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  "Package": "globpso",
  "Type": "Package",
  "Title": "Swarm Intelligence Optimization",
  "Version": "1.3.0",
  "Date": "2025-03-08",
  "Authors@R": "c(\nperson(\"Ping-Yang\", \"Chen\", email = \"pychen.ping@gmail.com\", role = c(\"aut\", \"cre\")),\nperson(\"Russell\", \"Eberhart\", email = \"\", role = c(\"ctb\")),\nperson(\"Kennedy\", \"Kennedy\", email = \"\", role = c(\"ctb\")),\nperson(\"Jun\", \"Sun\", email = \"\", role = c(\"ctb\")),\nperson(\"Bin\", \"Feng\", email = \"\", role = c(\"ctb\")),\nperson(\"Wenbo\", \"Xu\", email = \"\", role = c(\"ctb\")),\nperson(\"Mohammad Reza\", \"Bonyadi\", email = \"\", role = c(\"ctb\")),\nperson(\"Zbigniew\", \"Michalewicz\", email = \"\", role = c(\"ctb\")),\nperson(\"Ran\", \"Cheng\", email = \"\", role = c(\"ctb\")),\nperson(\"Yaochu\", \"Jin\", email = \"\", role = c(\"ctb\")),\nperson(\"Milan\", \"Stehlík\", email = \"\", role = c(\"ctb\")),\nperson(\"Weng Kee\", \"Wong\", email = \"\", role = c(\"ctb\")),\nperson(\"Jozef\", \"Kiseľák\", email = \"\", role = c(\"ctb\")),\nperson(\"Rainer\", \"Storn\", email = \"\", role = c(\"ctb\")),\nperson(\"Kenneth\", \"Price\", email = \"\", role = c(\"ctb\")),\nperson(\"Okazaki\", \"Naoaki\", email = \"\", role = c(\"cph\")))",
  "Author": "Ping-Yang Chen [aut, cre], Russell Eberhart [ctb], Kennedy\nKennedy [ctb], Jun Sun [ctb], Bin Feng [ctb], Wenbo Xu [ctb],\nMohammad Reza Bonyadi [ctb], Zbigniew Michalewicz [ctb], Ran\nCheng [ctb], Yaochu Jin [ctb], Milan Stehlík [ctb], Weng Kee\nWong [ctb], Jozef Kiseľák [ctb], Rainer Storn [ctb], Kenneth\nPrice [ctb], Okazaki Naoaki [cph]",
  "Maintainer": "Ping-Yang Chen <pychen.ping@gmail.com>",
  "Description": "A fast and flexible general-purpose implementation of\nParticle Swarm Optimization (PSO) and Differential Evolution\n(DE) for solving global minimization problems is provided. It\nis designed to handle complex optimization tasks with\nnonlinear, non-differentiable, and multi-modal objective\nfunctions defined by users. There are five types of PSO\nvariants: Particle Swarm Optimization (PSO, Eberhart & Kennedy,\n1995) <doi:10.1109/MHS.1995.494215>, Quantum-behaved particle\nSwarm Optimization (QPSO, Sun et al., 2004)\n<doi:10.1109/CEC.2004.1330875>, Locally convergent rotationally\ninvariant particle swarm optimization (LcRiPSO, Bonyadi &\nMichalewicz, 2014) <doi:10.1007/s11721-014-0095-1>, Competitive\nSwarm Optimizer (CSO, Cheng & Jin, 2015)\n<doi:10.1109/TCYB.2014.2322602> and Double exponential particle\nswarm optimization (DExPSO, Stehlik et al., 2024)\n<doi:10.1016/j.asoc.2024.111913>. For the DE algorithm, six\ntypes in Storn, R. & Price, K. (1997)\n<doi:10.1023/A:1008202821328> are included: DE/rand/1,\nDE/rand/2, DE/best/1, DE/best/2, DE/rand_to-best/1 and\nDE/rand_to-best/2.",
  "License": "GPL-3",
  "Encoding": "UTF-8",
  "RoxygenNote": "7.3.2",
  "Repository": "https://pingyangchen.r-universe.dev",
  "Date/Publication": "2025-06-27 02:41:04 UTC",
  "RemoteUrl": "https://github.com/pingyangchen/globpso",
  "RemoteRef": "HEAD",
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  "NeedsCompilation": "yes",
  "Packaged": {
    "Date": "2026-05-20 10:08:16 UTC",
    "User": "root"
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  "_type": "src",
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  "_published": "2026-06-02T13:14:09.589Z",
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    "getDEInfo",
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