Hybrid algorithms based on combining reinforcement learning and metaheuristic methods to solve global optimization problems

A novel reinforcement learning based grey wolf optimizer algorithm for unmanned aerial vehicles (UAVs) path planning

(2020) Chengzhi Qu et al.   APPLIED SOFT COMPUTING

KASRA: A Kriging-based Adaptive Space Reduction Algorithm for global optimization of computationally expensive black-box constrained problems

(2020) Hossein Akbari et al.   APPLIED SOFT COMPUTING

Political Optimizer: A novel socio-inspired meta-heuristic for global optimization

(2020) Qamar Askari et al.   KNOWLEDGE-BASED SYSTEMS

An improved firefly algorithm for global continuous optimization problems

(2020) Jinran Wu et al.   EXPERT SYSTEMS WITH APPLICATIONS

Financial portfolio optimization with online deep reinforcement learning and restricted stacked autoencoder—DeepBreath

(2020) Farzan Soleymani et al.   EXPERT SYSTEMS WITH APPLICATIONS

Q-learning-based simulated annealing algorithm for constrained engineering design problems

(2019) Hussein Samma et al.   NEURAL COMPUTING & APPLICATIONS

Particle swarm optimization based on dimensional learning strategy

(2019) Guiping Xu et al.   Swarm and Evolutionary Computation

Adaptive deep Q-learning model for detecting social bots and influential users in online social networks

(2019) Greeshma Lingam et al.   APPLIED INTELLIGENCE

An efficient surrogate-assisted particle swarm optimization algorithm for high-dimensional expensive problems

(2019) Xiwen Cai et al.   KNOWLEDGE-BASED SYSTEMS

I-GWO and Ex-GWO: improved algorithms of the Grey Wolf Optimizer to solve global optimization problems

(2019) Amir Seyyedabbasi et al.   ENGINEERING WITH COMPUTERS

Poor and rich optimization algorithm: A new human-based and multi populations algorithm

(2019) Seyyed Hamid Samareh Moosavi et al.   ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE

Hybridizing grey wolf optimization with neural network algorithm for global numerical optimization problems

(2019) Yiying Zhang et al.   NEURAL COMPUTING & APPLICATIONS

Black Widow Optimization Algorithm: A novel meta-heuristic approach for solving engineering optimization problems

(2019) Vahideh Hayyolalam et al.   ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE

Barnacles Mating Optimizer: A new bio-inspired algorithm for solving engineering optimization problems

(2019) Mohd Herwan Sulaiman et al.   ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE

A scattering and repulsive swarm intelligence algorithm for solving global optimization problems

(2018) Diptangshu Pandit et al.   KNOWLEDGE-BASED SYSTEMS

The social team building optimization algorithm

(2018) Xiang Feng et al.   SOFT COMPUTING

Experienced Gray Wolf Optimization Through Reinforcement Learning and Neural Networks

(2018) E. Emary et al.   IEEE Transactions on Neural Networks and Learning Systems

Reinforcement learning versus evolutionary computation: A survey on hybrid algorithms

(2018) Madalina M. Drugan   Swarm and Evolutionary Computation

Improved sine cosine algorithm with crossover scheme for global optimization

(2018) Shubham Gupta et al.   KNOWLEDGE-BASED SYSTEMS

Competitive evolutionary algorithms for building performance database of a microwave transistor

(2017) Filiz Güneş et al.   INTERNATIONAL JOURNAL OF CIRCUIT THEORY AND APPLICATIONS

Hybrid Whale Optimization Algorithm with simulated annealing for feature selection

(2017) Majdi M. Mafarja et al.   NEUROCOMPUTING

The Whale Optimization Algorithm

(2016) Seyedali Mirjalili et al.   ADVANCES IN ENGINEERING SOFTWARE

A survey on image segmentation using metaheuristic-based deformable models: state of the art and critical analysis

(2016) Pablo Mesejo et al.   APPLIED SOFT COMPUTING

A new Reinforcement Learning-based Memetic Particle Swarm Optimizer

(2016) Hussein Samma et al.   APPLIED SOFT COMPUTING

Genetic Learning Particle Swarm Optimization

(2016) Yue-Jiao Gong et al.   IEEE Transactions on Cybernetics

Mobile robot path planning using artificial bee colony and evolutionary programming

(2015) Marco A. Contreras-Cruz et al.   APPLIED SOFT COMPUTING

Grey Wolf Optimizer

(2014) Seyedali Mirjalili et al.   ADVANCES IN ENGINEERING SOFTWARE

Realization of an Adaptive Memetic Algorithm Using Differential Evolution and Q-Learning: A Case Study in Multirobot Path Planning

(2013) Pratyusha Rakshit et al.   IEEE Transactions on Systems Man Cybernetics-Systems

A New Heuristic Approach for Inverse Kinematics of Robot Arms

(2012) Tuğrul Çavdar et al.  

GSA: A Gravitational Search Algorithm

(2009) Esmat Rashedi et al.   INFORMATION SCIENCES

Study of genetic algorithm with reinforcement learning to solve the TSP

(2008) Fei Liu et al.   EXPERT SYSTEMS WITH APPLICATIONS