• 299 Citations
  • 10 h-Index
19962019

Research output per year

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Research Output

  • 299 Citations
  • 10 h-Index
  • 15 Article
  • 8 Conference contribution
  • 1 Chapter
2019

Anomaly detection using multi-scale dynamic principal component analysis for Tenneesse Eastman Process

Kini, K. R. & Madakyaru, M., 14-05-2019, 2019 5th Indian Control Conference, ICC 2019 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 219-224 6 p. 8715552. (2019 5th Indian Control Conference, ICC 2019 - Proceedings).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

1 Citation (Scopus)

Improved fault detection using Dynamic Independent Component Analysis (DICA): An application to multi-variate system

Kini, K. R. & Madakyaru, M., 08-2019, 2019 IEEE International Conference on Distributed Computing, VLSI, Electrical Circuits and Robotics, DISCOVER 2019 - Proceedings. Institute of Electrical and Electronics Engineers Inc., 9008090. (2019 IEEE International Conference on Distributed Computing, VLSI, Electrical Circuits and Robotics, DISCOVER 2019 - Proceedings).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Monitoring Distillation Column Systems Using Improved Nonlinear Partial Least Squares-Based Strategies

Madakyaru, M., Harrou, F. & Sun, Y., 01-12-2019, In : IEEE Sensors Journal. 19, 23, p. 11697-11705 9 p., 8807170.

Research output: Contribution to journalArticle

2018

An Improved Multivariate Chart Using Partial Least Squares with Continuous Ranked Probability Score

Harrou, F., Sun, Y., Madakyaru, M. & Bouyedou, B., 15-08-2018, In : IEEE Sensors Journal. 18, 16, p. 6715-6726 12 p., 8396256.

Research output: Contribution to journalArticle

16 Citations (Scopus)

Enhanced dynamic data-driven fault detection approach: Application to a two-tank heater system

Harrou, F., Madakyaru, M., Sun, Y. & Kammammettu, S., 02-02-2018, 2017 IEEE Symposium Series on Computational Intelligence, SSCI 2017 - Proceedings. Institute of Electrical and Electronics Engineers Inc., Vol. 2018-January. p. 1-6 6 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

2 Citations (Scopus)
2017

Improved anomaly detection using multi-scale PLS and generalized likelihood ratio test

Madakyaru, M., Harrou, F. & Sun, Y., 09-02-2017, 2016 IEEE Symposium Series on Computational Intelligence, SSCI 2016. Institute of Electrical and Electronics Engineers Inc., 7849880

Research output: Chapter in Book/Report/Conference proceedingConference contribution

4 Citations (Scopus)

Improved data-based fault detection strategy and application to distillation columns

Madakyaru, M., Harrou, F. & Sun, Y., 2017, In : Process Safety and Environmental Protection. 107, p. 22-34 13 p.

Research output: Contribution to journalArticle

13 Citations (Scopus)

Improved nonlinear fault detection strategy based on the Hellinger distance metric: Plug flow reactor monitoring

Harrou, F., Madakyaru, M. & Sun, Y., 15-05-2017, In : Energy and Buildings. 143, p. 149-161 13 p.

Research output: Contribution to journalArticle

10 Citations (Scopus)

Nonlinear partial least squares with Hellinger distance for nonlinear process monitoring

Harrou, F., Madakyaru, M. & Sun, Y., 09-02-2017, 2016 IEEE Symposium Series on Computational Intelligence, SSCI 2016. Institute of Electrical and Electronics Engineers Inc., 7849878

Research output: Chapter in Book/Report/Conference proceedingConference contribution

1 Citation (Scopus)
2016

Improved detection of incipient anomalies via multivariate memory monitoring charts: Application to an air flow heating system

Harrou, F., Madakyaru, M., Sun, Y. & Khadraoui, S., 25-10-2016, In : Applied Thermal Engineering. 109, p. 65-74 10 p.

Research output: Contribution to journalArticle

16 Citations (Scopus)

Kullback-Leibler distance-based enhanced detection of incipient anomalies

Harrou, F., Sun, Y. & Madakyaru, M., 01-11-2016, In : Journal of Loss Prevention in the Process Industries. 44, p. 73-87 15 p.

Research output: Contribution to journalArticle

18 Citations (Scopus)
2015

PLS-based EWMA fault detection strategy for process monitoring

Harrou, F., Nounou, M. N., Nounou, H. N. & Madakyaru, M., 01-07-2015, In : Journal of Loss Prevention in the Process Industries. 36, p. 108-119 12 p.

Research output: Contribution to journalArticle

41 Citations (Scopus)
2013

Adaptive predictive control using GOBF-ARX models: An experimental case study

Madakyaru, M. & Patwardhan, S. C., 2013, In : IFAC Proceedings Volumes (IFAC-PapersOnline). 10, PART 1, p. 99-104 6 p.

Research output: Contribution to journalArticle

3 Citations (Scopus)

Enhanced modeling of distillation columns using integrated multiscale latent variable regression

Madakyaru, M., Nounou, M. N. & Nounou, H. N., 2013, Proceedings of the 2013 IEEE Symposium on Computational Intelligence in Control and Automation, CICA 2013 - 2013 IEEE Symposium Series on Computational Intelligence, SSCI 2013. p. 73-80 8 p. 6611666

Research output: Chapter in Book/Report/Conference proceedingConference contribution

2 Citations (Scopus)

Integrated multiscale latent variable regression and application to distillation columns

Madakyaru, M., Nounou, M. N. & Nounou, H. N., 2013, In : Modelling and Simulation in Engineering. 2013, 730456.

Research output: Contribution to journalArticle

7 Citations (Scopus)

Multiscale filtering and applications to chemical and biological systems

Nounou, M. N., Nounou, H. N. & Madakyaru, M., 31-08-2013, Handbook of Research on Novel Soft Computing Intelligent Algorithms: Theory and Practical Applications. IGI Global Publishing, Vol. 2-2. p. 749-786 38 p.

Research output: Chapter in Book/Report/Conference proceedingChapter

Nonlinear latent variable regression

Madakyaru, M., Nounou, M. N. & Nounou, H. N., 2013, Proceedings of the 2013 IEEE Symposium on Computational Intelligence in Control and Automation, CICA 2013 - 2013 IEEE Symposium Series on Computational Intelligence, SSCI 2013. p. 81-88 8 p. 6611667

Research output: Chapter in Book/Report/Conference proceedingConference contribution

3 Citations (Scopus)

Statistical fault detection using PCA-based GLR hypothesis testing

Harrou, F., Nounou, M. N., Nounou, H. N. & Madakyaru, M., 01-2013, In : Journal of Loss Prevention in the Process Industries. 26, 1, p. 129-139 11 p.

Research output: Contribution to journalArticle

58 Citations (Scopus)
2011

Adaptive predictive control of a high purity distillation column using irregularly sampled multi-rate data

Muddu, M. & Patwardhan, S. C., 2011, 2011 International Symposium on Advanced Control of Industrial Processes, ADCONIP 2011. p. 192-197 6 p. 5930422

Research output: Chapter in Book/Report/Conference proceedingConference contribution

4 Citations (Scopus)
2010

Reparametrized ARX models for predictive control of staged and packed bed distillation columns

Muddu, M., Narang, A. & Patwardhan, S. C., 02-2010, In : Control Engineering Practice. 18, 2, p. 114-130 17 p.

Research output: Contribution to journalArticle

18 Citations (Scopus)
2009

Development of ARX models for predictive control using fractional order and orthonormal basis filter parametrization

Madakyaru, M., Narang, A. & Patwardhan, S. C., 07-10-2009, In : Industrial and Engineering Chemistry Research. 48, 19, p. 8966-8979 14 p.

Research output: Contribution to journalArticle

19 Citations (Scopus)
1996

Black anodizing of a magnesium-lithium alloy

Sharma, A. K., Uma Rani, R., Malek, A., Acharya, K. S. N., Muddu, M. & Kumar, S., 04-1996, In : Metal Finishing. 94, 4, p. 7 1 p.

Research output: Contribution to journalArticle

5 Citations (Scopus)

Black anodizing of a magnesium-lithium alloy

Sharma, A. K., Rani, R. U., Malek, A., Acharya, K. S. N., Muddu, M. & Kumar, S., 1996, In : Metal Finishing. 94, 4, p. 16-27 12 p.

Research output: Contribution to journalArticle

58 Citations (Scopus)