Advanced Intelligent Computing Theories and Applications. by Xuesong Yan, Qinghua Wu, Zhihua Cai (auth.), De-Shuang

By Xuesong Yan, Qinghua Wu, Zhihua Cai (auth.), De-Shuang Huang, Donald C. Wunsch II, Daniel S. Levine, Kang-Hyun Jo (eds.)

This e-book - along side the 2 volumes LNCS 5226 and LNAI 5227 - constitutes the refereed lawsuits of the Fourth foreign convention on clever Computing, ICIC 2008, held in Shanghai, China in September 2008.

The clever computing know-how encompasses a diversity of concepts reminiscent of synthetic intelligence, perceptual and development attractiveness, evolutionary and adaptive computing, informatics theories and functions, computational neuroscience and bioscience, gentle computing, case established and restricted reasoning, brokers, networking and desktop supported co-operative operating, human laptop interface matters.

ICIC subject unifies the image of latest clever computing suggestions as an quintessential idea that highlights the tendencies in complex computational intelligence and bridges theoretical study with applications.

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Extra info for Advanced Intelligent Computing Theories and Applications. With Aspects of Contemporary Intelligent Computing Techniques: 4th International Conference on Intelligent Computing, ICIC 2008 Shanghai, China, September 15-18, 2008 Proceedings

Example text

The testing model applies this model in the testing data, in which the specific pavement surface level has been determined, to test the accuracy of the model generated by the training model. The application model is used to predict the future PSR of a pavement surface. In 2004, Bayrak et al. [2] adopted Neural Network to establish the test model for the flatness of cement concrete pavement surface. This study included pavement surfaces in 83 pavement surface sections in 9 states. 7 variables, including very kinds of data, traffic volume data and road surface damage data were used, and flatness prediction model, which was based on 7-10-10-10-1 network model, was established.

Therefore, Data Mining can yield great results in concluding association rules of pavement surface damages. 5 Conclusion With the development of information technology, in recent years, more advanced testing equipment, which is used to collect civil engineering related data, has been invented. As for the interpretation and processing of testing data, some management decision making systems, which are based on flexible calculation or artificial intelligence, have been established, providing reasonable and viable maintenance and repair decisions.

HV and MV substations data Sn 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 S nc Sx Sy 0 0 0 315 315 315 315 315 315 250 315 315 400 315 315 315 315 315 315 315 315 315 315 315 315 315 315 315 315 315 315 315 315 315 315 400 315 315 315 315 315 315 315 400 315 315 315 315 4900 4400 5400 5561 4152 4425 4431 4435 4217 4194 3897 3920 4014 4297 4163 4420 4015 4128 3825 3645 3711 4690 5083 5373 5373 5398 5512 5396 5510 5395 5510 5419 5127 4813 5865 6118 6325 5765 5893 6099 5997 5509 4969 4512 4730 4508 4216 4874 9900 10500 9600 8517 8925 8862 9156 9730 9428 9199 9456 9741 10185 9988 10318 10665 10465 10855 10870 10689 10952 11293 10725 10798 10574 10479 9868 10168 9694 9802 9520 9307 9457 9193 10217 10130 10081 9894 9644 9461 9003 8997 8995 9040 8882 8829 9695 9575 Sn S nc Sx Sy 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 315 315 315 315 315 315 315 400 315 315 315 630 630 315 800 500 1000 800 500 800 630 400 630 630 400 630 315 315 315 315 315 315 315 400 315 315 315 630 630 315 800 500 1000 800 500 4884 3659 4272 4757 4790 4339 5200 5382 4862 4450 4500 3910 4049 3990 4409 3850 4666 3800 4288 5109 5055 4719 5615 6204 6609 6332 5860 5506 5191 4871 4212 3855 4374 4951 5614 5264 4705 5231 5111 4646 4684 4625 4267 4717 5079 10895 10451 11130 10246 9075 9023 11070 10709 8883 11150 10543 9352 8474 8866 9404 9988 10845 11285 11500 11273 10559 9772 10090 9877 10114 9555 9315 8792 8723 8546 10557 10420 10214 9418 9282 9494 9406 8992 10092 9647 9075 8755 8432 8622 8560 The proposed algorithm is designed such that the following necessary conditions of the network are checked.

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