Search Results - Improved Parrot Optimization Algorithm

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  1. 1

    Three-Dimensional UAV Path Planning in Urban Environments Based on an Improved Parrot Optimization Algorithm by Ma, Hongtao, Gao, Yisheng, Zhou, Zihang

    ISSN: 1392-124X, 2335-884X
    Published: 14.10.2025
    Published 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
  2. 2

    Feature selection using a multi-strategy improved parrot optimization algorithm in software defect prediction by Fei, Qi, Yin, Guisheng, Sun, Zhian

    ISSN: 2376-5992, 2376-5992
    Published: United States PeerJ. Ltd 16.04.2025
    Published 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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    Journal Article
  3. 3

    Parrot optimization algorithm for improved multi-strategy fusion for feature optimization of data in medical and industrial field by Huang, Gaoxia, Wei, Jianan, Yuan, Yage, Huang, Haisong, Chen, Hualin

    ISSN: 2210-6502
    Published: Elsevier B.V 01.06.2025
    Published 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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    Journal Article
  4. 4

    Material Distribution Path Planning Based on Improved Parrot Optimization Algorithm by Zhong, Jianxu, Li, Ritang, Zhou, Yupeng, Zhao, Bushi, Zhu, Junwei, Cui, Weihong, Yu, Shaofeng, Liao, Chongyang

    Published: IEEE 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
  5. 5

    Rotor Circle Measurement Analysis of Hydro-Generator Based on Improved Parrot Optimization Algorithm by Zhou, Xiang, Deng, Fei, Peng, Yuzhang, Hu, Zhuo, Hu, Weihao, Han, Lijun

    Published: IEEE 20.06.2025
    “… and improves the Parrot Optimization Algorithm (PO), proposing the Improved Parrot Optimization Algorithm (IPO…”
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    Conference Proceeding
  6. 6

    Improved optimization based on parrot’s chaotic optimizer for solving complex problems in engineering and medical image segmentation by Sayyouri, Adil, Bencherqui, Ahmed, Mansouri, Hanaa, Karmouni, Hicham, Moustabchir, Hassane, Sayyouri, Mhamed, Bourkane, Abderrahim, Cherkaoui, Abdeljabbar, Askar, S. S., Abouhawwash, Mohamed

    ISSN: 2045-2322, 2045-2322
    Published: London Nature Publishing Group UK 20.07.2025
    Published 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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    Journal Article
  7. 7

    IPORF: A combined improved parrot optimizer algorithm and random forest for fault diagnosis in AUV by Huang, Kangzheng, Li, Weibo, Fang, Hualiang, Wu, Xixiu, Wang, Li, Peng, Hao

    ISSN: 0029-8018
    Published: Elsevier Ltd 01.12.2024
    Published 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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    Journal Article
  8. 8

    IPO: An Improved Parrot Optimizer for Global Optimization and Multilayer Perceptron Classification Problems by Li, Fang, Dai, Congteng, Hussien, Abdelazim G., Zheng, Rong

    ISSN: 2313-7673, 2313-7673
    Published: Switzerland MDPI AG 02.06.2025
    Published 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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    Journal Article
  9. 9

    A Novel Enhancement of the Parrot Optimizer: integrating Hierarchical and Mimicry Behaviors for Improved Performance—Case Study on Business Intelligence Portfolio Optimization by Deif, Mohanad A., Elhoseny, Mohamed, Alomoush, Waleed, Hafez, Mohamed A., Khishe, Mohammad

    ISSN: 1875-6883, 1875-6891, 1875-6883
    Published: Dordrecht Springer Netherlands 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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    Journal Article
  10. 10

    Monthly precipitation prediction based on quadratic decomposition and improved parrot algorithm by Zhang, Weijie, Zeng, Yuming, Zhou, Shubo, Zhang, Libin, Li, Haiquan, Yao, Zhongsheng, Zhou, Rusheng

    ISSN: 2045-2322, 2045-2322
    Published: London Nature Publishing Group UK 21.07.2025
    Published 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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    Journal Article
  11. 11

    Optimal Allocation of Energy Storage in Distribution Network Based on Improved Parrot Algorithm by Sun, Yuchun, Li, Cheng

    Published: IEEE 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
  12. 12

    Multi-strategy improved Parrot optimization for feature engineering in machine learning by Chen, Qingzhou, Yao, Liguo, Zhang, Taihua, Lu, Yao, Han, Zhenggong, Zhao, Han

    ISSN: 1386-7857, 1573-7543
    Published: New York Springer US 01.11.2025
    Published 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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    Journal Article
  13. 13

    An efficient improved parrot optimizer for bladder cancer classification by Houssein, Essam H., Emam, Marwa M., Alomoush, Waleed, Samee, Nagwan Abdel, Jamjoom, Mona M., Zhong, Rui, Dhal, Krishna Gopal

    ISSN: 0010-4825, 1879-0534, 1879-0534
    Published: United States Elsevier Ltd 01.10.2024
    Published 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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    Journal Article
  14. 14

    Research on millet origin identification model based on improved parrot optimizer optimized regularized extreme learning machine by Gao, Peng, Wang, Na, Lu, Yang, Liu, Jinming, Wang, Guannan, Hou, Rui

    ISSN: 0889-1575
    Published: Elsevier Inc 01.05.2025
    Published 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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    Journal Article
  15. 15

    Enhanced residual life prediction of rolling bearings based on Gamma process and improved BiLSTM of parrot optimizer optimization by Cheng, Hongchuan, Ma, Guohui, Li, Xinhai, Cui, Yu, Shang, Zhiwu, Shi, Xiafei

    ISSN: 1386-7857, 1573-7543
    Published: New York Springer US 01.10.2025
    Published 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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    Journal Article
  16. 16

    Enhancing Electric Vehicle Battery Charging Efficiency Using an Improved Parrot Optimizer and Photovoltaic Systems by Sheykhi, Ebrahim, Yilmaz, Mutlu

    ISSN: 1996-1073, 1996-1073
    Published: Basel MDPI AG 01.07.2025
    Published 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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    Journal Article
  17. 17

    Parrot optimizer with multiple search strategies for parameters estimation of proton exchange membrane fuel cells model by Chaib, Lakhdar, Khemili, Fatima Zahra, Tadj, Mohammed, Choucha, Abdelghani, Namomsa, Borchala, Elsayed, Salah K., Ghoneim, Sherif S. M., Abou Sharaf, Ahmed B.

    ISSN: 2045-2322, 2045-2322
    Published: London Nature Publishing Group UK 14.03.2025
    Published 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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    Journal Article
  18. 18

    An efficient multi-objective parrot optimizer for global and engineering optimization problems by Saad, Mohammed R., Emam, Marwa M., Houssein, Essam H.

    ISSN: 2045-2322, 2045-2322
    Published: London Nature Publishing Group UK 11.02.2025
    Published 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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    Journal Article
  19. 19

    Multi-Strategy Enhanced Parrot Optimizer: Global Optimization and Feature Selection by Chen, Tian, Yi, Yuanyuan

    ISSN: 2313-7673, 2313-7673
    Published: Switzerland MDPI AG 01.11.2024
    Published 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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    Journal Article
  20. 20

    A Novel Improved Binary Optimization Algorithm and Its Application in FS Problems by Wu, Boyuan, Luo, Jia

    ISSN: 2227-7390, 2227-7390
    Published: Basel MDPI AG 01.02.2025
    Published 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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    Journal Article