Chimp Optimization Algorithm (ChOA) is one of the most efficient recent optimization algorithms, which proved its ability to deal with different problems in various do- mains. However, ChOA suffers from the weakness of the local search technique which leads to a loss of diversity, getting stuck ...
The integration of APR into CHOA leads to a new hybrid algorithm, APRCHOA, which offers improved optimization performance in the context of profit prediction. Furthermore, this work develops five deep LSTM-based optimization algorithms, namely deep LSTM, LSTM-MPA, LSTM-CHOA, LSTM-ARGA, LSTM-...
•A novel optimizer called Chimp Optimization Algorithm (ChOA) is proposed.•ChOA is inspired by individual intelligence and sexual motivation of chimps.•ChOA alleviates the problems of slow convergence rate and trapping in local optima.•The four main steps of Chimp hunting are implemented.论...
Development regression algorithm The process of selecting a set of hyperparameters that yield optimal performance for the Long Short-Term Memory (LSTM) model on the given data is referred to as Hyperparameter Optimization (HPO). In this work, the Chimp Optimization Algorithm (ChoA) is employed to...
This article proposes a novel metaheuristic algorithm called Chimp Optimization Algorithm (ChOA) inspired by the individual intelligence and sexual motivation of chimps in their group hunting, which is different from the other social predators. ChOA is designed to further alleviate the two problems of ...
Chimp optimization algorithm (ChoA) has a wholesome attitude roused by chimp’s amazing thinking and hunting ability with a sensual movement for findi
We conduct a comprehensive, component-based analysis of the highly cited chimp optimization algorithm (ChOA). Aside from disassembling ChOA into its constituent elements and establishing connections with analogous components in existing methodologies like particle swarm optimization, we scrutinize the applicati...
The Chimp Optimization Algorithm (ChOA) is a hunting-based model and can be utilized as a set of optimization rules to tackle optimization problems. Due to agents’ insufficient diversity in some complex problems, this algorithm is sometimes exposed to local optima stagnation. Objective: This paper...
In this paper, an enhanced War Strategy Chimp Optimization Algorithm (WSChOA) is proposed to address MLT problems. Two strategies are incorporated into the traditional Chimp Optimization Algorithm. Golden update mechanism that provides diversity in the population. Additionally, the attack and defense ...
In this paper, to classify underwater acoustical targets, first, a new meta-heuristic Chimp Optimization Algorithm (ChOA) inspired by chimp hunting behaviour is developed for training an Artificial Neural Network (ANN). Second, a new underwater acoustical dataset is developed using passive propeller...