TY - GEN
T1 - Detecting methane outbreaks from time series data with deep neural networks
AU - Pawłowski, Krzysztof
AU - Kurach, Karol
N1 - Publisher Copyright:
© Springer International Publishing Switzerland 2015.
Copyright:
Copyright 2016 Elsevier B.V., All rights reserved.
PY - 2015
Y1 - 2015
N2 - Hazard monitoring systems play a key role in ensuring people’s safety. The problem of detecting dangerous levels of methane concentration in a coal mine was a subject of IJCRS’15 Data Challenge competition. The challenge was to predict, from multivariate time series data collected by sensors, if methane concentration reaches a dangerous level in the near future. In this paper we present our solution to this problem based on the ensemble of Deep Neural Networks. In particular, we focus on Recurrent Neural Networks with Long Short-Term Memory (LSTM) cells.
AB - Hazard monitoring systems play a key role in ensuring people’s safety. The problem of detecting dangerous levels of methane concentration in a coal mine was a subject of IJCRS’15 Data Challenge competition. The challenge was to predict, from multivariate time series data collected by sensors, if methane concentration reaches a dangerous level in the near future. In this paper we present our solution to this problem based on the ensemble of Deep Neural Networks. In particular, we focus on Recurrent Neural Networks with Long Short-Term Memory (LSTM) cells.
KW - Ensemble methods
KW - Hazard monitoring systems
KW - Machine learning
KW - Recurrent neural networks
KW - Time series forecasting
UR - http://www.scopus.com/inward/record.url?scp=84952661044&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=84952661044&partnerID=8YFLogxK
U2 - 10.1007/978-3-319-25783-9_42
DO - 10.1007/978-3-319-25783-9_42
M3 - Conference contribution
AN - SCOPUS:84952661044
SN - 9783319257822
T3 - Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
SP - 475
EP - 484
BT - Rough Sets, Fuzzy Sets, Data Mining and Granular Computing - 15th International Conference, RSFDGrC 2015, Proceedings
A2 - Yao, Yiyu
A2 - Grzymala-Busse, Jerzy W.
A2 - Yu, Hong
A2 - Hu, Qinghua
PB - Springer Verlag
T2 - 15th International Conference on Rough Sets, Fuzzy Sets, Data Mining and Granular Computing, RSFDGrC 2015
Y2 - 20 November 2015 through 23 November 2015
ER -