Search Results - Improved Parrot Optimization Algorithm
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Three-Dimensional UAV Path Planning in Urban Environments Based on an Improved Parrot Optimization Algorithm
ISSN: 1392-124X, 2335-884XPublished: 14.10.2025Published in Information technology and control (14.10.2025)“… This paper proposes an improved parrot optimization algorithm (IPO) by introducing SPM chaotic mapping, adaptive switching factor, and hybrid Cauchy and Gaussian mutation…”
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Journal Article -
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Feature selection using a multi-strategy improved parrot optimization algorithm in software defect prediction
ISSN: 2376-5992, 2376-5992Published: United States PeerJ. Ltd 16.04.2025Published in PeerJ. Computer science (16.04.2025)“… This study proposes a novel feature selection and defect prediction classification algorithm based on a multi-strategy enhanced Parrot Optimization (PO) algorithm…”
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Parrot optimization algorithm for improved multi-strategy fusion for feature optimization of data in medical and industrial field
ISSN: 2210-6502Published: Elsevier B.V 01.06.2025Published in Swarm and evolutionary computation (01.06.2025)“…•‘Proposing a new multi-strategy fusion parrot optimization algorithm (MIPO).•Validation feature selection on 23 datasets with different levels of complexity…”
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Material Distribution Path Planning Based on Improved Parrot Optimization Algorithm
Published: IEEE 13.06.2025Published in 2025 5th International Conference on Machine Learning and Intelligent Systems Engineering (MLISE) (13.06.2025)“… To address these issues, this paper proposes an Improved Parrot Optimization Algorithm (IPOA) for material distribution routing…”
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Conference Proceeding -
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Rotor Circle Measurement Analysis of Hydro-Generator Based on Improved Parrot Optimization Algorithm
Published: IEEE 20.06.2025Published in 2025 IEEE 2nd International Conference on Energy and Electrical Engineering (EEE) (20.06.2025)“… and improves the Parrot Optimization Algorithm (PO), proposing the Improved Parrot Optimization Algorithm (IPO…”
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Conference Proceeding -
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Improved optimization based on parrot’s chaotic optimizer for solving complex problems in engineering and medical image segmentation
ISSN: 2045-2322, 2045-2322Published: London Nature Publishing Group UK 20.07.2025Published in Scientific reports (20.07.2025)“… The improved algorithm, called Chaotic Parrot Optimizer (CPO), is characterized by a better ability to avoid local minima and reach globally optimal solutions…”
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IPORF: A combined improved parrot optimizer algorithm and random forest for fault diagnosis in AUV
ISSN: 0029-8018Published: Elsevier Ltd 01.12.2024Published in Ocean engineering (01.12.2024)“… To timely and accurately diagnose the type and severity of AUV faults, this study proposes a method IPORF combining the improved parrot optimization (IPO…”
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IPO: An Improved Parrot Optimizer for Global Optimization and Multilayer Perceptron Classification Problems
ISSN: 2313-7673, 2313-7673Published: Switzerland MDPI AG 02.06.2025Published in Biomimetics (Basel, Switzerland) (02.06.2025)“…The Parrot Optimizer (PO) is a new optimization algorithm based on the behaviors of trained Pyrrhura Molinae parrots…”
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A Novel Enhancement of the Parrot Optimizer: integrating Hierarchical and Mimicry Behaviors for Improved Performance—Case Study on Business Intelligence Portfolio Optimization
ISSN: 1875-6883, 1875-6891, 1875-6883Published: Dordrecht Springer Netherlands 06.10.2025Published in International journal of computational intelligence systems (06.10.2025)“…) portfolio optimization problem. Experimental results show that EPO consistently outperforms the original PO and other established metaheuristic algorithms, including Harris Hawks Optimization (HHO…”
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Monthly precipitation prediction based on quadratic decomposition and improved parrot algorithm
ISSN: 2045-2322, 2045-2322Published: London Nature Publishing Group UK 21.07.2025Published in Scientific reports (21.07.2025)“… The model first decomposed the original precipitation data using the CEEMDAN decomposition algorithm, output the modal components and residual components, and then used the topology…”
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Optimal Allocation of Energy Storage in Distribution Network Based on Improved Parrot Algorithm
Published: IEEE 25.04.2025Published in 2025 4th International Conference on New Energy System and Power Engineering (NESP) (25.04.2025)“… To address this issue, this paper proposes a multi-objective optimisation model for minimising the node voltage deviation, the average annual operating cost of the distribution network…”
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Conference Proceeding -
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Multi-strategy improved Parrot optimization for feature engineering in machine learning
ISSN: 1386-7857, 1573-7543Published: New York Springer US 01.11.2025Published in Cluster computing (01.11.2025)“… effective for complex optimization problems. Parrot optimization (PO) is an efficient optimization algorithm developed in recent years, which has certain advantages compared to many classical algorithms…”
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An efficient improved parrot optimizer for bladder cancer classification
ISSN: 0010-4825, 1879-0534, 1879-0534Published: United States Elsevier Ltd 01.10.2024Published in Computers in biology and medicine (01.10.2024)“… The Parrot Optimizer (PO), is an optimization method inspired by key behaviors observed in trained Pyrrhura Molinae parrots, but the PO algorithm becomes stuck in sub-regions, has less accuracy, and a high error rate…”
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Research on millet origin identification model based on improved parrot optimizer optimized regularized extreme learning machine
ISSN: 0889-1575Published: Elsevier Inc 01.05.2025Published in Journal of food composition and analysis (01.05.2025)“… % in millet origin identification. To further enhance model performance, this study incorporated strategies such as chaotic mapping and adaptivity into PO, resulting in the Improved Parrot Optimizer (IPO…”
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Enhanced residual life prediction of rolling bearings based on Gamma process and improved BiLSTM of parrot optimizer optimization
ISSN: 1386-7857, 1573-7543Published: New York Springer US 01.10.2025Published in Cluster computing (01.10.2025)“… method that mixes Gamma process and neural network. Firstly, in order to solve the instability problem of the parrot optimizer in global search, the exploration stage…”
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Enhancing Electric Vehicle Battery Charging Efficiency Using an Improved Parrot Optimizer and Photovoltaic Systems
ISSN: 1996-1073, 1996-1073Published: Basel MDPI AG 01.07.2025Published in Energies (Basel) (01.07.2025)“… A wide range of optimization algorithms have been used as traditional approaches, but the dynamic parameters of electric motors, impacted by temperature and different driving cycles, continue to be a…”
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Parrot optimizer with multiple search strategies for parameters estimation of proton exchange membrane fuel cells model
ISSN: 2045-2322, 2045-2322Published: London Nature Publishing Group UK 14.03.2025Published in Scientific reports (14.03.2025)“… For this reason, a new optimization method inspired by parrots’ (pyrrhura molinaes’) behavior, named Parrot Optimizer (PO…”
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An efficient multi-objective parrot optimizer for global and engineering optimization problems
ISSN: 2045-2322, 2045-2322Published: London Nature Publishing Group UK 11.02.2025Published in Scientific reports (11.02.2025)“…The Parrot Optimizer (PO) has recently emerged as a powerful algorithm for single-objective optimization, known for its strong global search capabilities…”
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Multi-Strategy Enhanced Parrot Optimizer: Global Optimization and Feature Selection
ISSN: 2313-7673, 2313-7673Published: Switzerland MDPI AG 01.11.2024Published in Biomimetics (Basel, Switzerland) (01.11.2024)“…Optimization algorithms are pivotal in addressing complex problems across diverse domains, including global optimization and feature selection (FS…”
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A Novel Improved Binary Optimization Algorithm and Its Application in FS Problems
ISSN: 2227-7390, 2227-7390Published: Basel MDPI AG 01.02.2025Published in Mathematics (Basel) (01.02.2025)“…With the rapid advancement of artificial intelligence (AI) technology, the demand for vast amounts of data for training AI algorithms to attain intelligence has become indispensable…”
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