Modeling temporal pattern and event detection using Hidden Markov Model with application to a sludge bulking data

被引：3

作者：

Bansal, Naveen K. ^{[1
]}

Feng, Xin ^{[2
]}

Zhang, Wenjing ^{[2
]}

Wei, Wutao ^{[1
]}

Zhao, Yuanhao ^{[2
]}

机构：

[1] Marquette Univ, Dept Math Stat & Comp Sci, Milwaukee, WI 53233 USA

[2] Marquette Univ, Dept Elect Comp Engn, Milwaukee, WI USA

来源：

COMPLEX ADAPTIVE SYSTEMS 2012 | 2012年 / 12卷

关键词：

Temporal Patterns; Hidden Markov Model; Sludge Bulking; COMPLEX TIME-SERIES; IDENTIFICATION;

D O I：

10.1016/j.procs.2012.09.059

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

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.

引用

页码：218 / 223

页数：6

共 10 条

[1]

ALBANO AM, 1987, CHAOS BIOL SYSTEMS

[2] A MAXIMIZATION TECHNIQUE OCCURRING IN STATISTICAL ANALYSIS OF PROBABILISTIC FUNCTIONS OF MARKOV CHAINS [J].

BAUM, LE ;

PETRIE, T ;

SOULES, G ;

WEISS, N .

ANNALS OF MATHEMATICAL STATISTICS, 1970, 41 (01) :164-&

[3] SLUDGE BULKING ANALYSIS AND FORECASTING - APPLICATION OF SYSTEM-IDENTIFICATION AND ARTIFICIAL NEURAL COMPUTING TECHNOLOGIES [J].

CAPODAGLIO, AG ;

JONES, HV ;

NOVOTNY, V ;

FENG, X .

WATER RESEARCH, 1991, 25 (10) :1217-1224

[4] DENSITY-DEPENDENCE IN TIME-SERIES OBSERVATIONS OF NATURAL-POPULATIONS - ESTIMATION AND TESTING [J].

DENNIS, B ;

TAPER, ML .

ECOLOGICAL MONOGRAPHS, 1994, 64 (02) :205-224

[5]

Dick R. I., 1969, WATER POLLUTION CONT, V41, P1285

[6] A fuzzy-set-based reconstructed phase space method for idenitification of temporal patterns in complex time series [J].

Feng, X ;

Huang, H .

IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 2005, 17 (05) :601-613

[7]

Murphy K., 2005, Hidden Markov model (HMM) toolbox for Matlab

[8] A new temporal pattern identification method for characterization and prediction of complex time series events [J].

Povinelli, RJ ;

Feng, X .

IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 2003, 15 (02) :339-352

[9] A TUTORIAL ON HIDDEN MARKOV-MODELS AND SELECTED APPLICATIONS IN SPEECH RECOGNITION [J].

RABINER, LR .

PROCEEDINGS OF THE IEEE, 1989, 77 (02) :257-286

[10]

Surucu G., 1989, ENVIRON TECHNOL LETT, P471

← 1 →