Smriti Srivastava



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  • Profile
  • QualificationsB.E(MANIT, BHOPAL), M.Tech(MANIT, BHOPAL), Ph.D (IIT Delhi)
  • DesignationProfessor, Head-Division of ICE
  • DivisionInstrumentation and Control Engineering
  • Contact No.+919810730260
  • E-Mailsmriti.nsit@gmail.com

Biosketch

Prof. Smriti Srivastava received the B.E. degree in electrical engineering and the M.Tech. degree in heavy electrical equipment from Maulana Azad College of Technology [now Maulana Azad National Institute of Technology (MANIT)], Bhopal, India, in 1987 and 1991, respectively, and the Ph.D. degree in intelligent control from the Indian Institute of Technology, New Delhi, India, in 2005. From 1988 to 1991, she was a faculty member with MANIT, and since August 1991, she has been with the Department of Instrumentation and Control Engineering, Netaji Subhas Institute of Technology, University of Delhi, New Delhi, India, where she is presently working as Professor in the Instrumentation and Control Engineering Division at NSIT, New Delhi from September 2008 to till date and Dean Under Graduate Studies. She also worked as Associate Head of Instrumentation & Control Engineering Division at NSIT, New Delhi from April 2004 to Nov. 2007 and from September 2008 to December 2011. She is the author of a number of publications in Transactions, journals and conferences in the areas of neural networks, fuzzy logic, and control systems. She has given a number of invited talks and tutorials mostly in the area of fuzzy logic, process control, and neural networks. Her current research interests include neural networks, fuzzy logic, and hybrid methods in modeling, identification and control of nonlinear systems.

She is the reviewer of Reviewer of IEEE Transactions on Systems, Man and Cybernetics (SMC), Part-B. IEEE Transactions on Fuzzy Systems, International Journal of Applied Soft Computing (Elsevier), International Journal of Energy, Technology and Policy (Inder Science).

She is the member of World Scientific and Engineering Academy and Society (WSEAS) working committee on computers. She is also on the Editorial board of Scientific and Academic publishing.

Her paper titled “Identification and Control of a Nonlinear System using Neural Networks by Extracting the System Dynamics”, was selected by the Institute of Electronics and Telecommunication Engineers for IETE – K S Krishnan Memorial Award for the best system oriented paper. She is also nominated for ‘International Engineer of the Year 2008’ by International Biographical Center of Cambridge England in 2008. Her name was appeared in Silver Jubilee edition of ‘Marquis Who’s Who in the World’ in November 2007, 2008 and 2009. Her paper titled ‘New Fuzzy Wavelet Neural Networks for system Identification and Control’ second most downloadable paper of the year 2006 from the list of Journals comes under ‘Science Direct.’ 

Areas of Interest
  • Neural networks
  • Fuzzy logic
  • Modeling
  • Identification and control of nonlinear systems.
Honours and Awards
  • Paper titled "Multi-level Fusion of Palmprint and Dorsal Hand Vein.authored by ‘Gopal Chaudhary, Smriti Srivastava, and Saurabh Bhardwaj in Proceedings Information Systems Design and Intelligent Applications Springer India, 2016. 321-330, was selected best paper by Springer and India 2016 conference.
  • Paper titled ‘ Project Based Learning in Engineering Education’ authored by Smriti Srivastava and Monika Gupta is identified as the Best Poster in Poster Session, held during ICTIEE 2015, organized jointly by BMS College of Engineering (BMSCE) and Indo-US Collaboration for Engineering Education IUCEE.
  • Paper titled “Identification and Control of a Nonlinear System using Neural Networks by Extracting the System Dynamics”, was selected by the Institute of Electronics and Telecommunication Engineers for IETE – K S Krishnan Memorial Award for the best system oriented paper in 2008.
  • Listed in Silver Jubilee edition of ‘Marquis Who’s Who in the World’ in November 2007, 2008 and 2009.
  • Nominated for ‘International Engineer of the Year 2008’ by International Biographical Center of Cambridge, England in 2008.
  • Paper titled ‘New Fuzzy Wavelet Neural Networks for system Identification and Control’ second most downloadable paper of the year 2006 from the list of Journals comes under ‘Science Direct.’
Journals
 
  • Saurabh Bhardwaj, Smriti Srivastava, J.R.P.Gupta and Ashish, “Chaotic Time Series prediction Using Combination of Hidden Markov Model and Neural Nets,” International Journal of Computer Information Systems and Industrial Management Applications, Vol 4 (2012) pp. 236 -243.
  • Parul Arora, S. Srivastava, “Gait based authentication using gait information image features” , Pattern Recognition letters. (in press)
  • M. Gupta, S. Srivastava, J.R.P. Gupta, “A Novel Controller for Model with Combined LFC and AVR Loops of single Area Power System” , Journal of Institution of Engineers (India): series B, Springer, pp. 1-9, 2014
  • Saurabh Bhardwaj, Smriti Srivastava, M.Hanmandalu, J.R.P.Gupta, “GFM Based Methods for Text Independent Speaker Identification” , IEEE Transactions on Systems, Man, and Cybernetics, Part B , vol. 43,no.3 , pp.1047-1058 , 2013
  • Meena Tushir, Smriti Srivastava, “Exploring different kernal functions for kernal based clustering” accepted for publication in international of artificial intelligence and soft computing. Inderscience (in press)
  • Saurabh Bhardwaj, Smriti Srivastava, O.S. S Sastry, J.R.P Gupta, and B. Bandyopadhyay, “Estimation of solar radiation using combination of Hidden Markov Model and Generalized Fuzzy Model” , Solar Energy, Elsevier, vol. 93, pp. 43-54, 2013
  • M. Gupta, S. Srivastava, J.R.P. Gupta,“A Novel Control Scheme for Load frequency control,” accepted in Majlesi Journal of Electrical Engineering in August 2012.
  • Smriti Srivastava, Vidya Sukumar, Parampreet Bhasin and D ArunKumar, “A Laboratory Test bed for Embedded Fuzzy Control”, IEEE Trans. on Education, Vol. 54, issue 1,pp 14-23 Feb 2011
  • Meena Tushir and Smriti Srivastava, Implementation of Type-2 Fuzzy Controller for Speed Control of DC Motor, International Journal of Computer Network Security, 1 (3) (2011), 34-41.
  • Meena Tushir, Smriti Srivastava, Design and Simulation of a Novel Clustering based Fuzzy Controller for DC Motor Speed Control, Innovative System Design and Engineering, 2 (7) (2011), 1-12.
  • Meena Tushir and Smriti Srivastava, “Application of a Novel Hybrid Controller for Load Frequency Control” Accepted (Nov. 2011) in International Journal of Control, Engineering and Technology.
  • Meena Tushir, Smriti Srivastava and Yogendra Arya, “Application of Hybrid Fuzzy Controller for Three Area Power System with Generation Rate Constraint” Accepted (Nov. 2011) in International Journal of Energy Technology and Policy.(InderScience).
  • Meena Tushir and Smriti Srivastava, Generation of Fuzzy Rules using Kernel-based Clustering in the Design of Fuzzy Controller, Accepted (2010) in International Journal of Computational Cognition.(IJCC)
  • Meena Tushir and Smriti Srivastava, A New Kernelized hybrid c-means Clustering Model with Optimized Parameters, J. Applied Soft Computing, 10 (2) (2010), 381-389. March 2010.(Elsevier)
  • Madhusudan Singh, Smriti Srivastava, M. Hanmandlu and J.R.P. Gupta,“Design of Interval Networks Based on Neural Network and Choquet Integral”, On line in September 2009, Journal of Applied Soft Computing.
  • Madhusudan Singh, Smriti Srivastava, M. Hanmandlu and J.R.P. Gupta, “Type-2 Fuzzy Wavelet Networks (T2FWN) for System Identification using Fuzzy Differential and Lyapunov Stability Algorithm”,Journal of Applied Soft Computing, 9 (3), p.977-989, June 2009.
  • Smriti Srivastava,Madhusudan Singh, Vamsi K. Madasu and Hanmandlu and J.R.P. Gupta, “Choquet Fuzzy Integral based Modeling of Nonlinear System”, Journal of Applied Soft Computing, Vol 8, Issue 2, pp 839-848, March 2008.
  • Madhusudan Singh, Smriti Srivastava, M. Hanmandlu and J.R.P. Gupta, “Type-2 Fuzzy sets based Modeling of Non linear System Using Choquet Integral and Fuzzy Difference Equation, International Journal of Computational Cognitive,pp.1-7,Vol 6,No.1,March 2008.
  • Madhusudan Singh, Smriti Srivastava, M. Hanmandlu and J.R.P. Gupta, “Extraction of System Dynamics for a Nonlinear System using Type-2 Fuzzy Sets based Neuro-Fuzzy Model”, WSEAS Transaction on Computers, pp.865-870, Issue 6, Vol. 6, June 2007.
  • Madhusudan Singh, Smriti Srivastava, M. Hanmandlu and J.R.P. Gupta, “Identification and Control of Nonlinear Systems using Type-2 fuzzy set based Neuro-Fuzzy Model”, WSEAS Transaction on Computers, pp.935-940, Issue 6, Vol. 6, June 2007.
  • Madhusudan Singh, Smriti Srivastava, J.R.P. Gupta and M. Hanmandlu, “Identification and Control of a Nonlinear System using Neural Networks by Extracting the System Dynamics”, IETE Journal of Research, Vol. 53, No. 1, pp. 43-50, Jan-Feb. 2007.
  • Madhusudan Singh, Smriti Srivastava, J.R.P. Gupta and M. Hanmandlu, “A New Algorithm based Type-2 Fuzzy Controller for Diabetic Mellitus Patient”, International Journal of Biomedical Engineering and technology, Vol. 1, No. 1, pp. 18-40, 2007.(InderScience)
  • Smriti Srivastava, Madhusudan Singh, M. Hanmandlu and A. N. Jha, “Identification and Control of Non-Linear Dynamical Systems using Wavelets and Neural Network”, IETE Journal of Research, Vol. 52, No. 4, pp. 305-313, July-August 2006.
  • Smriti Srivastava, Ankur Bansal, Deepak Chopra and Gaurav Goel, “Modeling and Control of a Choquet Fuzzy Integral Based Controller on Real Time System”, WSEAS Transaction on Systems, pp. 1571-1578, Issue-7, Vol. 5, July 2006.
  • Smriti Srivastava, Madhusudan Singh, M. Hanmandlu and A. N. Jha, “New Fuzzy Wavelet Neural Networks for system Identification and Control”, Journal of Applied Soft Computing, pp. 1-17, Issue-I, Vol. 6, Nov. 2005.
  • Smriti Srivastava, Madhusudan Singh, M. Hanmandlu and A.N. Jha, “Modeling of Nonlinear Systems by FWNNs and their Intelligent Control”, International Journal of Adaptive Control and Signal Processing, pp. 505-530, Issue 7, Vol. 19, 2005.
  • Smriti Srivastava, Madhusudan Singh and A.N. Jha, “Identification of a Nonlinear system using FTF and a - LMS algorithm”, Paritantra, Vol. 10, pp. 55-59, Dec. 2004.
  • Madhusudan Singh, Smriti Srivastava, M. Hanmandlu and J.R.P. Gupta, “Type-2 fuzzy set based Neuro-Fuzzy Model for Identification and Control of Nonlinear Systems”, to be published soonin Journal of Systemics, Cybernetics and Informatics.
  • Pragya Varshney, Neha Gupta and Smriti Srivastava, “Realization of Fuzzy Controller Using Switched Capacitor Circuits”, to be published soonin Journal of Systemics, Cybernetics and Informatics.
 
Conference Publications
 
  • Smriti Srivastava, Saurabh Bhardwaj, J.R.P.Gupta , “A Novel Clustering Approach using Shape Based Similarity” is accepted in , Springer’s “International Symposium on Intelligent Informatcs” to be held on 4-5 August in Chennai, India.
  • Parul Arora, S. Srivastava, “Gait Recognition Using Gait Gaussian Image”, Proceedings 2nd IEEE International conference on Signal Processing and Integrated Networks (SPIN), pp.791-794, Noida, India, 2015.
  • P. Srivastava, Smriti Srivastava, and H. Parthasarthy, “Optimal control of coupled motors using PAM signals in presence of stochastic noises”, Signal Propagation and Computer Technology (ICSPCT), 2014 International Conference on(IEEE), pp. 797-800, Sept. 2014.
  • S. Srivastava, S. Bhardwaj, “Choquet Fuzzy Integral Based Controller”, 8th International conference on Intelligent Systems and control, pp. 107-112, 10-11 Jan. 2014.
  • Smriti Srivastava, Saurabh Bhardwaj, Abhishek Bhandari , Hitesh Gupta, Krit, J.R.P.Gupta “Wavelet Packet based Mel Frequency Cepstral Features for Text Independent Speaker Identification” is accepted in , Springer’s “International Symposium on Intelligent Informatcs” to be held on 4-5 August in Chennai, India
  • Meena Tushir, Smriti Srivastava, Power System Load Frequency Control by Hybrid Fuzzy PID Controller, Proceedings of Intl. Conference on Electrical Power and Energy Systems, (2010), 27-31, Bhopal.
  • Meena Tushir, Smriti Srivastava, A Novel Clustering Method for Fuzzy Model Identification” Proceedings of IEEE region 10 Intl. Conference. TENCON’2009, (2009), 1-5, Singapore.
  • Meena Tushir and Smriti Srivastava, On Comparing the Performance of Clustering techniques, Proceedings of Intl. Conference on Intelligent Systems and Networks, (2007), 642-644, India.
  • Meena Tushir and Smriti Srivastava, A New Kernel based hybrid c-means Clustering Model, Proceedings of IEEE Intl. Conf. on Fuzzy Systems (IEEE-FUZZ), (2007), 1-5, London , U.K.
  • Meena Tushir and Smriti. Srivastava, “A Novel Clustering Method for Fuzzy Model Identification”, P0695,. IEEE TENCON 2009 Singapore, 23-26 November 2009.
  • Smriti Srivastava, Monika Gupta, KS Preeti and Divya Jyoti Sharma, “On line Estimation and Control of Voltage Flicker using Neural Networks”, P1112, IEEE TENCON 2009 Singapore, 23-26 November 2009.
  • Smriti Srivastava, Monika Gupta and J R P Gupta,” PSO & Neural Network based Signature Recognition for Harmonic source Identification,” P 1113, IEEE TENCON 2009 Singapore, 23-26 November 2009.
  • Monika Gupta, Smriti.Srivastava ,J.R.P.Gupta, “Power System Frequency Estimation Using Neural Networks And Genetic Algorithm” proceedings of POWERCON & 2008 IEEE Power India Conference,12-15 Oct.2008 , New Delhi India.
  • Monika Gupta, Smriti Srivastava, M.S.Singh, “Control of a Non-Linear Dynamic System Using a Neural Controller with Genetic Algorithm”, proceedings of CISCON-08’,Manipal,pp 147-153, Nov 2008,Manipal India.
  • Meena TushirandSmriti Srivastava, “A New Kernel based Hybrid c-Means Clustering model,”Proceedings IEEE FUZZ, Imperial College London, pp-1-5, July 2007.
  • Smriti Srivastava and Meena Tushir, “On Comparing the Performance of Data Clustering Techniques”, Proceedings International Conference on Intelligent Systems and Networks (IISN 2007), Jagadhari, Haryana, India, pp. 642-644, Jan. 2007.
  • Madhusudan Singh, Smriti Srivastava, M. Hanmandlu and J.R.P. Gupta, “Type-2 Fuzzy Set Based Neuro-Fuzzy Model for Identification and Control of Nonlinear Systems”, Proceedings of 4th International Conference on Computing, Communication and Control Technologies (CCCT 2006), Orlando, Florida, USA, pp. 5-10, Vol. II, July 2006.
  • Smriti Srivastava and Madhusudan Singh, “Intelligent Control of Blood Glucose for Diabetes Mellitus Patient”, Proceedings of 4th International Conference on Computing, Communication and Control Technologies (CCCT 2006), Orlando, Florida, USA, pp. 11-15, Vol. II, July 2006.
  • Pragya Varshney, Neha Gupta and Smriti Srivastava, “Realization of Fuzzy Controller Using Switched Capacitor Circuits”, Proceedings of 4th International Conference on Computing, Communication and Control Technologies (CCCT 2006), Orlando, Florida, USA, pp. 16-20, Vol. II, July 2006.
  • Smriti Srivastava, Madhusudan Singh and Himanshu Sareen, “Different Purposes or Objectives in Knowledge Communication Processes”, Proceedings of First International Symposium on Knowledge Communication and Peer Reviewing (KCPR 2006),pp. 26-30, Orlando, Florida, USA.
  • Smriti Srivastava, Ankur Bansal, Deepak Chopra, and Gaurav Goel, “Implementation of a Choquet Fuzzy Integral Based Controller on a Real Time System”, Proceedings of 7th WSEAS International Conference on NEURAL NETWORKS (NN'06), Cavtat, Croatia, pp. 34-40, June 2006.
  • Monika Gupta, Smriti Srivastava and Madhusudan Singh, “Comparative Study of Neural, Fuzzy and Neuro-Fuzzy Techniques in System Identification and Control”, Proceedings ofNational Conference on Energy, Communication and Computer Systems (NC-ECC), New Delhi, vol. 1, pp. 160-166, Feb. 2006.
  • Madhusudan Singh and Smriti Srivastava, “Finding the solution of the update equation of Type-2 fuzzy sets based T-S model by fuzzy differential and gradient descent based learning algorithm”, Proceedings of National Conference on Energy, Communication and Computer Systems (NC-ECC), New Delhi, vol. 1, pp. 182-187, Feb. 2006.
  • Neha Gupta, Pragya Varshney and Smriti Srivastava, “Realization of a fuzzy controllers using switched capacitor techniques”, Proceedings of National Conference on Energy, Communication and Computer Systems (NC-ECC), New Delhi, vol. 1, pp. 199-204, Feb. 2006.
  • Madhusudan Singh, Smriti Srivastava, J.R.P. Gupta and M. Hanmandlu, “Fuzzy Differential and Gradient Descent Based Learning Algorithm of Type-2 Fuzzy Sets for finding the solution of State Equation”, Second World Congress on Lateral Computing (WCLC 2005), September2005, Bangalore, India.
  • J.R.P. Gupta, Madhusudan Singh and Smriti Srivastava, “Lyapunov Stability and Fuzzy Differential based Learning for the Identification of Type-2 Fuzzy Wavelet Network”, Second World Congress on Lateral Computing (WCLC 2005), September2005, Bangalore, India.
  • Smriti Srivastava, Madhusudan Singh and M. Hanmandlu, “A New Strategy for Controlling Non-linear Systems”, Proceedings of IEEE International Conference on Systems, Man and Cybernetics (SMC), The Hague, Netherlands, pp. 5911-5916, Oct. 2004.
  • Smriti Srivastava, Madhusudan Singh and M. Hanmandlu, “Choquet Fuzzy Integral-based Identification”, Proceedings of IEEE International Conference on Computational Intelligence and Security (CIS), Singapore¸ pp. 1334-1339, Dec. 2004.
  • J.R.P. Gupta, Madhusudan Singh, Smriti Srivastava and M. Hanmandlu, “Extraction of System Dynamics of a Nonlinear System using Neural Networks”, Proceedings of IEEE International Conference on Computational Intelligence and Security (CIS), Singapore¸ pp. 1346-1350, Dec. 2004.
  • Madhusudan Singh, Smriti Srivastava, J.R.P. Gupta and M. Hanmandlu, “A Type-2 Fuzzy Neural Model based Control of a Nonlinear System”, Proceedings of IEEE International Conference on Computational Intelligence and Security (CIS), Singapore¸ pp. 1351-1355, Dec. 2004.
  • Smriti Srivastava, Madhusudan Singh and A.N. Jha, “Identification of a Nonlinear system using FTF and a - LMS algorithm”, Proc. of NSC 2003, Dec. 17-19, 2003, pp. 367-370, IIT, Kharagpur, India.
  • Smriti Srivastava, Madhusudan Singh and M. Hanmandlu, “Fuzzy Wavelet Neural Network for function approximation”, Proc. of NSC 2003, Dec. 17-19, 2003, pp. 296-299, IIT, Kharagpur, India
  • Smriti Srivastava, Madhusudan Singh and M. Hanmandlu, “On-line learning algorithm for auto regressive neural network using wavelet”, Proc. ofPCIC 2003, Jan. 3-4, 2003, pp. 2.17-2.26, January 2003 at Palghat, Kerala, India.
  • Smriti Srivastava, M. Hanmandlu and A.N. Jha, “Modeling and Control of Carbon Monoxide Concentration using Generalized Fuzzy Model and Fuzzy PI Control”, Proc. of PCIC 2003, Jan. 3-4, 2003, pp. 4.47-4.56, January 2003, Palghat, Kerala, India.
  • Smriti Srivastava, Madhusudan Singh and A. N. Jha, “Control and Identification of Non-Linear Systems affected by noise using wavelet network”, Proceedings of International Workshop on Intelligent Systems Design and Application (ISDA-2002), pp. 51-56, August 2002, Atlanta, USA.
  • Smriti Srivastava, M. Hanmandlu and A. N. Jha, “A Wavelet Network for Identification and Control of Non-Linear Dynamical Systems”, Proceedings of 4th Asian control Conference, September 2002, Singapore.
  • Smriti Srivastava, M. Hanmandlu and A.N. Jha, “On Comparing the performances of Class I, II, III and IV Generalized Fuzzy Models”, Proceedings of 4th Asian control Conference, September 2002, Singapore.
Book Chapter
 
  • Parul Arora, S. Srivastava and Shivank, “Human gait Recognition using Gait Flow Image and Extension Neural Network”, accepted in Advances in Intelligent Systems and Computing (AISC), Advances in Intelligent and Soft Computing, Springer.
  • S. Srivastava, S. Bhardwaj, A. Bhandari, K. Gupta, H. Bahl, & J. R. P. Gupta, (2013). Wavelet Packet Based Mel Frequency Cepstral Features for Text Independent Speaker Identification. In Intelligent Informatics (pp. 237-247). Springer
  • S. Srivastava, S. Bhardwaj, J. R. P. Gupta, (2013). A novel clustering approach using shape based similarity. In Intelligent Informatics (pp. 17-27). Springer