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12,729 Results Found

  • Feature Paper
  • Article
  • Open Access
5 Citations
3,313 Views
19 Pages

Inverse Firefly-Based Search Algorithms for Multi-Target Search Problem

  • Ouarda Zedadra,
  • Antonio Guerrieri,
  • Hamid Seridi,
  • Aymen Benzaid and
  • Giancarlo Fortino

Efficiently searching for multiple targets in complex environments with limited perception and computational capabilities is challenging for multiple robots, which can coordinate their actions indirectly through their environment. In this context, sw...

(This article belongs to the Special Issue Big Data and Cognitive Computing in 2023)
  • Article
  • Open Access
27 Citations
5,799 Views
19 Pages

21 April 2017

The choice of the best optimization algorithm is a hard issue, and it sometime depends on specific problem. The Gravitational Search Algorithm (GSA) is a search algorithm based on the law of gravity, which states that each particle attracts every oth...

(This article belongs to the Special Issue Extensions to Type-1 Fuzzy Logic: Theory, Algorithms and Applications)
  • Article
  • Open Access
4 Citations
4,933 Views
26 Pages

15 October 2019

We introduce a new equivalence on graphs, defined by its symmetry-breaking capability. We first present a framework for various backtracking search algorithms, in which the equivalence is used to prune the search tree. Subsequently, we define the equ...

  • Article
  • Open Access
4 Citations
4,270 Views
28 Pages

Evolutionary Algorithms Enhanced with Quadratic Coding and Sensing Search for Global Optimization

  • Abdel-Rahman Hedar,
  • Wael Deabes,
  • Majid Almaraashi and
  • Hesham H. Amin

Enhancing Evolutionary Algorithms (EAs) using mathematical elements significantly contribute to their development and control the randomness they are experiencing. Moreover, the automation of the primary process steps of EAs is still one of the harde...

(This article belongs to the Special Issue Numerical and Evolutionary Optimization 2019)
  • Article
  • Open Access
47 Citations
8,892 Views
30 Pages

Search and Rescue in a Maze-like Environment with Ant and Dijkstra Algorithms

  • Zainab Husain,
  • Amna Al Zaabi,
  • Hanno Hildmann,
  • Fabrice Saffre and ,
  • Dymitr Ruta and
  • A. F. Isakovic
  • + 1 author+ 0 author

23 September 2022

With the growing reliability of modern ad hoc networks, it is encouraging to analyze the potential involvement of autonomous ad hoc agents in critical situations where human involvement could be perilous. One such critical scenario is the Search and...

  • Article
  • Open Access
3 Citations
1,382 Views
24 Pages

5 August 2025

Localization has emerged as a critical problem over the past decades, with diverse techniques developed to address robot and mobile localization challenges across varied domains. However, existing localization methods still fall short of achieving th...

(This article belongs to the Section Navigation and Positioning)
  • Article
  • Open Access
7 Citations
2,031 Views
19 Pages

Advanced Limited Search Strategy for Enhancing the Performance of MPPT Algorithms

  • Imran Pervez,
  • Charalampos Antoniadis and
  • Yehia Massoud

4 August 2022

Photovoltaic (PV) arrays are gaining popularity for electricity generation due to their simple and green energy production. However, the power transfer efficiency of PV varies depending on the load’s electrical properties, the PV panels’...

  • Article
  • Open Access
1 Citations
1,336 Views
25 Pages

New Binary Reptile Search Algorithms for Binary Optimization Problems

  • Broderick Crawford,
  • Benjamín López Cortés,
  • Felipe Cisternas-Caneo,
  • José Manuel Gómez-Pulido and ,
  • Rodrigo Olivares,
  • Ricardo Soto,
  • José Barrera-Garcia,
  • Cristóbal Brante-Aguilera and
  • Giovanni Giachetti
  • + 4 authors+ 0 author

Binarizing continuous metaheuristics to solve challenging NP-hard binary optimization problems is a fundamental step in adapting continuous algorithms for discrete domains. Binary optimization problems, such as the Set Covering Problem and the 0&ndas...

(This article belongs to the Special Issue Bio-Inspired Intelligence: Bridging Neural Networks, Artificial Intelligence (AI), and Biomimetics for Next-Generation Innovation)
  • Article
  • Open Access
8 Citations
5,304 Views
27 Pages

Three Hybrid Scatter Search Algorithms for Multi-Objective Job Shop Scheduling Problem

  • Leo Hernández-Ramírez,
  • Juan Frausto-Solís,
  • Guadalupe Castilla-Valdez,
  • Javier González-Barbosa and
  • Juan-Paulo Sánchez Hernández

31 January 2022

The Job Shop Scheduling Problem (JSSP) consists of finding the best scheduling for a set of jobs that should be processed in a specific order using a set of machines. This problem belongs to the NP-hard class problems and has enormous industrial appl...

(This article belongs to the Special Issue Softcomputing: Theories and Applications II)
  • Article
  • Open Access
13 Citations
4,265 Views
24 Pages

Search Space Reduction for Genetic Algorithms Applied to Drainage Network Optimization Problems

  • Leonardo Bayas-Jiménez,
  • F. Javier Martínez-Solano,
  • Pedro L. Iglesias-Rey and
  • Daniel Mora-Meliá

22 July 2021

In recent years, a significant increase in the number of extreme rains around the world has been observed, which has caused an overpressure of urban drainage networks. The lack of capacity to evacuate this excess water generates the need to rehabilit...

(This article belongs to the Special Issue Urban Hydraulic Engineering Simulation and Calculation)
  • Article
  • Open Access
3 Citations
2,263 Views
15 Pages

3 September 2025

This study proposes a biomimetic optimization approach for maritime Search and Rescue (SAR) planning using a Genetic Algorithm (GA). The goal is to maximize the number of detected drifting targets by optimally deploying both official and civilian Sea...

(This article belongs to the Special Issue Nature-Inspired Metaheuristic Optimization Algorithms 2025)
  • Article
  • Open Access
689 Views
51 Pages

23 April 2026

To enhance the performance of the Social Network Search (SNS) algorithm in solving complex numerical optimization problems, this paper proposes a Multi-strategy Enhanced Social Network Search (MESNS) algorithm. The original SNS simulates human social...

(This article belongs to the Special Issue Symmetry/Asymmetry in Optimization Algorithms and Systems Control)
  • Article
  • Open Access
30 Citations
8,886 Views
28 Pages

10 July 2013

Wireless sensor networks (WSNs) are promising technologies for exploring harsh environments, such as oceans, wild forests, volcanic regions and outer space. Since sensor nodes may have limited transmission range, application packets may be transmitte...

(This article belongs to the Special Issue Sensors for Harsh-Environment Applications)
  • Article
  • Open Access
3 Citations
2,718 Views
18 Pages

30 March 2023

The identification of fault locations (FL) on overhead power lines (OHPLs) in the shortest possible time allows for a reduction in the time to shut down OHPLs in case of damage. This helps to improve the reliability of power systems. FL devices on OH...

(This article belongs to the Special Issue Machine Learning and Deep Learning Applications for Anomaly and Fault Detection)
  • Article
  • Open Access
57 Citations
13,551 Views
31 Pages

Optimization of PID Controller to Stabilize Quadcopter Movements Using Meta-Heuristic Search Algorithms

  • Alaa Sheta,
  • Malik Braik,
  • Dheeraj Reddy Maddi,
  • Ahmed Mahdy and ,
  • Sultan Aljahdali and
  • Hamza Turabieh
  • + 1 author+ 0 author

14 July 2021

Quadrotor UAVs are one of the most preferred types of small unmanned aerial vehicles, due to their modest mechanical structure and propulsion precept. However, the complex non-linear dynamic behavior of the Proportional Integral Derivative (PID) cont...

(This article belongs to the Special Issue Advances in Aerial, Space, and Underwater Robotics)
  • Article
  • Open Access
1 Citations
1,005 Views
17 Pages

Comparative Study of Dragonfly and Cuckoo Search Algorithms Applying Type-2 Fuzzy Logic Parameter Adaptation

  • Hector M. Guajardo,
  • Fevrier Valdez,
  • Patricia Melin,
  • Oscar Castillo and
  • Prometeo Cortes-Antonio

8 November 2025

This study presents a comparative analysis of two bio-inspired optimization techniques: the Dragonfly Algorithm (DA) and Cuckoo Search (CS). The DA models the collective behavior of dragonflies, replicating dynamic processes such as foraging, evasion...

(This article belongs to the Special Issue Advances in Mathematical Optimization Algorithms and Its Applications)
  • Article
  • Open Access
46 Citations
5,793 Views
22 Pages

29 August 2022

This paper addresses the Electric Vehicle Routing Problem with Simultaneous Pickup and Delivery (EVRP-SPD), in which electric vehicles (EVs) simultaneously deliver goods to and pick up goods from customers. Due to the limited battery capacity of EVs,...

(This article belongs to the Special Issue Computational Modelling and Optimization in Production, Logistics, and Supply Chain)
  • Review
  • Open Access
18 Citations
8,209 Views
25 Pages

31 March 2021

Many recent studies have shown that various multi-objective evolutionary algorithms have been widely applied in the field of search-based software engineering (SBSE) for optimal solutions. Most of them either focused on solving newly re-formulated pr...

(This article belongs to the Section Computing and Artificial Intelligence)
  • Article
  • Open Access
5 Citations
3,022 Views
23 Pages

6 June 2022

Complete traffic sensor data is a significant prerequisite for analyzing the changing rules of traffic flow and formulating traffic control strategies. Nevertheless, the missing traffic data are common in practice. In this study, an improved Fuzzy C-...

(This article belongs to the Topic Intelligent Transportation Systems)
  • Article
  • Open Access
14 Citations
3,258 Views
21 Pages

Optimal Design of Fuzzy Systems Using Differential Evolution and Harmony Search Algorithms with Dynamic Parameter Adaptation

  • Oscar Castillo,
  • Fevrier Valdez,
  • José Soria,
  • Jin Hee Yoon and ,
  • Zong Woo Geem,
  • Cinthia Peraza,
  • Patricia Ochoa and
  • Leticia Amador-Angulo
  • + 3 authors+ 0 author

4 September 2020

This paper presents a study of two popular metaheuristics, namely differential evolution (DE) and harmony search (HS), including a proposal for the dynamic modification of parameters of each algorithm. The methods are applied to two cases, finding th...

(This article belongs to the Section Computing and Artificial Intelligence)
  • Article
  • Open Access
20 Citations
4,328 Views
16 Pages

Early Prediction of Sepsis Onset Using Neural Architecture Search Based on Genetic Algorithms

  • Jae Kwan Kim,
  • Wonbin Ahn,
  • Sangin Park,
  • Soo-Hong Lee and
  • Laehyun Kim

Sepsis is a life-threatening condition with a high mortality rate. Early prediction and treatment are the most effective strategies for increasing survival rates. This paper proposes a neural architecture search (NAS) model to predict the onset of se...

(This article belongs to the Topic Artificial Intelligence in Healthcare)
  • Article
  • Open Access
50 Citations
5,693 Views
15 Pages

Industries are consuming more than 27% of the total generated energy in the world, out of which 50% is used by different machines for processing, producing, and assembling various goods. Energy shortage is a major issue of this biosphere. To overcome...

(This article belongs to the Special Issue Transforming Future Cities: Smart City)
  • Article
  • Open Access
24 Citations
6,827 Views
24 Pages

A Fertilization Decision Model for Maize, Rice, and Soybean Based on Machine Learning and Swarm Intelligent Search Algorithms

  • Jian Gao,
  • Wenzhi Zeng,
  • Zhipeng Ren,
  • Chang Ao and ,
  • Guoqing Lei,
  • Thomas Gaiser and
  • Amit Kumar Srivastava
  • + 2 authors+ 0 author

19 May 2023

Background: The application of base fertilizer is significant for reducing agricultural costs, non-point source pollution, and increasing crop production. However, the existing fertilization decision methods require many field observations and have h...

(This article belongs to the Special Issue Improving Functioning of Soil–Plant Systems Using the Application of Sustainable and Intelligent Methods)
  • Feature Paper
  • Article
  • Open Access
15 Citations
5,169 Views
22 Pages

15 March 2019

The design of a flotation circuit based on optimization techniques requires a superstructure for representing a set of alternatives, a mathematical model for modeling the alternatives, and an optimization technique for solving the problem. The optimi...

(This article belongs to the Special Issue Modeling, Design and Optimization of Multiphase Systems in Minerals Processing)
  • Article
  • Open Access
10 Citations
6,115 Views
13 Pages

In the field of engineering when a situation is not resolved analytically, efforts are made to develop methods that approximate a possible solution. These efforts have originated the numerical methods known at present, which allow formulating mathema...

(This article belongs to the Section Computational Engineering)
  • Article
  • Open Access
23 Citations
3,791 Views
23 Pages

15 November 2022

In this paper, a new meta-heuristic path planning algorithm, the cuckoo–beetle swarm search (CBSS) algorithm, is introduced to solve the path planning problems of heterogeneous mobile robots. Traditional meta-heuristic algorithms, e.g., genetic...

(This article belongs to the Section Sustainable Transportation)
  • Article
  • Open Access
16 Citations
4,084 Views
15 Pages

11 July 2018

A novel framework based on the fast orthogonal search (FOS) method coupled with factorization algorithms was proposed and implemented to realize high-accuracy muscle force estimation via surface electromyogram (SEMG). During static isometric elbow fl...

(This article belongs to the Section Physical Sensors)
  • Article
  • Open Access
9 Citations
3,940 Views
17 Pages

The rapid spread of the use of high-density polyethylene (HDPE) pipes is due to the wide variety of methods for connecting them. This study keeps pace with the developments of butt fusion welding of HDPE pipes by exploring the relationship between th...

(This article belongs to the Special Issue Advances in Welding Technology)
  • Article
  • Open Access
398 Views
26 Pages

11 August 2026

Efficient longest prefix matching (LPM) is a fundamental operation in networking applications such as IP lookup, where minimizing unnecessary memory accesses is critical for achieving high performance. Bloom filter (BF)-based approaches have been wid...

(This article belongs to the Special Issue Advanced Data Analytics and Intelligent Systems)
  • Article
  • Open Access
42 Citations
4,261 Views
32 Pages

In recent, various metaheuristic algorithms have shown significant results in control engineering problems; moreover, fuzzy sets (FSs) and theories were frequently used for dynamic parameter adaption in metaheuristic algorithms. The primary reason fo...

(This article belongs to the Section Engineering)
  • Abstract
  • Open Access
839 Views
1 Page

The purpose of this study is to enhance the efficacy of the harmonic search (HS) algorithm with dynamically changing evolutionary optimization method parameters utilizing fuzzy type-1 (FT1) and interval type-2 fuzzy systems (IT2FS) [...]

(This article belongs to the Proceedings of The 3rd International Electronic Conference on Processes—Green and Sustainable Process Engineering and Process Systems Engineering)
  • Article
  • Open Access
21 Citations
3,601 Views
20 Pages

Integration of Deep Learning and Sparrow Search Algorithms to Optimize Greenhouse Microclimate Prediction for Seedling Environment Suitability

  • Dongyuan Shi,
  • Pan Yuan,
  • Longwei Liang,
  • Lutao Gao and ,
  • Ming Li and
  • Ming Diao
  • + 1 author+ 0 author

24 January 2024

The climatic parameters within greenhouse facilities, such as temperature, humidity, and light, exert significant influence on the growth and yield of crops, particularly seedlings. Therefore, it is crucial to establish an accurate predictive model t...

(This article belongs to the Section Farming Sustainability)
  • Article
  • Open Access
763 Views
30 Pages

The traditional mantis search algorithm (MSA) suffers from limitations such as slow convergence and a high likelihood of converging to local optima in complex optimization scenarios. This paper proposes an improved mantis search algorithm (IMSA) to o...

(This article belongs to the Section Biological Optimisation and Management)
  • Article
  • Open Access
13 Citations
3,635 Views
25 Pages

20 October 2024

This manuscript introduces an improved Cuckoo Search (CS) algorithm, known as BASCS, designed to address the inherent limitations of CS, including insufficient search space coverage, premature convergence, low search accuracy, and slow search speed....

  • Article
  • Open Access
42 Citations
9,502 Views
29 Pages

17 April 2019

An improved squirrel search algorithm (ISSA) is proposed in this paper. The proposed algorithm contains two searching methods, one is the jumping search method, and the other is the progressive search method. The practical method used in the evolutio...

  • Article
  • Open Access
50 Citations
5,195 Views
17 Pages

Binary Spring Search Algorithm for Solving Various Optimization Problems

  • Mohammad Dehghani,
  • Zeinab Montazeri,
  • Ali Dehghani,
  • Om P. Malik and ,
  • Ruben Morales-Menendez,
  • Gaurav Dhiman,
  • Nima Nouri,
  • Ali Ehsanifar,
  • Josep M. Guerrero and
  • Ricardo A. Ramirez-Mendoza
  • + 5 authors+ 0 author

30 January 2021

One of the most powerful tools for solving optimization problems is optimization algorithms (inspired by nature) based on populations. These algorithms provide a solution to a problem by randomly searching in the search space. The design’s central id...

(This article belongs to the Collection Bio-inspired Computation and Applications)
  • Article
  • Open Access
11 Citations
4,507 Views
19 Pages

14 January 2022

To overcome the shortcomings of the harmony search algorithm, such as its slow convergence rate and poor global search ability, a reward population-based differential genetic harmony search algorithm is proposed. In this algorithm, a population is di...

(This article belongs to the Section Evolutionary Algorithms and Machine Learning)
  • Article
  • Open Access
3 Citations
2,608 Views
42 Pages

29 August 2023

The Squirrel Search Algorithm (SSA) is widely used due to its simple structure and efficient search ability. However, SSA exhibits relatively slow convergence speed and imbalanced exploration and exploitation. To address these limitations, this paper...

(This article belongs to the Special Issue Metaheuristic Algorithms)
  • Article
  • Open Access
1 Citations
822 Views
23 Pages

24 December 2025

We investigate optimizing quantum tree search algorithms by employing a nested Grover Algorithm. This approach seeks to enhance results compared to previous Grover-based methods by expanding the tree of partial assignments to a specific depth and con...

(This article belongs to the Special Issue The Future of Quantum Machine Learning and Quantum AI, 2nd Edition)
  • Article
  • Open Access
18 Citations
4,127 Views
31 Pages

14 December 2022

The gravitational search algorithm is a global optimization algorithm that has the advantages of a swarm intelligence algorithm. Compared with traditional algorithms, the performance in terms of global search and convergence is relatively good, but t...

(This article belongs to the Section Multidisciplinary Applications)
  • Article
  • Open Access
339 Views
31 Pages

2 July 2026

Population-based optimization algorithms have been widely applied to optimization problems in many fields and have achieved encouraging computational results. To improve the performance of population-based optimization algorithms, it is necessary to...

(This article belongs to the Special Issue Swarm Intelligence and Optimization Algorithms, Variants, and Real-World Applications)
  • Article
  • Open Access
6 Citations
2,895 Views
29 Pages

A Variable Step Crow Search Algorithm and Its Application in Function Problems

  • Yuqi Fan,
  • Huimin Yang,
  • Yaping Wang,
  • Zunshan Xu and
  • Daoxiang Lu

Optimization algorithms are popular to solve different problems in many fields, and are inspired by natural principles, animal living habits, plant pollinations, chemistry principles, and physic principles. Optimization algorithm performances will di...

(This article belongs to the Special Issue Bio-Inspired Optimization Algorithms and Designs for Engineering Applications)
  • Article
  • Open Access
611 Views
9 Pages

29 December 2025

We consider online pattern matching algorithms for IUPAC nucleotide sequences. We present an experimental comparison of search algorithms while allowing 3% degenerate symbols. In addition, we introduce two new algorithms, one utilizing SIMD instructi...

(This article belongs to the Section Algorithms for Multidisciplinary Applications)
  • Article
  • Open Access
11 Citations
2,693 Views
17 Pages

19 April 2024

Association rule mining utilizing metaheuristic algorithms is a prominent area of study in the field of data mining. However, when working with extensive data, conventional metaheuristic algorithms exhibit limited search efficiency and face challenge...

(This article belongs to the Section Computing and Artificial Intelligence)
  • Article
  • Open Access
1 Citations
1,362 Views
24 Pages

6 January 2026

To address the limitations of the standard Sparrow Search Algorithm (SSA) in complex optimization problems—such as insufficient convergence accuracy and susceptibility to local optima—this paper proposes a Composite Strategy Sparrow Searc...

  • Article
  • Open Access
8 Citations
3,337 Views
21 Pages

Improved Search Algorithm of Digital Speckle Pattern Based on PSO and IC-GN

  • Qiang Chen,
  • Zhixin Tie,
  • Liang Hong,
  • Youtian Qu and
  • Dengwen Wang

Digital speckle correlation method has not only been widely used in a variety of photometric mechanical scenarios, but also integrated with multiple disciplines. In the future, it will even be inextricably linked to the Internet of Things, autonomous...

  • Article
  • Open Access
12 Citations
5,278 Views
28 Pages

Multi-Strategy Improved Sparrow Search Algorithm and Application

  • Xiangdong Liu,
  • Yan Bai,
  • Cunhui Yu,
  • Hailong Yang and ,
  • Haoning Gao,
  • Jing Wang,
  • Qing Chang and
  • Xiaodong Wen
  • + 3 authors+ 0 author

The sparrow search algorithm (SSA) is a metaheuristic algorithm developed based on the foraging and anti-predatory behavior of sparrow populations. Compared with other metaheuristic algorithms, SSA also suffers from poor population diversity, has wea...

(This article belongs to the Section Engineering)
  • Article
  • Open Access
9 Citations
4,158 Views
12 Pages

The Use of an Exact Algorithm within a Tabu Search Maximum Clique Algorithm

  • Derek H. Smith,
  • Roberto Montemanni and
  • Stephanie Perkins

4 October 2020

Let G=(V,E) be an undirected graph with vertex set V and edge set E. A clique C of G is a subset of the vertices of V with every pair of vertices of C adjacent. A maximum clique is a clique with the maximum number of vertices. A tabu search algorithm...

(This article belongs to the Special Issue Algorithms for Graphs and Networks)
  • Article
  • Open Access
24 Citations
4,165 Views
18 Pages

A Fuzzy Gravitational Search Algorithm to Design Optimal IIR Filters

  • Danilo Pelusi,
  • Raffaele Mascella and
  • Luca Tallini

23 March 2018

The goodness of Infinite Impulse Response (IIR) digital filters design depends on pass band ripple, stop band ripple and transition band values. The main problem is defining a suitable error fitness function that depends on these parameters. This fit...

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