Dholes-Inspired Optimization (DIO)

版本 1.0.1 (5.8 KB) 作者: Ali El romeh
MATLAB implementation of the DIO algorithm based on dhole behavior
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更新时间 2025/5/14

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# Dholes-Inspired Optimization (DIO) Algorithm
This repository provides the official MATLAB implementation of the **Dholes-Inspired Optimization (DIO)** algorithm, a novel nature-inspired metaheuristic inspired by the **cooperative hunting, vocal communication, and territorial behavior** of the dhole (*Cuon alpinus*), also known as the Asiatic wild dog.
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## 🧠 Overview
DIO is designed to solve complex, high-dimensional optimization problems by mimicking the **adaptive and cooperative strategies** observed in dhole packs. The algorithm introduces several novel mechanisms for balancing exploration and exploitation, including:
- Vocalization-based adaptive influence control
- Dynamic leadership (Lead Vocalizer)
- Cooperative movement influenced by neighboring solutions
- Territorial constraints to preserve search boundaries
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## 📄 Citation
If you use this code in your research, please cite the following paper:
> **Ali El Romeh\*, Vaclav Snasel, Seyedali Mirjalili\*\***
> *Dholes-Inspired Optimization (DIO): A Nature-Inspired Algorithm for Engineering Optimization Problems*
> Cluster Computing, 2025, DOI: []
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## 📂 Contents
- `DIO.m` – Main algorithm file implementing DIO
- `main.m` – Sample script to run DIO on benchmark functions
- `Get_Functions_details.m` – Loads benchmark functions and their properties
- `func_plot.m` – Plots search space and performance metrics
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## ▶ How to Run
1. Clone or download this repository.
2. Open MATLAB.
3. Run the `main.m` file.
```matlab
main

引用格式

Ali El romeh (2025). Dholes-Inspired Optimization (DIO) (https://ww2.mathworks.cn/matlabcentral/fileexchange/181141-dholes-inspired-optimization-dio), MATLAB Central File Exchange. 检索时间: .

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Dholes-Inspired Optimization (DIO)

版本 已发布 发行说明
1.0.1

Reorganized files into a single ZIP archive.
1.0.0