Nonlinear Error Compensation of Sensor Based on Neural Network Inverse Operation(PDF)
《南京师大学报（自然科学版）》[ISSN:1001-4616/CN:32-1239/N]
- Issue:
- 2010年04期
- Page:
- 172-176
- Research Field:
- 计算机科学
- Publishing date:
Info
- Title:
- Nonlinear Error Compensation of Sensor Based on Neural Network Inverse Operation
- Author(s):
- Zhang Xiaoyong1; 2; Liu Qing1; 2
- 1.School of Computer Science and Technology,Nanjing Normal University,Nanjing 210097,China
2. Jiangsu Research C enter of In form ation Secu rity & Conf iden ticalE ngineering, Nan jing 210097, Ch ina
- Keywords:
- m easurem ent; non linear characteristics; neura l ne tw ork; inve rse operation
- PACS:
- TP212
- DOI:
- -
- Abstract:
- Th is paper presents a m ethod to com pensa te nonlinear ity o f senso r us ing. W ith sta tic calibration o f experi m enta l da ta, the nonlinearm ode l of the sensor is bu ilt on a S ing leInputSing leOutput Fuzzy Cereb llarM ode lA rticulation Contro lle r ( SISO FCMAC ), and the inv erse model is established by inv erse ope ra tion of SISO FCMAC. Th is m ethod is com pa red w ith the d irect use o f neura l netwo rk inverse model com pensation, w ith the advantages of sim ple study, h igh precision and o f online ca libration, and a lgo rithm can be im plem ented on theM CU. F ina lly, the exper im en tal resu lts show tha t the schem e is effec tive.
Last Update: 2013-04-08