Ant-Miner is an Ant Colony Optimization algorithm for classification task. This paper proposes an improved version of Ant-Miner, named mAnt-Miner+, which is based on mAnt-Miner (Ant-Miner that uses a population of many ants). mAnt-Miner+ uses a simple and invariable heuristic strategy, that avoids it easily trapping in the local optimal solution and improves the efficiency of the algorithm. mAnt-Miner+ has been compared against Ant-Miner and mAnt-Miner in six public domain data sets. The results show that: 1) in term of predictive accuracy, mAnt-Miner+ is competitive with Ant-Miner and better than mAnt-Miner; 2) mAnt-Miner+ is faster than Ant-Miner and mAnt-Miner; 3) the difference of the rule simplicity between three algorithms is small.
{"title":"A Simple Heuristic for Classification with Ant-Miner Using a Population","authors":"Hongxing Wu, Kai Sun","doi":"10.1109/IHMSC.2012.67","DOIUrl":"https://doi.org/10.1109/IHMSC.2012.67","url":null,"abstract":"Ant-Miner is an Ant Colony Optimization algorithm for classification task. This paper proposes an improved version of Ant-Miner, named mAnt-Miner+, which is based on mAnt-Miner (Ant-Miner that uses a population of many ants). mAnt-Miner+ uses a simple and invariable heuristic strategy, that avoids it easily trapping in the local optimal solution and improves the efficiency of the algorithm. mAnt-Miner+ has been compared against Ant-Miner and mAnt-Miner in six public domain data sets. The results show that: 1) in term of predictive accuracy, mAnt-Miner+ is competitive with Ant-Miner and better than mAnt-Miner; 2) mAnt-Miner+ is faster than Ant-Miner and mAnt-Miner; 3) the difference of the rule simplicity between three algorithms is small.","PeriodicalId":431532,"journal":{"name":"2012 4th International Conference on Intelligent Human-Machine Systems and Cybernetics","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2012-08-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115274135","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
As a new commercial computing model, cloud computing make hardware and software on the internet fully used. Therefore, the implementation of intelligent grid based on cloud computing solve the problem of poor computing and storage capacity of electric system computing platform, which also improved the efficiency of data collection and environment perception in the existing system. The development of electric system based on computing and its composition was firstly presented in the paper, highlighting the importance of cloud computing in the development of intelligent grid. According to the characteristics of intelligent gird, the key technology and research point is illustrated in the paper lately. In the last place, the paper gives the risk analysis on mass data security in intelligent grid.
{"title":"The Structure of Intelligent Grid Based on Cloud Computing and Risk Analysis","authors":"Yun Yang, Lie Wu, Shasha Yang","doi":"10.1109/IHMSC.2012.126","DOIUrl":"https://doi.org/10.1109/IHMSC.2012.126","url":null,"abstract":"As a new commercial computing model, cloud computing make hardware and software on the internet fully used. Therefore, the implementation of intelligent grid based on cloud computing solve the problem of poor computing and storage capacity of electric system computing platform, which also improved the efficiency of data collection and environment perception in the existing system. The development of electric system based on computing and its composition was firstly presented in the paper, highlighting the importance of cloud computing in the development of intelligent grid. According to the characteristics of intelligent gird, the key technology and research point is illustrated in the paper lately. In the last place, the paper gives the risk analysis on mass data security in intelligent grid.","PeriodicalId":431532,"journal":{"name":"2012 4th International Conference on Intelligent Human-Machine Systems and Cybernetics","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2012-08-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115325784","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
The model for automobile engine performance monitoring and fault detection was proposed based on adaptive neural fuzzy interference system. With recognition mechanism of the adaptive neural fuzzy interference system, according to the properties of entropy, this paper using entropy optimizes the input interface of adaptive neural fuzzy interference system , this model was combined with characteristic performance of automobile engine to attain the degrees of engine performance's abnormal state for monitoring engine performance. The approach can sensitively and accurately reflect the whole performance of the engine. Meanwhile, this method improves the rate of identifying whether the performance of the engine is normal or not, finds out the potential forepart fault of engine and prevents the spread of the fault. The validity of this method is testified by monitoring certain type of cummins engine 6BT5.9.
{"title":"Adaptive Neural Fuzzy Networks Model of Automobile Performance Monitoring","authors":"Kong Li-fang, Li Dong, Zhao Ying","doi":"10.1109/IHMSC.2012.113","DOIUrl":"https://doi.org/10.1109/IHMSC.2012.113","url":null,"abstract":"The model for automobile engine performance monitoring and fault detection was proposed based on adaptive neural fuzzy interference system. With recognition mechanism of the adaptive neural fuzzy interference system, according to the properties of entropy, this paper using entropy optimizes the input interface of adaptive neural fuzzy interference system , this model was combined with characteristic performance of automobile engine to attain the degrees of engine performance's abnormal state for monitoring engine performance. The approach can sensitively and accurately reflect the whole performance of the engine. Meanwhile, this method improves the rate of identifying whether the performance of the engine is normal or not, finds out the potential forepart fault of engine and prevents the spread of the fault. The validity of this method is testified by monitoring certain type of cummins engine 6BT5.9.","PeriodicalId":431532,"journal":{"name":"2012 4th International Conference on Intelligent Human-Machine Systems and Cybernetics","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2012-08-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127440608","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
3D vision location is one of the most famous researches in computer stereo vision area. However, the traditional algorithm is not only complicated but low-matched. We proposed a new algorithm in this article: First of all, we use Zhang Zhengyou camera calibration methods for vision calibration. Secondly, Epipolar constraint, NCC similarity measure and disparity gradient compatibility are individually used in different stages of sparse feature based stereo matching. The last, least squares space coplanar approximation is used to obtain the 3D coordinates of matching points. It has been proved not only operated easily but provided with high stability and robustness.
{"title":"A New Algorithm for Three-dimensional Construction Based on the Robot Binocular Stereo Vision System","authors":"Feng Zhao, Zengru Jiang","doi":"10.1109/IHMSC.2012.168","DOIUrl":"https://doi.org/10.1109/IHMSC.2012.168","url":null,"abstract":"3D vision location is one of the most famous researches in computer stereo vision area. However, the traditional algorithm is not only complicated but low-matched. We proposed a new algorithm in this article: First of all, we use Zhang Zhengyou camera calibration methods for vision calibration. Secondly, Epipolar constraint, NCC similarity measure and disparity gradient compatibility are individually used in different stages of sparse feature based stereo matching. The last, least squares space coplanar approximation is used to obtain the 3D coordinates of matching points. It has been proved not only operated easily but provided with high stability and robustness.","PeriodicalId":431532,"journal":{"name":"2012 4th International Conference on Intelligent Human-Machine Systems and Cybernetics","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2012-08-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"126868725","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Template matching is one of the most popular problems in computer vision applications. Many methods are proposed to enhance the accuracy and performance in terms of processing time. With the rapid development of digital cameras/recorders and HD video, images captured by modern devices have much higher resolution than before. Therefore it is necessary to have novel real-time processing template matching algorithms. This motivates our proposal to improve the speed of matching an arbitrary given template, especially in a large size image. Our key idea is based on a pruning strategy to remove certain unmatchable positions in a large size image with only a few simple computational operations. Our proposed method has a flexibility for users to select various dissimilarity measures to increase the accuracy of the system in practical applications. Experiments show that our algorithm is faster than the standard algorithm implemented in OpenCV using Fast Fourier Transform about 8 to 10 times.
{"title":"Fast Template Matching Using Pruning Strategy with Haar-like Features","authors":"Vinh-Tiep Nguyen, Khanh-Duy Le, M. Tran, A. Duong","doi":"10.1109/IHMSC.2012.155","DOIUrl":"https://doi.org/10.1109/IHMSC.2012.155","url":null,"abstract":"Template matching is one of the most popular problems in computer vision applications. Many methods are proposed to enhance the accuracy and performance in terms of processing time. With the rapid development of digital cameras/recorders and HD video, images captured by modern devices have much higher resolution than before. Therefore it is necessary to have novel real-time processing template matching algorithms. This motivates our proposal to improve the speed of matching an arbitrary given template, especially in a large size image. Our key idea is based on a pruning strategy to remove certain unmatchable positions in a large size image with only a few simple computational operations. Our proposed method has a flexibility for users to select various dissimilarity measures to increase the accuracy of the system in practical applications. Experiments show that our algorithm is faster than the standard algorithm implemented in OpenCV using Fast Fourier Transform about 8 to 10 times.","PeriodicalId":431532,"journal":{"name":"2012 4th International Conference on Intelligent Human-Machine Systems and Cybernetics","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2012-08-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"125190208","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
An industrial remote control network gateway was designed to study and solve the security problems generated by the network communication between SCADA system and industrial computers, and provide security guarantee for making industrial network connect with the Internet under the premise of full efficiency and reliability. It is not dependent on any hardware environment and SCADA software environment, and capable of supporting any industrial equipment and all kinds of SCADA system, the gateway can monitor industrial equipments of industrial sites, forward packets between SCADA system and industrial computers, and block untrusted data, it can report abnormal events to solve the problems of remote Internet network communication between SCADA system and industrial equipments and provide security communication mechanism.
{"title":"The Design of an Industrial Remote Control Network Gateway Based on P2P VPN","authors":"Yuze Huang, Zhibin Zhang, Peng Zhu","doi":"10.1109/IHMSC.2012.130","DOIUrl":"https://doi.org/10.1109/IHMSC.2012.130","url":null,"abstract":"An industrial remote control network gateway was designed to study and solve the security problems generated by the network communication between SCADA system and industrial computers, and provide security guarantee for making industrial network connect with the Internet under the premise of full efficiency and reliability. It is not dependent on any hardware environment and SCADA software environment, and capable of supporting any industrial equipment and all kinds of SCADA system, the gateway can monitor industrial equipments of industrial sites, forward packets between SCADA system and industrial computers, and block untrusted data, it can report abnormal events to solve the problems of remote Internet network communication between SCADA system and industrial equipments and provide security communication mechanism.","PeriodicalId":431532,"journal":{"name":"2012 4th International Conference on Intelligent Human-Machine Systems and Cybernetics","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2012-08-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123743001","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
The airframe/propulsion integration configuration, brought strong couplings between aerodynamic and propulsion system, making modeling and control of hypersonic vehicles a huge challenge e. Therefore, true reflection the coupling characteristics was great significance. Based on response surface methods, aerodynamic/propulsion coupling model was built in this paper, and small perturbation linear model was also derived. Then, using matrix eigenvalue perturbation theory, propulsion system effects on flight dynamics were analyzed. The results showed that hypersonic flight dynamics was much more sensitive to the propulsion effects, which reflected the strong coupling between propulsion system and flight dynamics.
{"title":"The Propulsion/Flight Dynamics Coupling Analysis for Air-breathing Hypersonic Vehicle","authors":"Dong Zhang, Shuo Tang","doi":"10.1109/IHMSC.2012.19","DOIUrl":"https://doi.org/10.1109/IHMSC.2012.19","url":null,"abstract":"The airframe/propulsion integration configuration, brought strong couplings between aerodynamic and propulsion system, making modeling and control of hypersonic vehicles a huge challenge e. Therefore, true reflection the coupling characteristics was great significance. Based on response surface methods, aerodynamic/propulsion coupling model was built in this paper, and small perturbation linear model was also derived. Then, using matrix eigenvalue perturbation theory, propulsion system effects on flight dynamics were analyzed. The results showed that hypersonic flight dynamics was much more sensitive to the propulsion effects, which reflected the strong coupling between propulsion system and flight dynamics.","PeriodicalId":431532,"journal":{"name":"2012 4th International Conference on Intelligent Human-Machine Systems and Cybernetics","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2012-08-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"121856250","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Temperature Control System has the characteristics of nonlinear, strong delay and inertia, and it is difficult to build the accurate mathematical models of the system. Conventional PID controller can not achieve precise control because its control parameters are fixed, in order to gain better control effect, Fuzzy control technology is introduced based on the traditional PID control, This method combines fuzzy control theory which have the feature of better dynamic performance with the advantages of the traditional PID control method which has a high stable precision and strong robustness. Finally, Fuzzy Self-tuning PID water temperature control system design is realized by PLC, The experimental results show that the Fuzzy Self-tuning PID temperature controller has better control performance than the traditional PID controller.
{"title":"Design and Realization of Fuzzy Self-tuning PID Water Temperature Controller Based on PLC","authors":"Yan Yang, Haiyun Bian","doi":"10.1109/IHMSC.2012.97","DOIUrl":"https://doi.org/10.1109/IHMSC.2012.97","url":null,"abstract":"Temperature Control System has the characteristics of nonlinear, strong delay and inertia, and it is difficult to build the accurate mathematical models of the system. Conventional PID controller can not achieve precise control because its control parameters are fixed, in order to gain better control effect, Fuzzy control technology is introduced based on the traditional PID control, This method combines fuzzy control theory which have the feature of better dynamic performance with the advantages of the traditional PID control method which has a high stable precision and strong robustness. Finally, Fuzzy Self-tuning PID water temperature control system design is realized by PLC, The experimental results show that the Fuzzy Self-tuning PID temperature controller has better control performance than the traditional PID controller.","PeriodicalId":431532,"journal":{"name":"2012 4th International Conference on Intelligent Human-Machine Systems and Cybernetics","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2012-08-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"122043721","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
As the most popular tablet computer, iPad is designed for audio-visual media, entertainment, and a variety of applications. However, because of the limited memory resource, it's difficult to implement volume rendering algorithm on iPad. Volume rendering directly displays stereoscopic images from 3D data set, so it is widely used in the field of biology and medicine. In this paper, an optimized Maximum Intensity Projection (MIP) volume rendering algorithm is proposed to reduce resource usage significantly. Four clusters of viewpoints are used to optimize the cell removal process. Twice scans in opposite directions are performed for each cluster of viewpoints to remove the useless cells thoroughly, thus to reduce the memory cost. Based on the optimized algorithm, an interactive 3D image processing system for iPad is implemented.
{"title":"Interactive 3D Image Processing System for iPad","authors":"Mengyu Yuan, Weiqing Li","doi":"10.1109/IHMSC.2012.95","DOIUrl":"https://doi.org/10.1109/IHMSC.2012.95","url":null,"abstract":"As the most popular tablet computer, iPad is designed for audio-visual media, entertainment, and a variety of applications. However, because of the limited memory resource, it's difficult to implement volume rendering algorithm on iPad. Volume rendering directly displays stereoscopic images from 3D data set, so it is widely used in the field of biology and medicine. In this paper, an optimized Maximum Intensity Projection (MIP) volume rendering algorithm is proposed to reduce resource usage significantly. Four clusters of viewpoints are used to optimize the cell removal process. Twice scans in opposite directions are performed for each cluster of viewpoints to remove the useless cells thoroughly, thus to reduce the memory cost. Based on the optimized algorithm, an interactive 3D image processing system for iPad is implemented.","PeriodicalId":431532,"journal":{"name":"2012 4th International Conference on Intelligent Human-Machine Systems and Cybernetics","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2012-08-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"126435467","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Chan classic position algorithm based on TDOA is primarily intended for mobile base station on the ground. This paper focuses on low altitude aircraft, and extend Chan algorithm to three dimensions space and inertial navigation system(INS) on the aircraft is used for real time integrated navigation. Main idea is that the location algorithm is using time difference of arrival(TDOA) of CDMA cellular network pilot signals to make twice weighted least squares and absorbing recursive thought of Taylor algorithm and get location solutions of vehicle and taking use of the original information of INS to eliminate fuzzy, finally we obtain aircraft real time location solution. Simulation show that compared with other classical algorithm under the same conditions, the algorithm is of high speed and high precision and the mean square error approach Cramer-Rao Lower Bound(CRLB).The algorithm have some reference value low altitude aircraft location.
{"title":"An Improved TDOA Location Algorithm in LOS Environment","authors":"Qu Baoping, Shao Gang, Jing Zhanrong","doi":"10.1109/IHMSC.2012.23","DOIUrl":"https://doi.org/10.1109/IHMSC.2012.23","url":null,"abstract":"Chan classic position algorithm based on TDOA is primarily intended for mobile base station on the ground. This paper focuses on low altitude aircraft, and extend Chan algorithm to three dimensions space and inertial navigation system(INS) on the aircraft is used for real time integrated navigation. Main idea is that the location algorithm is using time difference of arrival(TDOA) of CDMA cellular network pilot signals to make twice weighted least squares and absorbing recursive thought of Taylor algorithm and get location solutions of vehicle and taking use of the original information of INS to eliminate fuzzy, finally we obtain aircraft real time location solution. Simulation show that compared with other classical algorithm under the same conditions, the algorithm is of high speed and high precision and the mean square error approach Cramer-Rao Lower Bound(CRLB).The algorithm have some reference value low altitude aircraft location.","PeriodicalId":431532,"journal":{"name":"2012 4th International Conference on Intelligent Human-Machine Systems and Cybernetics","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2012-08-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"120951222","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
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