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Combustion Science and Technology Volume 191, 2019 - Issue 8
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Articles

Early Detection of Thermoacoustic Instabilities Using Hidden Markov Models

Sudeepta MondalDepartment of Mechanical Engineering, The Pennsylvania State University, University Park, PA, USAView further author information
,
Najah F. GhalyanDepartment of Mechanical Engineering, The Pennsylvania State University, University Park, PA, USAView further author information
,
Asok RayDepartment of Mathematics, The Pennsylvania State University, University Park, PA, USACorrespondence[email protected]
View further author information
&
Achintya MukhopadhyayDepartment of Mechanical Engineering, Jadavpur University, Kolkata, IndiaView further author information
Pages 1309-1336 | Received 09 Jun 2018, Accepted 11 Sep 2018, Published online: 04 Oct 2018

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Chandrachur Bhattacharya, Jacqueline O’Connor & Asok Ray. (2022) Data-driven Detection and Early Prediction of Thermoacoustic Instability in a Multi-nozzle Combustor. Combustion Science and Technology 194:7, pages 1481-1512.
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Sudeepta Mondal, Somnath De, Achintya Mukhopadhyay, Swarnendu Sen & Asok Ray. (2022) Early Prediction of Lean Blowout from Chemiluminescence Time Series Data. Combustion Science and Technology 194:6, pages 1108-1135.
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Chandrachur Bhattacharya, Sudeepta Mondal, Asok Ray & Achintya Mukhopadhyay. (2020) Reduced-order modelling of thermoacoustic instabilities in a two-heater Rijke tube. Combustion Theory and Modelling 24:3, pages 530-548.
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Articles from other publishers (18)

Najah F. Ghalyan & Asok Ray. 2023. Handbook of Dynamic Data Driven Applications Systems. Handbook of Dynamic Data Driven Applications Systems 93 120 .
Agnimitra Sengupta, Sudeepta Mondal, S. Ilgin Guler & Parisa Shokouhi. (2022) A Hybrid Hidden Markov Model and Time-Frequency Approach to Impact Echo Signal Classification. Journal of Nondestructive Evaluation 41:4.
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R. Meloni & N. Giannini. (2022) Real Time Precursor Calculation for the Early Detection of Combustion Instabilities. Journal of Engineering for Gas Turbines and Power 144:9.
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Ibrahim F. Ghalyan, Najah F. Ghalyan & Asok Ray. (2022) Optimal Window-Symbolic Time Series Analysis for Pattern Classification and Anomaly Detection. IEEE Transactions on Industrial Informatics 18:4, pages 2614-2621.
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Chandrachur Bhattacharya & Asok Ray. (2022) Thresholdless Classification of chaotic dynamics and combustion instability via probabilistic finite state automata. Mechanical Systems and Signal Processing 164, pages 108213.
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Michael McCartney, Ushnish Sengupta & Matthew Juniper. (2022) Reducing Uncertainty in the Onset of Combustion Instabilities Using Dynamic Pressure Information and Bayesian Neural Networks. Journal of Engineering for Gas Turbines and Power 144:1.
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Md Alauddin, Rajeevan Arunthavanathan, Md Tanjin Amin & Faisal Khan. 2022. Methods to Assess and Manage Process Safety in Digitalized Process System. Methods to Assess and Manage Process Safety in Digitalized Process System 179 226 .
Chandrachur Bhattacharya & Asok Ray. (2021) Transfer Learning for Detection of Combustion Instability Via Symbolic Time-Series Analysis. Journal of Dynamic Systems, Measurement, and Control 143:10.
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Najah F. Ghalyan & Asok Ray. (2021) Measure invariance of ergodic symbolic systems for low-delay detection of anomalous events. Mechanical Systems and Signal Processing 159, pages 107746.
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Eustaquio A. Ruiz, Vishnu R. Unni, Induja Pavithran, R. I. Sujith & Abhishek Saha. (2021) Convolutional neural networks to predict the onset of oscillatory instabilities in turbulent systems. Chaos: An Interdisciplinary Journal of Nonlinear Science 31:9, pages 093131.
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Sudeepta Mondal, Ashesh Chattopadhyay, Achintya Mukhopadhyay & Asok Ray. (2021) Transfer learning of deep neural networks for predicting thermoacoustic instabilities in combustion systems. Energy and AI 5, pages 100085.
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Ushnish Sengupta, Carl E. Rasmussen & Matthew P. Juniper. (2021) Bayesian Machine Learning for the Prognosis of Combustion Instabilities From Noise. Journal of Engineering for Gas Turbines and Power 143:7.
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Günther Waxenegger-Wilfing, Ushnish Sengupta, Jan Martin, Wolfgang Armbruster, Justin Hardi, Matthew Juniper & Michael Oschwald. (2021) Early detection of thermoacoustic instabilities in a cryogenic rocket thrust chamber using combustion noise features and machine learning. Chaos: An Interdisciplinary Journal of Nonlinear Science 31:6.
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David J. Miller, Najah F. Ghalyan, Sudeepta Mondal & Asok Ray. (2021) HMM conditional-likelihood based change detection with strict delay tolerance. Mechanical Systems and Signal Processing 147, pages 107109.
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R. I. Sujith & Samadhan A. PawarR. I. Sujith & Samadhan A. Pawar. 2021. Thermoacoustic Instability. Thermoacoustic Instability 387 424 .
Chandrachur Bhattacharya & Asok Ray. (2020) Online Discovery and Classification of Operational Regimes From an Ensemble of Time Series Data. Journal of Dynamic Systems, Measurement, and Control 142:11.
Crossref
Najah F. Ghalyan & Asok Ray. (2020) Symbolic Time Series Analysis for Anomaly Detection in Measure-Invariant Ergodic Systems. Journal of Dynamic Systems, Measurement, and Control 142:6.
Crossref
Najah F. Ghalyan, Sudeepta Mondal, David J. Miller & Asok Ray. (2019) Hidden Markov Modeling-Based Decision-Making Using Short-Length Sensor Time Series. Journal of Dynamic Systems, Measurement, and Control 141:10.
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