Title :
Neural Evidence Fusion Model with Multi-source Information and Its Application
Author :
Wei, Shouzhi ; Jin, Ningde
Author_Institution :
Northeastern Univ. at QinHuangDao, Qinhuangdao
Abstract :
The oilfield remaining oil distribution forecast is called world-level difficult problems by oil domain specialists in the world. The source of low forecast correctness are only consider objective evidences or subjective evidence, so the forecast results still exist limitation, it result in low accuracy, reliability and so on to identify the classification characteristics and to compute quantitative parameters. So, how to fuse all objective evidences and subjective evidences is a key problem to research remaining oil distribution. A new model is proposed, it fused BP neural networks combination models and two-level D-S evidence reasoning models, the exact classification results are implemented about many remaining oil distribution characteristics. The classification output reliability of each BP network and the reasoning result reliability of each domain fuzzy expert system are regarded as basic probability assignment of input evidence in D-S evidence reasoning model. The model has applied successfully in Daqing Oilfield of China.
Keywords :
backpropagation; case-based reasoning; expert systems; fuzzy neural nets; fuzzy reasoning; pattern classification; petroleum industry; probability; uncertainty handling; Daqing oilfield; Dempster-Shafer evidence reasoning model; backpropagation neural network; fuzzy expert system; multisource information; neural evidence fusion model; oil distribution forecast; pattern classification; probability assignment; Application software; Cities and towns; Distributed computing; Floods; Fuses; Hydrocarbon reservoirs; Neural networks; Petroleum; Predictive models; Reliability engineering; BP neural network combination; Subjective evidences and Objective evidences; evidence fusion; neural evidence fusion model; remaining oil distribution forecast;
Conference_Titel :
Information Acquisition, 2007. ICIA '07. International Conference on
Conference_Location :
Seogwipo-si
Print_ISBN :
1-4244-1220-X
Electronic_ISBN :
1-4244-1220-X
DOI :
10.1109/ICIA.2007.4295800