publications

Journal Articles

2024

1. IEEE-JAS

   Reinforcement Learning in Process Industries: Review and Perspective

   Oguzhan Dogru, Junyao Xie, Om Prakash, and 6 more authors

   IEEE/CAA Journal of Automatica Sinica, 2024

   Bib HTML

   @article{dogru2024reinforcement,
     title = {Reinforcement Learning in Process Industries: Review and Perspective},
     author = {Dogru, Oguzhan and Xie, Junyao and Prakash, Om and Chiplunkar, Ranjith and Soesanto, Jansen and Chen, Hongtian and Velswamy, Kirubakaran and Ibrahim, Fadi and Huang, Biao},
     journal = {IEEE/CAA Journal of Automatica Sinica},
     volume = {11},
     number = {2},
     pages = {283--300},
     year = {2024},
     publisher = {IEEE}
   }

2. CACE

   Real-time update of data-driven reduced and full order models with applications

   Om Prakash and Biao Huang

   Computers & Chemical Engineering, 2024

   Bib HTML

   @article{prakash4863466real,
     title = {Real-time update of data-driven reduced and full order models with applications},
     author = {Prakash, Om and Huang, Biao},
     journal = {Computers \& Chemical Engineering},
     issn = {0098--1354},
     pages = {108923},
     year = {2024},
     publisher = {Elsevier}
   }

2023

1. CACE

   Kullback–Leibler divergence based sensor placement in linear processes for efficient data reconciliation

   Om Prakash and Mani Bhushan

   Computers & Chemical Engineering, 2023

   Bib HTML

   @article{prakash2023kullback,
     title = {Kullback--Leibler divergence based sensor placement in linear processes for efficient data reconciliation},
     author = {Prakash, Om and Bhushan, Mani},
     journal = {Computers \& Chemical Engineering},
     volume = {173},
     pages = {108181},
     year = {2023},
     publisher = {Elsevier}
   }

2022

1. CACE

   Cumulative residual Kullback-Leibler divergence based sensor placement using reliability criteria

   Om Prakash and Mani Bhushan

   Computers & Chemical Engineering, 2022

   Bib HTML

   @article{prakash2022cumulative,
     title = {Cumulative residual Kullback-Leibler divergence based sensor placement using reliability criteria},
     author = {Prakash, Om and Bhushan, Mani},
     journal = {Computers \& Chemical Engineering},
     volume = {165},
     pages = {107908},
     year = {2022},
     publisher = {Elsevier}
   }

2020

1. JPC

   Sensor network design based on system-wide reliability criteria. Part I: Objectives

   Om Prakash, Mani Bhushan, Sridharakumar Narasimhan, and 1 more author

   Journal of Process Control, 2020

   Bib HTML

   @article{prakash2020sensor1,
     title = {Sensor network design based on system-wide reliability criteria. Part I: Objectives},
     author = {Prakash, Om and Bhushan, Mani and Narasimhan, Sridharakumar and Rengaswamy, Raghunathan},
     journal = {Journal of Process Control},
     volume = {93},
     pages = {66--82},
     year = {2020},
     publisher = {Elsevier}
   }

2. JPC

   Sensor network design based on system-wide reliability criteria. Part II: Formulations and applications

   Om Prakash, Mani Bhushan, Sridharakumar Narasimhan, and 1 more author

   Journal of Process Control, 2020

   Bib HTML

   @article{prakash2020sensor2,
     title = {Sensor network design based on system-wide reliability criteria. Part II: Formulations and applications},
     author = {Prakash, Om and Bhushan, Mani and Narasimhan, Sridharakumar and Rengaswamy, Raghunathan},
     journal = {Journal of Process Control},
     volume = {93},
     pages = {14--27},
     year = {2020},
     publisher = {Elsevier}
   }

Conference Articles

2024

1. IFAC

   Multiresolution Dynamic Mode Decomposition Based Modeling of Wastewater Treatment Process

   Om Prakash and Biao Huang

   In IFAC-PapersOnLine, 2024

   Bib HTML

   @inproceedings{prakash2024multiresolution,
     title = {Multiresolution Dynamic Mode Decomposition Based Modeling of Wastewater Treatment Process},
     author = {Prakash, Om and Huang, Biao},
     booktitle = {IFAC-PapersOnLine},
     volume = {58},
     number = {28},
     pages = {869--874},
     year = {2024},
     publisher = {Elsevier}
   }

2022

1. IEEE-ICC

   Information Theoretic Approach to Reliability Based Sensor Placement for Fault Detection and Diagnosis

   Om Prakash and Mani Bhushan

   In 2022 Eighth Indian Control Conference (ICC), 2022

   Bib HTML

   @inproceedings{prakash2022information,
     title = {Information Theoretic Approach to Reliability Based Sensor Placement for Fault Detection and Diagnosis},
     author = {Prakash, Om and Bhushan, Mani},
     booktitle = {2022 Eighth Indian Control Conference (ICC)},
     pages = {367--372},
     year = {2022},
     organization = {IEEE}
   }

2. CCE

   A Novel Cycle Partitioning Approach to Reliability Based Optimal Sensor Placement for Linear Flow Processes

   Om Prakash and Mani Bhushan

   In Computer Aided Chemical Engineering, 2022

   Bib HTML

   @inproceedings{prakash2022novel,
     title = {A Novel Cycle Partitioning Approach to Reliability Based Optimal Sensor Placement for Linear Flow Processes},
     author = {Prakash, Om and Bhushan, Mani},
     booktitle = {Computer Aided Chemical Engineering},
     volume = {49},
     pages = {1429--1434},
     year = {2022},
     publisher = {Elsevier}
   }

2020

1. IFAC

   A novel information theoretic measure based sensor network design approach for steady state linear data reconciliation

   Om Prakash and Mani Bhushan

   In IFAC-PapersOnLine, 2020

   Bib HTML

   @inproceedings{prakash2020novel,
     title = {A novel information theoretic measure based sensor network design approach for steady state linear data reconciliation},
     author = {Prakash, Om and Bhushan, Mani},
     booktitle = {IFAC-PapersOnLine},
     volume = {53},
     number = {2},
     pages = {3583--3588},
     year = {2020},
     publisher = {Elsevier}
   }

Miscellaneous

2025

1. Efficient State Estimation for High-Dimensional Wastewater Treatment Plants Based on Dynamic Mode Decomposition

   Ke Li, Om Prakash, Xunyuan Yin, and 2 more authors

   2025

   Journal Article currently under revision
2. Robust Soft Sensing with Causal and Injectivity-Preserving Graph Neural Network with Application

   Warren Acheampong, Om Prakash, and Biao Huang

   2025

   Journal Article currently under revision
3. Real-time Freeze Point Prediction Using Multi-rate Measurements in the Blending Process

   Khizer Mohamed, Om Prakash, Junyao Xie, and 3 more authors

   2025

   Journal Article currently under revision