Decision Support System for Blockage Management in Fire Service
In this article we present the foundations of a decision support system for blockage management in Fire Service. Blockage refers to the situation when all fire units are out and a new incident occurs. The approach is based on two phases: off-line data preparation and online blockage estimation. The...
Main Authors: | , |
---|---|
Format: | Article |
Language: | English |
Published: |
Sciendo
2014-08-01
|
Series: | Studies in Logic, Grammar and Rhetoric |
Subjects: | |
Online Access: | https://doi.org/10.2478/slgr-2014-0020 |
id |
doaj-0fd42917b9854b8d87b62fb170bdea1f |
---|---|
record_format |
Article |
spelling |
doaj-0fd42917b9854b8d87b62fb170bdea1f2021-09-05T14:02:00ZengSciendoStudies in Logic, Grammar and Rhetoric0860-150X2199-60592014-08-0137110712310.2478/slgr-2014-0020slgr-2014-0020Decision Support System for Blockage Management in Fire ServiceKrasuski Adam0Kreński Karol1Section of Computer Science, The Main School of Fire Service, Warsaw, PolandSection of Computer Science, The Main School of Fire Service, Warsaw, PolandIn this article we present the foundations of a decision support system for blockage management in Fire Service. Blockage refers to the situation when all fire units are out and a new incident occurs. The approach is based on two phases: off-line data preparation and online blockage estimation. The off-line phase consists of methods from data mining and natural language processing and results in semantically coherent information granules. The online phase is about building the probabilistic models that estimate the block-age probability based on these granules. Finally, the selected classifier judges whether a blockage can occur and whether the resources from neighbour fire stations should be asked for assistance.https://doi.org/10.2478/slgr-2014-0020knowledge discoverydomain knowledgegranular modelinglayered architecturesfire servicestext dataheterogeneous data sources |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Krasuski Adam Kreński Karol |
spellingShingle |
Krasuski Adam Kreński Karol Decision Support System for Blockage Management in Fire Service Studies in Logic, Grammar and Rhetoric knowledge discovery domain knowledge granular modeling layered architectures fire services text data heterogeneous data sources |
author_facet |
Krasuski Adam Kreński Karol |
author_sort |
Krasuski Adam |
title |
Decision Support System for Blockage Management in Fire Service |
title_short |
Decision Support System for Blockage Management in Fire Service |
title_full |
Decision Support System for Blockage Management in Fire Service |
title_fullStr |
Decision Support System for Blockage Management in Fire Service |
title_full_unstemmed |
Decision Support System for Blockage Management in Fire Service |
title_sort |
decision support system for blockage management in fire service |
publisher |
Sciendo |
series |
Studies in Logic, Grammar and Rhetoric |
issn |
0860-150X 2199-6059 |
publishDate |
2014-08-01 |
description |
In this article we present the foundations of a decision support system for blockage management in Fire Service. Blockage refers to the situation when all fire units are out and a new incident occurs. The approach is based on two phases: off-line data preparation and online blockage estimation. The off-line phase consists of methods from data mining and natural language processing and results in semantically coherent information granules. The online phase is about building the probabilistic models that estimate the block-age probability based on these granules. Finally, the selected classifier judges whether a blockage can occur and whether the resources from neighbour fire stations should be asked for assistance. |
topic |
knowledge discovery domain knowledge granular modeling layered architectures fire services text data heterogeneous data sources |
url |
https://doi.org/10.2478/slgr-2014-0020 |
work_keys_str_mv |
AT krasuskiadam decisionsupportsystemforblockagemanagementinfireservice AT krenskikarol decisionsupportsystemforblockagemanagementinfireservice |
_version_ |
1717809182185357312 |