bridging the gap between object implementation and object formal models are limited. This paper presents a formal app...

LENS: Lightweight and Explainable LLM-Based APT Detection at the Edge for 6G Security

Published in: IEEE Access

Sep 30, 2025

Suhib Bani Melhem Muhammed Golec Abdulmalik Alwarafy Yaser Khamayseh

Expected to be deployed in the early 2030s, sixth-generation (6G) wireless networks, with their high speed and integration with cutting-edge technology such as intelligent edge computing, expand the attack surface and face serious cyber threat risks such as Advanced Persistent Threats (APTs). This type of cyber attack can imitate benign network traffic and operate for long periods of time without being detected by traditional detection systems. This paper introduces LENS, a lightweight and expl...

An OTP and watermarking based partial homomorphic approach to authenticated and integrated cloud computing

Published in: Cluster Computing

Sep 24, 2025

Cloud computing offers an ideal solution for reducing costs, time, and complexity in data management, but data security remains a critical concern. This study proposes a novel approach that combines partial homomorphic encryption (PHE) with digital watermarking to improve the authenticity and integrity of data in cloud environments. Our method employs a chaotic map for key generation, ensuring unique and non-duplicate keys, and utilizes the One-Time Pad (OTP) principle with probabilistic encryp...