Modeling Temporal Pattern and Event Detection using Hidden Markov Model with Application to a Sludge Bulking Data

Authors

Naveen K. Bansal, Marquette UniversityFollow
Xin Feng, Marquette University
Wenjing Zhang, Marquette UniversityFollow
Wutao Wi, Marquette University
Yuanhao Zhao, Marquette UniversityFollow

Document Type

Article

Language

eng

Publication Date

2012

Publisher

Elsevier

Source Publication

Procedia Computer Science

Source ISSN

1877-0509

Abstract

This paper discusses a method of modeling temporal pattern and event detection based on Hidden Markov Model (HMM) for a continuous time series data. We also provide methods for checking model adequacy and predicting future events. These methods are applied to a real example of sludge bulking data for detecting sludge bulking for a water plant in Chicago.

Comments

Published version. Procedia Computer Science, Vol. 12 (2012): 218-223. DOI. © 2012 Elsevier. Used with permission.

Creative Commons License

This work is licensed under a Creative Commons Attribution-Noncommercial-No Derivative Works 3.0 License.

Recommended Citation

Bansal, Naveen K.; Feng, Xin; Zhang, Wenjing; Wi, Wutao; and Zhao, Yuanhao, "Modeling Temporal Pattern and Event Detection using Hidden Markov Model with Application to a Sludge Bulking Data" (2012). Mathematics, Statistics and Computer Science Faculty Research and Publications. 584.
https://epublications.marquette.edu/mscs_fac/584