Lecture Notes in Electrical Engineering 336 Zhidong Deng Hongbo Li Editors Proceedings of the 2015 Chinese Intelligent Automation Conference Intelligent Information Processing Lecture Notes in Electrical Engineering Volume 336 Board of Series editors Leopoldo Angrisani, Napoli, Italy Marco Arteaga, Coyoacán, México Samarjit Chakraborty, München, Germany Jiming Chen, Hangzhou, P.R. China Tan Kay Chen, Singapore, Singapore Rüdiger Dillmann, Karlsruhe, Germany Haibin Duan, Beijing, China Gianluigi Ferrari, Parma, Italy Manuel Ferre, Madrid, Spain Sandra Hirche, München, Germany Faryar Jabbari, Irvine, USA Janusz Kacprzyk, Warsaw, Poland Alaa Khamis, New Cairo City, Egypt Torsten Kroeger, Stanford, USA Tan Cher Ming, Singapore, Singapore Wolfgang Minker, Ulm, Germany Pradeep Misra, Dayton, USA Sebastian Möller, Berlin, Germany Subhas Mukhopadyay, Palmerston, New Zealand Cun-Zheng Ning, Tempe, USA Toyoaki Nishida, Sakyo-ku, Japan Bijaya Ketan Panigrahi, New Delhi, India Federica Pascucci, Roma, Italy Tariq Samad, Minneapolis, USA Gan Woon Seng, Nanyang Avenue, Singapore Germano Veiga, Porto, Portugal Haitao Wu, Beijing, China Junjie James Zhang, Charlotte, USA About this Series “Lecture Notes in Electrical Engineering (LNEE)” is a book series which reports the latest research and developments in Electrical Engineering, namely: (cid:129) Communication, Networks, and Information Theory (cid:129) Computer Engineering (cid:129) Signal, Image, Speech and Information Processing (cid:129) Circuits and Systems (cid:129) Bioengineering LNEE publishes authored monographs and contributed volumes which present cutting edge research information as well as new perspectives on classical fields, while maintaining Springer’s high standards of academic excellence. Also considered for publication are lecture materials, proceedings, and other related materials of exceptionally high quality and interest. The subject matter should be original and timely, reporting the latest research and developments in all areas of electrical engineering. The audience for the books in LNEE consists of advanced level students, researchers, and industry professionals working at the forefront of their fields. MuchlikeSpringer’sotherLectureNotesseries,LNEEwillbedistributedthrough Springer’s print and electronic publishing channels. More information about this series at http://www.springer.com/series/7818 Zhidong Deng Hongbo Li (cid:129) Editors Proceedings of the 2015 Chinese Intelligent Automation Conference Intelligent Information Processing 123 Editors Zhidong Deng Hongbo Li TsinghuaUniversity Department of Computer Science Beijing andTechnology China TsinghuaUniversity Beijing China ISSN 1876-1100 ISSN 1876-1119 (electronic) Lecture Notesin ElectricalEngineering ISBN 978-3-662-46468-7 ISBN 978-3-662-46469-4 (eBook) DOI 10.1007/978-3-662-46469-4 LibraryofCongressControlNumber:2015932968 SpringerHeidelbergNewYorkDordrechtLondon ©Springer-VerlagBerlinHeidelberg2015 Thisworkissubjecttocopyright.AllrightsarereservedbythePublisher,whetherthewholeorpart of the material is concerned, specifically the rights of translation, reprinting, reuse of illustrations, recitation, broadcasting, reproduction on microfilms or in any other physical way, and transmission or information storage and retrieval, electronic adaptation, computer software, or by similar or dissimilarmethodologynowknownorhereafterdeveloped. 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Printedonacid-freepaper Springer-VerlagGmbHBerlinHeidelbergispartofSpringerScience+BusinessMedia (www.springer.com) Contents 1 Information Theory and Its Relation to Machine Learning. . . . . . 1 Bao-Gang Hu 2 Robust Covariance Intersection Fusion Steady-State Kalman Filter with Uncertain Parameters . . . . . . . . . . . . . . . . . . . . . . . . 13 Wenjuan Qi, Xuemei Wang, Wenqiang Liu and Zili Deng 3 Robust Centralized Fusion Steady-State Kalman Predictor with Uncertain Parameters . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 23 Xuemei Wang, Wenqiang Liu and Zili Deng 4 Robust Weighted Measurement Fusion Kalman Filter with Uncertain Parameters and Noise Variances . . . . . . . . . . . . . 33 Chunshan Yang and Zili Deng 5 Face Recognition Based on Maximum Sparse Coefficients of Object Region. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 43 Zineng Xu, Hongjun Li, Xiangyu Jin and Ching Y. Suen 6 Hybrid Dependency Parser with Segmented Treebanks and Reparsing . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 53 Fuxiang Wu and Fugen Zhou 7 Accelerated Rendering and Fast Reconstruction of EEG Data in Real-Time BCI. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 61 Ning Wang, Peng Lu, Lipeng Zhang, Shijie Li and Hanghang Hu 8 An HDR Image Encoding Method Compatible with LDR Image Format . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 77 Binling Luo, Shuting Cai, Daolin Hu, Shaojia Wen, Ming Yin and Simin Yu v vi Contents 9 A Prediction Method for Wind Speed Based on the Correlation Analysis of Measured Data of Adjacent Wind Turbine. . . . . . . . . 87 Yinsong Wang and Ziqing Su 10 A Novel Method Based on Data Visual Autoencoding for Time-Series Classification . . . . . . . . . . . . . . . . . . . . . . . . . . . 97 Chen Qian, Yan Wang and Lei Guo 11 Visualisation of the Early-Stage Vibration of the Automatic-Gauge-Control Hydraulic Cylinder Based on the Acoustic Emission Hits-Density Imaging . . . . . . . . . . . . . . 105 Hongzhi Chen, Yongli Zhao, Jie Huang and Chang Cheng 12 Speaker Recognition Based on i-Vector and Improved Local Preserving Projection . . . . . . . . . . . . . . . . . . . . . . . . . . . . 115 Di Wu 13 Giant Benthic HD Image Feature Extraction and Size Estimation Based on Canny Algorithm . . . . . . . . . . . . . 123 Zhongjun Ding, Changcheng Wang and Pan Wang 14 An Improved GAFSA Based on Chaos Search and Modified Simplex Method. . . . . . . . . . . . . . . . . . . . . . . . . . . 133 Pei-zhen Peng, Jie Yuan, Zhao-jia Wang, Yi Yu and Min Jiang 15 A Multi-modal Searching Algorithm in Computer Go Based on Test. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 143 Xiali Li and Licheng Wu 16 A New Smoke Detection Method of Forest Fire Video with Color and Flutter . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 151 Zhong Zhou and Ya-qin Zhao 17 Research of the Subgroup Discovery Algorithm NMEEF-SD . . . . 163 Haichun Xie, Yong Zhang, Limin Jia and Yong Qin 18 A Subgroup Discovery Algorithm Based on Genetic Fuzzy Systems . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 171 Shuo Dai, Yong Zhang, Limin Jia and Yong Qin 19 Secure Measuring and Controlling Methods Embedded SM4 Algorithm for Smart Home. . . . . . . . . . . . . . . . . . . . . . . . . 179 Xiangdong Hu, Xiaopeng Qin and Haiming Mou Contents vii 20 Multi-core Processor Simulation Vector Learning Optimization Based on S2LS-SVM. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 189 Guanjun Wang, Ying Zhao and MinMing Tong 21 Multiview Image Classification via Nonnegative Least Squares. . . 199 Longfei Wu, Hao Sun, Kefeng Ji, Yaxiang Fan and Ying Zhang 22 An Automatic Method for Selecting Special and Rare Celestial Objects in Massive Spectra . . . . . . . . . . . . . . . . . . . . . . 209 Wenyu Wang and Bin Jiang 23 Attitude Estimation of the Multi-rotor UAV Based on Simplified Adaptive Kalman Filter Algorithm . . . . . . . . . . . . . 219 Xin Zhang, Yue Bai, Zhijun Xu and Rijun Wang 24 Combination of Particle Swarm Optimization with LSSVM for Pipeline Defect Reconstruction. . . . . . . . . . . . . . . . . . . . . . . . 229 Huixuan Fu, Yuchao Wang and Sheng Liu 25 A Face Replacement System Based on 3D Face Model. . . . . . . . . 237 Hong Song, Jie Lv, He Liu and Qingjie Zhao 26 Head Detection Using Extreme Learning Machine . . . . . . . . . . . . 247 Changliang Sun and Yuanlong Yu 27 Automatic Depression Discrimination on FNIRS by Using FastICA/WPD and SVM. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 257 Hong Song, Weilong Du and Qingjie Zhao 28 Random Forests for Object Detection . . . . . . . . . . . . . . . . . . . . . 267 Mingming Zhu, Lang Ye, Siyu Xia and Hong Pan 29 Dynamic Simulation of Tank Car Derailment and Structure Optimization Based on Solidworks, ADAMS, and ANSYS . . . . . . 275 Lanxia Zhang, Yong Qin, Dapeng Zhu, Li Wang and Jianghua Gao 30 Review of Knowledge Guidance in Intelligent Optimization Approaches . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 287 Lining Xing 31 A Hybrid Optimization Algorithm for Extreme Learning Machine. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 297 Bin Li, Yibin Li and Xuewen Rong viii Contents 32 P2P Network Trust Strategy Based on New Evaluation Criterion . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 307 Xiali Li and Licheng Wu 33 A Novel Performance Evaluation Method for Visual Tracking Methods . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 313 Hui Teng, Lianzhi Yu, Huaping Liu, Fuchun Sun and Xiaojuan Liu 34 Spatial Target Vision Measurement and Precision Compensation Based on Soft Computing. . . . . . . . . . . . . . . . . . . 325 Kai Li and Feng Yuan 35 Hopfield Neural Network with Chaotic Positive Feedback and Its Application in Binary Signal Blind Detection . . . . . . . . . . 335 Guangyin Wu, Shujuan Yu, Rusong Huan, Yun Zhang and Kuiming Ji 36 Image Annotation with Nearest Neighbor Based on Semantic Information. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 345 Wei Wu and Guanglai Gao 37 Tea Leaves Classification Based on Texture Analysis . . . . . . . . . . 353 Zhe Tang, Fang Qi, Yi Zhou, Fangfang Pan and Jianyong Zhou 38 A Pedestrian Detection Method Based on MB_LBP Features and Intersection Kernel SVM . . . . . . . . . . . . . . . . . . . . . . . . . . . 361 Xuejie Nian, Ke Xie, Wankou Yang and Changyin Sun 39 Moving Vehicle Detection Using Oriented Histograms of Differential Flow and Extreme Learning Machine . . . . . . . . . . 371 Li Kang and Yuanlong Yu 40 K-Means Clustering Based on Density for Scene Image Classification . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 379 Ke Xie, Jin Wu, Wankou Yang and Changyin Sun 41 Study on Fusion Methods for Motion Evaluation Based on Somatosensory Rehabilitation System . . . . . . . . . . . . . . 387 Xin Guo, Yanwen Li and Longtao Su 42 The Active Above-Knee Prosthesis Gait Control Based on the EMPC. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 395 Yan Zhang, Yongchang Zhang, Lingling Chen and Bokai Xuan Contents ix 43 Application of Second-Order Cone Programming Theory to Robust Adaptive Beamforming . . . . . . . . . . . . . . . . . . . . . . . . 405 Rong-Yi Zhang and Hai-Yan Song 44 Facial Geometric Feature for Cascade Eye Detection . . . . . . . . . . 413 Chang Guo, Xianye Ben, Xikai Fu, Fei Liu and Zhenqing Zhang 45 MPCA on Gabor Tensor for Face Recognition. . . . . . . . . . . . . . . 421 Jin Wu, Xuejie Nian, Wankou Yang and Changyin Sun 46 Age Group Estimation on Single Face Image Using Blocking ULBP and SVM. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 431 Liang Hu, Zheyuan Li and Hong Liu 47 Target Detection Algorithm Based on Gaussian Mixture Background Subtraction Model . . . . . . . . . . . . . . . . . . . 439 Kejun Wang, Ying Liang, Xianglei Xing and Rongyi Zhang 48 A Bran Specks Detection Method Based on PCNN. . . . . . . . . . . . 449 Tianfei Chen, Xiang Wu and Xiujuan Li 49 Sentiment Analysis Across Languages Based on Domain-Specific Emotional Dictionary . . . . . . . . . . . . . . . . . . 459 Shu-hui Huang, Xin Yan, Zheng-tao Yu, Xiao-hui Liu and Feng Zhou 50 An Adaptive Color Image Segmentation Algorithm Based on Gaussian Mixture Model Applied to Mobile Terminal. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 469 Jia-Qiang Wang, Han-Bing Qu, Wei Jin, Chao Hu and Hai-Jun Tao 51 Study and Implementation of Accurate Retrieval System Based on Attractions Interest Model . . . . . . . . . . . . . . . . . . . . . . 477 Ruiqiang Fan, Junping Du and Yipeng Zhou 52 Study on Emergency Anomaly Detection for Tourism Activities. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 487 Xiaoyu Han, Junping Du and Yipeng Zhou 53 Fault Diagnostic Method for Photovoltaic Grid Inverter Based on Online Extreme Learning Machine. . . . . . . . . . . . . . . . 495 Pu Yang, Xiao Li, Jiangfan Ni and Jing Zhao