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Automated process control systems (APCS) are widely used in modern industrial enterprises. They address three key objectives: ensuring the required quality of manufactured products, ensuring process safety for people and the environment,…

系统与控制 · 电气工程与系统科学 2026-03-18 Ruslan Zakirzyanov

In this paper we propose DeepSwarm, a novel neural architecture search (NAS) method based on Swarm Intelligence principles. At its core DeepSwarm uses Ant Colony Optimization (ACO) to generate ant population which uses the pheromone…

机器学习 · 计算机科学 2019-05-20 Edvinas Byla , Wei Pang

In this paper, we study a new Workforce Scheduling and Routing Problem, denoted Multiperiod Workforce Scheduling and Routing Problem with Dependent Tasks. In this problem, customers request services from a company. Each service is composed…

人工智能 · 计算机科学 2020-08-10 Dilson Lucas Pereira , Júlio César Alves , Mayron César de Oliveira Moreira

In this paper, a novel swarm intelligent algorithm is proposed called ant nesting algorithm (ANA). The algorithm is inspired by Leptothorax ants and mimics the behavior of ants searching for positions to deposit grains while building a new…

神经与进化计算 · 计算机科学 2021-12-14 Deeam Najmadeen Hama Rashid , Tarik A. Rashid , Seyedali Mirjalili

A large number of experimental data shows that Support Vector Machine (SVM) algorithm has obvious advantages in text classification, handwriting recognition, image classification, bioinformatics, and some other fields. To some degree, the…

神经与进化计算 · 计算机科学 2014-05-21 Chao Zhang , Hong-cen Mei , Hao Yang

This paper presents an effective algorithm for selecting cluster heads in mobile ad hoc networks using ant colony optimization. A cluster in an ad hoc network consists of a cluster head and cluster members which are at one hop away from the…

网络与互联网体系结构 · 计算机科学 2011-11-29 Amritha Sampath , Tripti. C , Sabu M. Thampi

This article presents a unique design for a parser using the Ant Colony Optimization algorithm. The paper implements the intuitive thought process of human mind through the activities of artificial ants. The scheme presented here uses a…

人工智能 · 计算机科学 2016-11-15 Deepyaman Maiti , Ayan Acharya , Amit Konar , Janarthanan Ramadoss

Ant Colony Optimization (ACO) has been applied in supervised learning in order to induce classification rules as well as decision trees, named Ant-Miners. Although these are competitive classifiers, the stability of these classifiers is an…

神经与进化计算 · 计算机科学 2014-09-10 Gopinath Chennupati

Particle Swarm Optimization (PSO) and Ant Colony Optimization (ACO) are simple, easy to implement, their robustness to control parameters, and their computational efficiency when compared with mathematical algorithms and other heuristic…

分布式、并行与集群计算 · 计算机科学 2022-03-24 Harsha R. Gaikwad , Pradnyarani K. Mahind , Sandeep U. Mane

The evolution of the human society raises more and more difficult endeavors. For some of the real-life problems, the computing time-restriction enhances their complexity. The Matrix Bandwidth Minimization Problem (MBMP) seeks for a…

人工智能 · 计算机科学 2012-09-18 Camelia-M. Pintea , Camelia Chira , Gloria-C. Crisan

Large Language Model (LLM)-driven Multi-Agent Systems (MAS) have demonstrated strong capability in complex reasoning and tool use, and heterogeneous agent pools further broaden the quality--cost trade-off space. Despite these advances,…

Audio, animations and video belong to a class of data known as delay sensitive because they are sensitive to delays in presentation to the users. Also, because of huge data in such items, disk is an important device in managing them. In…

分布式、并行与集群计算 · 计算机科学 2020-03-03 Hossein Rahmani , Sajjad Arshad , Mohsen Ebrahimi Moghaddam

Quantum ant colony optimization (QACO) has drew much attention since it combines the advantages of quantum computing and ant colony optimization (ACO) algorithm overcoming some limitations of the traditional ACO algorithm. However,due to…

量子物理 · 物理学 2024-10-24 Qian Qiu , Liang Zhang , Mohan Wu , Qichun Sun , Xiaogang Li , Da-Chuang Li , Hua Xu

This paper introduces a new optimisation algorithm, called Adaptive Bacterial Colony Optimisation (ABCO), modelled after the foraging behaviour of E. coli bacteria. The algorithm follows three stages--explore, exploit and reproduce--and is…

神经与进化计算 · 计算机科学 2025-05-05 Barisi Kogam , Yevgeniya Kovalchuk , Mohamed Medhat Gaber

Generating graphs subject to strict structural constraints is a fundamental computational challenge in network science. Simultaneously preserving interacting properties-such as the diameter and the clustering coefficient- is particularly…

社会与信息网络 · 计算机科学 2026-02-24 Dávid Ferenczi , Alexander Grigoriev

We study the multi-agent Smoothed Online Convex Optimization (SOCO) problem, where $N$ agents interact through a communication graph. In each round, each agent $i$ receives a strongly convex hitting cost function $f^i_t$ in an online…

最优化与控制 · 数学 2025-01-31 Neelkamal Bhuyan , Debankur Mukherjee , Adam Wierman

With the increasing demand and complexity of networks, factors such as balancing the load, improving the performance, reducing delay and finding optimal path between nodes in a computer network have become crucial. The traditional routing…

网络与互联网体系结构 · 计算机科学 2016-10-17 Chandana M , Sanjeev Thakur

We consider the problems of maintaining an approximate maximum matching and an approximate minimum vertex cover in a dynamic graph undergoing a sequence of edge insertions/deletions. Starting with the seminal work of Onak and Rubinfeld…

数据结构与算法 · 计算机科学 2016-11-21 Sayan Bhattacharya , Deeparnab Chakrabarty , Monika Henzinger

Solving large traveling salesman problem (TSP) in an efficient way is a challenging area for the researchers of computer science. This paper presents a modified version of the ant colony system (ACS) algorithm called Red-Black Ant Colony…

人工智能 · 计算机科学 2013-04-16 Md. Rakib Hassan , Md. Kamrul Hasan , M. M. A. Hashem

The proper planning of different types of public transportation such as metro, highway, waterways, and so on, can increase the efficiency, reduce the congestion and improve the safety of the country. There are certain challenges associated…

神经与进化计算 · 计算机科学 2024-07-26 Hariram Sampath Kumar , Archana Singh , Manish Kumar Ojha