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《Journal of Transcluction Technology》 2002-03
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Improvement of Sensor′s Performance by Using BP Neutral Network and It′s New Algorithms

ZHANG Yonghuai, LIU Junhua (Xi′an Jiaotong University, Xi′an 710049, P.R.China)  
BP neutral network and its improved algorithms are applied to compensate sensor′s performance. BP neutral network′s improved algorithms of adding momenturn and self adapting parameter are presented. The defects of BP, for example, converging slowly, being easy to converge to minimum of one part are improved efficiently. Training programs are done by using MATLAB language. Results show that the performance of sensor is improved highly.
【Fund】: 国家自然科学基金资助项目 (5 0 0 770 16)
【CateGory Index】: TP212
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【References】
Chinese Journal Full-text Database 10 Hits
1 ;Simulation & Experiment Study On Strain Data Fusion Load Sensor[J];Sensor World;2004-03
2 HUANG Tian-shu~1, NI Xiao-yong~1, ZHANG Hong-jian~2, REN Qing-zhen~1 (1.Sch of Elct and Info, Wuhan University,Wuhan 430072, China; 2.Hong'an Bureau of Electrical Power,Hong'an 431500, China);Study on nonlinearty correction of sensors by neutral network[J];Journal of Transducer Technology;2003-12
3 GAO Mei-jing,HU Li-ming 1.School of Information Science and Engineering,Yan Shan University,Qin huangdao,Hebei 066004,China;2.Optical Communication Center,Beijing University of Posts and Telecommunications,Beijing 10087,China;Research on the Nonlinear Emendation of Pressure Sensor Based on the Genetic Wavelet Neural Network[J];Chinese Journal of Sensors and Actuators;2007-04
4 LI Xiao-bin1,2,LIU Ding1,ZUO Lei2 1.Research Center of Information and Control Engineer,Xi'an University of Technology,Xi'an,710048,China;2.College of Electrical and Information Engineering,Lanzhou University of Technology,Lanzhou 730050,China;Application of RBF-PSO in Nonlinear Calibration for Thermocouple Sensor[J];Chinese Journal of Sensors and Actuators;2007-04
5 LU Zhi yuan,LI Wei jun, ZHOU Yong jun,NIU Zhong qi(Xidian University, Xi′an 710071, China);Neural Network Methods for Improving Linear Regression of Sensor Output Characteristic[J];Journal of Transcluction Technology;2004-04
6 HOU Li qun, TONG Wei guo, HE Tong xiang(Department of Automation, North China Electric Power University, Baoding Hebei 071003, China);The Static Errors Comprehensive Correcting Method of Sensors Based on Radial Basis Function Neural Network[J];Journal of Transcluction Technology;2004-04
7 LI Xiao-bin1,2,LIU Ding1,ZUO Lei21.Research Center of Information and Control Engineer,Xi'an University of Technology,Xi'an 710048,China; 2.College of Electrical and Information Engineering,Lanzhou University of Technology,Lanzhou 730050,China;Measure and Rectification Method of Pressure Based on WNN-PSO[J];Chinese Journal of Sensors and Actuators;2007-07
8 QU Guo-fu,LIU Hong-zhao (School of Mechanical Engineering and Precision Instrument,Xi'An University of Technology,Xi'an 710048,China);The Design of a Novel Micro Intelligent Low Airspeed Sensor[J];Chinese Journal of Sensors and Actuators;2007-11
9 XIONG Nan,LI Shi-ping,CHEN Shi-wei,GUAN Jing-zhou(Inst of the Second Artillery Engineering,Xi'an 710025,China);Study on static characteristic of pressure sensor based on BP data fusion[J];Journal of Transducer Technology;2005-12
10 ZHENG Lei~1,FU Jing-qi~1,DONG Xin-ping~2(1.Sch of Mechatronics and Automation,Shanghai University,Shanghai 200072,China;2.The 49th Research Institute of China Electronics Technology Group Corporation,Harbin 150001,China);Smart differential pressure sensor system embedded with DeviceNet interface[J];Journal of Transducer Technology;2005-12
China Proceedings of conference Full-text Database 2 Hits
1 FU Jingqi 1,ZHENG Lei 2(1 The Machinery Electric and Automation School of Shanghai University,Shanghai 200072,China 2 ABB Engineering(shanghai)Ltd.Shanghai 200131,China);Research on the Temperature Compensation of Smart Differential Pressure Transmitter[A];[C];2007
2 Hou Liqun 1,Zhang Zhijuan 2,Wang Ning 1 1.Department of Automation,North China Electric Power University,Baoding,Hebei,071003,China 2.Department of Electronic and Communication Engineering,North China Electric Power University,Baoding,Hebei 071003,China;A Virtual Instrument for Sensors Static Errors Calibration[A];[C];2007
【Citations】
Chinese Journal Full-text Database 3 Hits
1 Si Duanfeng Chang Bingguo Liu Junhua Xi′an Jiaotong University,Xi′an 710049;The Research on the New Compensation Method of Sensor's Performance based on BP Artificial Neural Networks[J];INSTRUMENT TECHNIQUE AND SENSOR;2000-01
2 Chang Bingguo Zhang Shengliang Liu Junhua(Xi′an Jiaotong University, 710049, Xi′an);Data Fusion Processing Applied to Enhance Reliability of Sensors[J];JOURNAL OF XI'AN JIAOTONG UNIVERSITY;1998-12
3 Wang Xiaotong Shi Wei (Xi′an Jiaotong University, 710049, Xi′an);BP Algorithm for Fitting the Excitation Characteristic Curve[J];JOURNAL OF XI'AN JIAOTONG UNIVERSITY;1998-08
【Co-citations】
Chinese Journal Full-text Database 10 Hits
1 HUANG Xiao-yin~1,ZHOU Ping~2(1.Department of Computer Sciences,Yunnan Agricultural University,Kunming 650201,China;2.Agricultural Meteorology Office,Yunnan Agricultural University,Kunming 650201,China);Research sample set of sensor's intput/output characteristic based on neural network[J];Transducer and Microsystem Technologies;2006-04
2 TANG Li-qiang,LI Min-qiang,CHEN Jian-qun,ZHANG Bin,WANG Ying-xian(State Key Laboratory of Transducer Technology,Institute of Intelligent Machines,Chinese Academy of Sciences,Hefei 230031,China);Research on pressure sensitive component of novel thick film ceramic capacitive pressure sensor[J];Transducer and Microsystem Technologies;2006-06
3 WU Zhong-jie,LIN Jun,LI Ye,ZHU Hong,ZHANG Ying(Institute of Intelligent Measurement and Control,Jilin University,Changchun 130026,China);Design of networked capable application processor for IEEE1451 standard smart sensor[J];Transducer and Microsystem Technologies;2006-06
4 HAO Yunfang1, FENG Xiaoming2, HUANG Tianlu3(1.Dept of Elct Info,Xi'an Institute of Posts& Telecommunication,Xi'an 710061,China;2.Chang'an University,Xi'an 710061,China;3.Xi'an Communication Institute,Xi'an 710106,China);Application of genetic algorithm in sensor non-linea r self-correcting system[J];Journal of Transducer Technology;2003-06
5 QU Guo-fu(Dept of Precision Instr,Shanxi Institute of Technology, Hanzhong 723003,China);On-line comprehensive compensation of piezoresistive pressure sensor[J];Journal of Transducer Technology;2003-08
6 Shi Degang~1, Liu ye~1, Hu Guanghui~1, Mu Shuyun~2, Zhang Guolin~1 (1.School of Electrical Engineering, Xi'an Jiaotong University, Xi'an 710049, C hina;2.Xi'an XD Power Capacitor CO., Ltd, Xi'an 710082, China);Electronic Voltage Transformer Based on Capacitive Voltage Dividing[J];Power Capacitors;2003-04
7 ZHANG Gang,CHEN You-ping,HAN Yan-jun,ZHOU Zu-de(School of Mechanical Science and Engineering,Huazhong University of Science and Technology,Wuhan 430074,China);ADuC812-based embedded fiber optic displacement sensor[J];Transducer and Microsystem Technologies;2006-10
8 HE Hong-li~1,DAN Yong-ping~2,ZHANG Yuan~3(1.School of Physical Science & Technology,Zhengzhou University,Zhengzhou 450052,China;2.Department of Electronic Science & Technology,Huazhong University of Science & Technology,Wuhan 430007,China;3.Henan University of Technology,Zhengzhou 450052,China);Neural network arithmetic of atmospheric pressure sensor and realization by MCU[J];Transducer and Microsystem Technologies;2006-11
9 CHEN Jian-qun,MA Yi-wu,ZHANG Bin(State Key Laboratory of Transducer Technology,Institute of Intelligent Machines,Chinese Academy of Sciences,Hefei 230031,China);Structure optimization of thick film pressure sensors[J];Transducer and Microsystem Technologies;2006-11
10 LI Zu-lin (Dept of Elct Info,Hunan Building Materials College, Hengyang 421008, China);Error compensation of measuring motor current with Hall sensor[J];Journal of Transducer Technology;2003-12
China Proceedings of conference Full-text Database 5 Hits
1 FU Jingqi 1,ZHENG Lei 2(1 The Machinery Electric and Automation School of Shanghai University,Shanghai 200072,China 2 ABB Engineering(shanghai)Ltd.Shanghai 200131,China);Research on the Temperature Compensation of Smart Differential Pressure Transmitter[A];[C];2007
2 Ding Hui Liu Junhua Shen Zhongru (School of electric engineering, Xi'an Jiaotong University, Xi'an 710049, China);Application of On-line Wavelet Decomposition Technology in Drift Detection for Gas Sensor[A];[C];2002
3 YangJunHe ZhangHeXin FanJinSuo(The Second Artillery engineering College Xi'an 710025 China);Real time detection and Fault Diagnosis for Missile Ground Electrical Source Based on PXI Bus[A];[C];2007
4 Zhu Xianglin Gan Chuanfu Cai Jinyan Department of Optics & Electronics Engineering Ordnance Engineering College Shijiazhuang 050003;Sensor Fault Diagnosis based on Application of Neural Network[A];[C];2003
5 HU Miao-xuan,ZENG Yue-nan,TANG Xiong-min (Institute of Automation,Guangdong University of Technology,Guangzhou,510006,China);Research on a New Detecting Method for Rigid Nature Frequency[A];[C];2009
【Co-references】
Chinese Journal Full-text Database 10 Hits
1 CHEN Min1; MA Li2(1.Dept of Control Sci and Engin, Nanjing Normal University, Nanjing 210042,China;2.No 49th Research Institute,China Electronics Technology Group Corporation,Harbin 150001,China);Fitting way of sensor characteristic[J];Journal of Transducer Technology;2003-01
2 TU Guo-ping (Dept. of Math.,Nanchang University, Nanchang 330047,China);Statistical analysis for the linearity of the transducers[J];JOURNAL OF TRANSDUCER TECHNOLOGY;2000-03
3 LI Xiao, YAN Wei-ping, HAO Ying-guang (Dept. of Electronic Engin.,Dalian University of Technology,Dalian 116023,China);A mixed neural network for signal processing of gas sens or array[J];JOURNAL OF TRANSDUCER TECHNOLOGY;2000-04
4 ZHU Qingbao(Dept of Computer Sci,Nanjing Normal University, Nanjing 210097,China);Adaptive partition method of improving sensor's nonlin ear using neural networks[J];Journal of Transducer Technology;2003-06
5 HUANG Tian-shu~1, NI Xiao-yong~1, ZHANG Hong-jian~2, REN Qing-zhen~1 (1.Sch of Elct and Info, Wuhan University,Wuhan 430072, China; 2.Hong'an Bureau of Electrical Power,Hong'an 431500, China);Study on nonlinearty correction of sensors by neutral network[J];Journal of Transducer Technology;2003-12
6 ZHU Ming-xing 1,ZHANG De-long 2 1(Depart.of Antomation of Anhui Univ.Hefei 230039,China) 2( Department of Electronic Engineering ang Information Science of Anhui Univ.,Heifei 230039,China);Study on the Algorithms of Selecting the Radial Basis Function Center[J];JOURNAL OF ANHUI UNIVERSITY(NATURAL SCIENCES);2000-01
7 PEI Hao dong,SU Hong ye,CHU Jian(National Lab.of Industrial Process Control,Zhejiang University,Hangzhou,Zhejiang 310027,China);Weight Balance Algorithm of Multilayer Neural Network[J];Acta Electronica Sinica;2002-01
8 ZUO Yun-bo,ZHANG Huai-cun (Department of Mechanical Engineering, Beijing Institute of Machinery, Beijing 100085 , China);An improved rapid algorithm for BP network[J];Journal of Beijing Institute of Machinery;2005-01
9 LIU Yanju,ZHANG Boming,LENG Jinsong,WANG Dianfu (Research Center on Composite Materials,Harbin Institute of Technology,Harbin,150001,China);Transmissive Characteristics of ER Smart Fluid under AC Electric Field[J];JOURNAL OF FUNCTIONAL MATERIALS;2000-02
10 HUI Chun1,CHEN Shoutian1,XU Ailan2,XU Yulong2 (1.Electric and Engineering College,Xi′an Jiaotong University,Xi′an,710049,China; 2.Department of Technical and Physics,Xidian University,Xi′an,710071,China);Effect of the Microstructure of Semiconductor SnO_2 Nanocrystalline Powders on the Properties of Thick Film Gas Sensors[J];JOURNAL OF FUNCTIONAL MATERIALS;2000-02
China Proceedings of conference Full-text Database 1 Hits
1 Liu Yuan Fang Jinglin Bing Zhigang (Dept. of Elec. Engin. Tianjin University of Technology and Education, Tianjin 300222, China) (Dept, of Auto. , Eenxi College of Metallurgy, Benxi 117022, China) (Dept. of Auto. , Tianjin University of Technology and Education, Tianjin 300222, China);Resolving Scheme of the Electromagnetic Force Equilibrium Transducer[A];[C];2003
【Secondary References】
Chinese Journal Full-text Database 10 Hits
1 LU Zhi yuan,LI Wei jun, ZHOU Yong jun,NIU Zhong qi(Xidian University, Xi′an 710071, China);Neural Network Methods for Improving Linear Regression of Sensor Output Characteristic[J];Journal of Transcluction Technology;2004-04
2 ZHANG Zheng-jie1,2, JI Ai-hong1, WANG Zhou-yi1,2, DAI Zhen-dong11.Institute of Bio-inspired Structure and Surface Engineering,Nanjing University of Aeronautics and Astronautics,Nanjing 210016,China;2.College of Mechanical and Electrical Engineering,Nanjing University of Aeronautics and Astronautics,Nanjing 210016,China;3-Dimensional Sensor for Measuring Gecko's Ground Reaction Force[J];Chinese Journal of Sensors and Actuators;2007-06
3 WU De-hui1,2,WANG Xiao-hong11.Department of Electronic Engineering, Jiujiang University, Jiujiang 332005,China;2.School of Instrument Science and Opto-electronic Engineering,, Hefei University of Technology, Hefei 230009,China;Rectification of Non-Linearity for Thermocouple Based on FLANN Constructed by LS-SVM[J];Chinese Journal of Sensors and Actuators;2007-06
4 LI Xiao-bin1,2,LIU Ding1,ZUO Lei21.Research Center of Information and Control Engineer,Xi'an University of Technology,Xi'an 710048,China; 2.College of Electrical and Information Engineering,Lanzhou University of Technology,Lanzhou 730050,China;Measure and Rectification Method of Pressure Based on WNN-PSO[J];Chinese Journal of Sensors and Actuators;2007-07
5 PANG Lin-jiang1,2,WANG Jun1,LU Xing-hua31.College of Biosystems Engineering and Food Science,Zhejiang University,Hangzhou 310029,China;2.College of Food and Pharmacy,Zhejiang Forest University,Hangzhou 311300,China;3.College of Environmental and Resource Sciences,Zhejiang University,Hangzhou 310029,China;Discrimination of Different Storage Time of the Wheat by Electronic Nose[J];Chinese Journal of Sensors and Actuators;2007-08
6 DIAO Xiu-mu1,2(1.Department of Information,Ocean University of China,Qingdao 266071,China;2.Department of Information and control Engineering,Weifang University,Weifang 261061,China);Research of Non-linear Correction of Sensor Based on GRNN[J];Journal of Chongqing Institute of Technology(Natural Science);2008-10
7 QU Zhong-jun,GUO Zhi-xiang,LU Zhi-dong(Flight Automatic Control Research Institute,Xi'an 710065,China);The Technology of Integrated Navigation Based on ANN and Kalman Filter[J];Chinese Journal of Sensors and Actuators;2007-11
8 Fu Yongli Dong Aihua (School of Electrical Engineering & Automation of Henan Polytechnic University,Jiaozuo,Henan 454000);A Study on the Application of Fuzzy Neural Network to a Fire Detection System[J];Electrical Engineering;2008-02
9 WANG Chang1,FU Jing-qi1,CHEN Guan-jun2(1.School of Machinery Electric and Automation,Shanghai University,Shanghai 200072,China;2.The 49th Research Institute of China Electronics Technology Group Corporation,Harbin 150001,China);Research on non-linearity characteristics of differential pressure transducer[J];Transducer and Microsystem Technologies;2007-10
10 YAN Jie,ZHAO Yan,ZHANG Jun-li(Xi'an University of Architecture and Technology Xi'an 710055,China);Study on Static Nonlinear Error Compensating for Weighing Sensor Based on BP Neural Network[J];Chinese Journal of Sensors and Actuators;2008-06
【Secondary Citations】
Chinese Journal Full-text Database 5 Hits
1 ;Research on Fitting Methods of Core Excitation Characteristics of Transformer[J];HIGH VOLTAGE ENGINEERING;1997-01
2 Liu Junhua Zhang Chongbin, Zhu Changchun (Xi'an Jiaotong University);Real-Time Compensation Method on Line for Temperature Coefficient of a Piezoresistive Silicon Pressure Transducer[J];Journal of Transcluction Technology;1989-02
3 Zhang Zhongli;Liu Wanshan; Yang Qixun; Qin Lijiun(Beijing Graduate School, North China Institute of Electric PowerBeijing,100085 China);RESEARCH ON MODELING FERROMAGNETIC NONLINEAR ELEMENTSIN POWER SYSTEM TRANSIENT SIMULATION[J];POWER SYSTEM TECHNOLOGY;1996-02
4 Chang Bingguo Zhang Shengliang Liu Junhua(Xi′an Jiaotong University, 710049, Xi′an);Data Fusion Processing Applied to Enhance Reliability of Sensors[J];JOURNAL OF XI'AN JIAOTONG UNIVERSITY;1998-12
5 Wang Xiaotong Shi Wei (Xi′an Jiaotong University, 710049, Xi′an);BP Algorithm for Fitting the Excitation Characteristic Curve[J];JOURNAL OF XI'AN JIAOTONG UNIVERSITY;1998-08
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