Advanced Applications of Neural Networks and Artificial Intelligence: A Review

Full Text (PDF, 760KB), PP.57-68

Views: 0 Downloads: 0

Author(s)

Koushal Kumar 1,* Gour Sundar Mitra Thakur 1

1. Department of CSE/IT, Lovely Professional University, Phagwara, Punjab India

* Corresponding author.

DOI: https://doi.org/10.5815/ijitcs.2012.06.08

Received: 13 Jul. 2011 / Revised: 6 Dec. 2011 / Accepted: 27 Jan. 2012 / Published: 8 Jun. 2012

Index Terms

Artificial intelligence, Neural Networks, Machine learning, Soft computing

Abstract

Artificial Neural Network is a branch of Artificial intelligence and has been accepted as a new computing technology in computer science fields. This paper reviews the field of Artificial intelligence and focusing on recent applications which uses Artificial Neural Networks (ANN’s) and Artificial Intelligence (AI). It also considers the integration of neural networks with other computing methods Such as fuzzy logic to enhance the interpretation ability of data. Artificial Neural Networks is considers as major soft-computing technology and have been extensively studied and applied during the last two decades. The most general applications where neural networks are most widely used for problem solving are in pattern recognition, data analysis, control and clustering. Artificial Neural Networks have abundant features including high processing speeds and the ability to learn the solution to a problem from a set of examples. The main aim of this paper is to explore the recent applications of Neural Networks and Artificial Intelligence and provides an overview of the field, where the AI & ANN’s are used and discusses the critical role of AI & NN played in different areas.

Cite This Paper

Koushal Kumar, Gour Sundar Mitra Thakur, "Advanced Applications of Neural Networks and Artificial Intelligence: A Review", International Journal of Information Technology and Computer Science(IJITCS), vol.4, no.6, pp.57-68, 2012. DOI:10.5815/ijitcs.2012.06.08

Reference

[1]George F Ludger “Artificial Intelligence - Structures and strategies for complex problem solving” 5th Edition, Pearson, 2009.

[2]Girish Kumar jha, "Artificial Neural Networks and its applications" international journal of computer science and issues 2005.

[3]Nils J Nilsson American Association for Artiļ¬cial Intelligence" AI magazine 2005.

[4]http://www.differencebetween.com/difference-between-strong-ai-and-vs-weak-ai/

[5]Tyler Cowen and Michelle Dawson "What does the Turing test really mean? And how many human beings (including Turing) could pass? George Mason University Department of Economics, and University of Montreal, July 3. 2009.

[6]Ajith Abraham.” Artificial Neural Networks” Oklahoma State University, Stillwater OK, USA 2006

[7]Zhi-Hua Zhou, “Rule Extraction Using Neural Networks or For Neural Networks” National Laboratory for Novel Software Technology, Nanjing University, Nanjing 210093, China 2007

[8]Fiona Nielsen, “Neural Networks algorithms and applications” Neil’s Brock Business College, Dec 2001.

[9]Jacek M. Zurada, “Introduction to Artificial Neural System”, Jaico publishing house 2006

[10]Fausett, L. “Fundamentals of Neural Networks" Prentice Hall, USA. 1996 

[11]Sutton, R. S. and Barto, A. G. “Reinforcement Learning: An Introduction Cambridge, MA MIT Press 1999

[12]Saumya Bajpai, Kreeti Jain, and Neeti Jain.,”Artificial Neural Networks” International Journal of Soft Computing and Engineering (IJSCE) ISSN: 2231-2307, Volume-1, Issue-NCAI2011, June 2011

[13]Seven G Ficici and Jordan B. Pollock. “Statistical Reasoning Strategies in the pursuit and Evasion domains. Demo Lab, Brandeis University, USA 2001.

[14]Jyoti Singh and Pritee Gupta. “Advance Applications of Artificial Intelligence and Neural Networks” Akgec Journal of Technology, vol.1, no.2, in 2010.

[15]http://www.demo.cs.brandeis.edu/pr/neural_controllers/evo_control.html.

[16]Ming Cheng, Xiaorong GAO, Shangkai GAO, Senior Member, IEEE, and Dingfeng Xu "Design and Implementation of a Brain-Computer Interface With High Transfer Rates" 2002.

[17]H. Berger, “Uber das Electrenkephalogramm des Menchen,” Arch Psychiat Nervenkr, vol. 87, pp. 527–570, 1929.

[18]Jonathan R. et al “Brain–Computer Interface Technology” A Review of the First International Meeting” IEEE transactions on Rehabilitation Engineering, vol. 8, no. 2, June 2000.

[19]J. R. Wolpaw et al., “Brain-computer interface technology: A review of the first international meeting,” IEEE Trans. Rehab. Eng., vol. 8, pp. 164–173, June 2000.

[20]Wolpaw, J.R. “Brain-computer interfaces signals, methods, and goals Neural Engineering” Conference Proceedings. First International IEEE EMBS Conference 2003.

[21]Kenji Nakayama Kiyoto Inagaki, "A Brain Computer Interface Based on Neural Network with Efficient Pre-Processing" Graduate School of Natural Science and Technology, Kanazawa Univ. Kakuma-machi, Kanazawa, 920-1192, Japan 2007.

[22]Yuanfeng Yang et al. “Trajectory Analysis Using Spectral Clustering and Sequence Pattern Mining” Journal of Computational Information Systems 2012.

[23]Neil Johnson, David Hogg "Learning the distribution of objecttrajectories for eventrecognition"School of Computer Studies, The University of Leeds, Leeds LS2 9JT, UK 1999.

[24]Lei Gao et al. "Automatic Learning of Semantic Region Models for Event Recognition" School of Computer. Sci. & Technol., Beihang Univ., Beijing 2009

[25]Weiming Hu, Dan Xie, and Tieniu Tan, Senior Member, IEEE "A Hierarchical Self-Organizing Approach for Learning the Patterns of Motion Trajectories" IEEE transactions on neural networks, vol.15, no. 1, January 2004.

[26]Brennan J. Rusnell. "Radiosity for Computer Graphics" University of Saskatchewan 2007.

[27]Brennan J. Rusnell, “Radiosity for Computer Graphics” University of Saskatchewan 2007.

[28]http://tralvex.com/pub/nap/#Radiosity for Virtual Reality Systems (ROVER).

[29]Takemura Y and Ishii K; "Dynamics classification of underwater robot and Introduction to controller adaptation" Dept. of Mech. & Electron. Eng, Nippon Bunri Univ., Oita, Japan dec 2010

[30]Tamara Knutsen et al, “Designing an Underwater Eel-Like Robot and Developing Anguilliform Locomotion Control” Harvard University 2004

[31]S.Garchery, A. Egges, N. Magnenat-Thalman. "Fast Facial Animation Design for Emotional Virtual Humans" MIRALab, University of Geneva, Geneva, Switzerland 2007

[32]Junaid Akhtar and Ayesha Farrukh "Applications of Artificial Neural Networks" Research trends in artificail intelligence 2004.

[33]Abhay Bagai et al "Lip-Reading using Neural Networks "IJCSNS International Journal of Computer Science and Network Security, vol.9 No.4, April 2009.

[34]Harshit Mehrotra and Prof. M.C. Srivastava. "Lip reading" Department of electronics and communication engineering jaypee institute of information technology university noida may 2009.

[35]T. Chen, “Audiovisual speech processing lip reading and lip synchronization,” IEEE Signal Processing Mag., vol. 18, pp. 9 21, January 2001.

[36]Hebah H. O. Nasereddin "Stream Data Mining" Department of computer Information system Faculty of IT Amman Arab University for Graduate Studies Amman Jordan 2009.

[37]Xindong Wu, Senior Member, IEEE "Data Mining: An AI Perspective" vol.4 no 2 (2004) 

[38]Satvika Khanna et al. “Expert Systems Advances in Education” NCCI 2010 -National Conference on Computational Instrumentation CSIO Chandigarh, INDIA, 19-20 March 2010

[39]O. N. Garcia, R. A. Perez, et. al, “On Teaching AI and Expert Systems Courses”, IEEE Transactions on Education, Vol. 36, No.1 Feb (1993).

[40]Yanbo Huang. “Advances in Artificial Neural Networks – Methodological Development and Application” United States Mississippi 38776, USA;

[41]http://modo.ugr.es/en/soft_computing

[42]Zadeh L.A. The roles of fuzzy logic and soft computing in the conception, design and deployment of intelligent systems. BT Technol J. 14(4): 32-36, 1994

[43]Aliev R.A. and Aliev R.R., Soft Computing, volumes I, II, III. Baku: ASOA Press, 1997-1998 (in Russian).

[44]Aliev R., Bonfig K., and Aliew F., Soft Computing. Berlin: Verlag Technic, 2000.

[45]Gobinda G. Chaudhary "Natural Language Processing" Dept. of Computer and Information Sciences University of Strathclyde, Glasgow G1 1XH, UK 2003

[46]Robert Chin (Qin) Mrs. Baron World Lit. Honor. "Artificial Intelligence A Window to Mankind Feb.1999 

[47]http://www.electronicsteacher.com/robotics/current-research.php

[48]Mark Fleischer "Foundations of Swarm Intelligence From Principles to Practice” Institute for Systems Research University of Maryland College Park, Maryland 2005

[49]W. Poundstone, “The Recursive Universe: Cosmic Complexity and the Limits of Scientific Knowledge”. Chicago, Ill Contemporary Books, 1985 

[50]P Venketesh, R Venkatesan, “A Survey on Applications of Neural Networks and Evolutionary Techniques in Web Caching”, IETE Tech Rev 2009.

[51]Kaijun Xu.” Dynamic neuro-fuzzy control design for civil aviation aircraft in intelligent landing system. Dept. of Air Navig. Civil Aviation Flight Univ. of China 2011.

[52]Eike.F Anderson.,”Playing smart artificial intelligence in computer games” The National Centre for Computer Animation (NCCA) Bournemouth University UK.

[53]K.R. Chaudhary “Goals, Roots and Sub-fields ofArtificial Intelligence. MBM Engineering College, Jodhpur, India 2012.