Neural Tau (Neuτ): Hinge-pin of Neural Augmented Ant Colony Optimization (NaACO) Technique

Author:

Umer Muhammad1,Ahmad Riaz1,Farhan Amir2

Affiliation:

1. School of Manufacturing and Mechanical Engineering (SMME), National University of Science and Technology (NUST), Islamabad, Pakistan

2. Muhammad Ali Jinnah University (MAJU), Islamabad, Pakistan

Abstract

In this paper we introduce and elaborate on the concept and application of Neural Tau (neuτ) which has become the hinge pin for the formulation of Neural Augmented Ant Colony Optimization (NaACO) in our previous research and publications. The concept of neuτ has been discussed in detail and it is compared with the concept of traditional or conventional pheromone upgradation function. The application of this entity through NaACO in various worker assignment and scheduling problems along with the areas of future research has been depicted.

Publisher

North Atlantic University Union (NAUN)

Subject

General Engineering,Energy Engineering and Power Technology

Reference13 articles.

1. M. Dorigoand S.Thomas, “Ant Colony Optimization.” London: The MIT press, 2004.

2. M. Umer, Dr. R. Ahmad, Dr. I. Chaudhry, “Unsupervised Artificial Neural Networks (ANNs) For Intelligent Pheromone up Gradation. FurtherEvolution of Neural Augmented Ant Colony Optimization (NaACO),” Life Science 10 ed. vol. 3, 2013, pp. 318- 327.

3. M. R. Garey and D. S. Johson, Computer and Intractability: A Guide to the theory of NP-Completeness, 1979.

4. M. Mathirajan,V. Chandru, A. I. Sivakumar, “Heuristic algorithms for scheduling heat-treatment furnaces of steel casting industries.” Sādhanā32ed. vol. 5, 2007, pp. 479-500

5. P. P. Grasse, “La reconstruction du nid et les coordinationsinterindividuelleslles chez. bellicositermesnatalensis et cubitermessp 6,” 1959, pp. 41-81.

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3