Balanced multi-objective optimization algorithm using improvement based reference points approach

…, R Mohamed, M Abouhawwash - Swarm and Evolutionary …, 2021 - Elsevier
In this work, we explore a novel multi-objective optimization algorithm to identify a set of
solutions that could be optimal for more than one task. The proposed approach is used to …

Multi-objective evolutionary algorithm for PET image reconstruction: Concept

M Abouhawwash, AM Alessio - IEEE Transactions on Medical …, 2021 - ieeexplore.ieee.org
In many diagnostic imaging settings, including positron emission tomography (PET), images
are typically used for multiple tasks such as detecting disease and quantifying disease. …

Nutcracker optimizer: A novel nature-inspired metaheuristic algorithm for global optimization and engineering design problems

…, R Mohamed, M Jameel, M Abouhawwash - Knowledge-Based …, 2023 - Elsevier
This work presents a novel nature-inspired metaheuristic called Nutcracker Optimization
Algorithm (NOA) inspired by Clark’s nutcrackers. The nutcrackers exhibit two distinct behaviors …

Artificial neural networks hidden unit and weight connection optimization by quasi-refection-based learning artificial bee colony algorithm

…, M Zivkovic, I Strumberger, M Abouhawwash… - IEEE …, 2021 - ieeexplore.ieee.org
Artificial neural networks are one of the most commonly used methods in machine learning.
Performance of network highly depends on the learning method. Traditional learning …

Kepler optimization algorithm: A new metaheuristic algorithm inspired by Kepler's laws of planetary motion

…, SAA Azeem, M Jameel, M Abouhawwash - Knowledge-Based …, 2023 - Elsevier
This study presents a novel physics-based metaheuristic algorithm called Kepler optimization
algorithm (KOA), inspired by Kepler’s laws of planetary motion to predict the position and …

Spider wasp optimizer: A novel meta-heuristic optimization algorithm

…, R Mohamed, M Jameel, M Abouhawwash - Artificial Intelligence …, 2023 - Springer
This work presents a new nature-inspired meta-heuristic algorithm named spider wasp
optimization (SWO) algorithm, which is based on replicating the hunting, nesting, and mating …

[HTML][HTML] Modified firefly algorithm for workflow scheduling in cloud-edge environment

…, T Bezdan, K Venkatachalam, M Abouhawwash - Neural computing and …, 2022 - Springer
Edge computing is a novel technology, which is closely related to the concept of Internet of
Things. This technology brings computing resources closer to the location where they are …

Young's double-slit experiment optimizer: A novel metaheuristic optimization algorithm for global and constraint optimization problems

…, D El-Shahat, M Jameel, M Abouhawwash - Computer Methods in …, 2023 - Elsevier
Due to the global progress, the optimization problems are becoming more and more complex.
Hence, deterministic and heuristic approaches are no longer adequate for dealing with …

Exponential distribution optimizer (EDO): A novel math-inspired algorithm for global optimization and engineering problems

…, D El-Shahat, M Jameel, M Abouhawwash - Artificial Intelligence …, 2023 - Springer
Numerous optimization problems can be addressed using metaheuristics instead of
deterministic and heuristic approaches. This study proposes a novel population-based …

Mantis Search Algorithm: A novel bio-inspired algorithm for global optimization and engineering design problems

…, M Zidan, M Jameel, M Abouhawwash - Computer Methods in …, 2023 - Elsevier
This study presents a new nature-inspired optimization algorithm, namely the Mantis Search
Algorithm (MSA), inspired by the unique hunting behavior and sexual cannibalism of …