Title :
Better Risk Response Method Based on Neural Network and Framework Reasoning in Aircraft Assembly Project
Author :
Shen Qin ; Li Yuan ; Yang Hai-cheng ; Zhang Jie
Author_Institution :
Key Lab. of Contemporary Design & Integrated Manuf. Tech., Northwestern Polytech Univ., Xi´an
Abstract :
The expert judgment risks respond method used now in aircraft assembly project need to be improved for its subjectivity and complication. To make it more effective and reliable, we proposed an improved method that integrated neural network with framework reasoning. Firstly, basing on frame theory, we stored experts´ experiences about risk response in the expert system repository by the rule that there were mapping relations between solutions and risk factors. Secondly, the neural network was trained to obtain the knowledge in the form of weight. When using, we got the response solution for the risk by reasoning and matching the output of the neural network with the knowledge in repository. It gives attention to the coupling of all risk factors to avoid the loss of information and also can simulate the expert thinking exactly to advance the project management ology level of aircraft assembly. This method had been replied in a certain airplane design project, the application illustrated the feasibility and validity of our method.
Keywords :
aircraft manufacture; assembling; expert systems; inference mechanisms; intelligent manufacturing systems; knowledge representation; neural nets; risk analysis; aircraft assembly project; expert system repository; framework knowledge representation; framework reasoning; neural network; risk response method; Aircraft manufacture; Artificial intelligence; Artificial neural networks; Assembly systems; Expert systems; Impedance matching; Man machine systems; Neural networks; Risk management; Skin;
Conference_Titel :
Wireless Communications, Networking and Mobile Computing, 2007. WiCom 2007. International Conference on
Conference_Location :
Shanghai
Print_ISBN :
978-1-4244-1311-9
DOI :
10.1109/WICOM.2007.1131