Title :
Application of ARMA modeling to the improvement of weight estimations in fruit sorting and grading machinery
Author :
Frances, J.V. ; Calpe, J. ; Martinez, Manuel ; Rosado, A. ; Serrano, A.J. ; Diaz, M.
Author_Institution :
Dept. of Electron. Eng., Valencia Univ.
Abstract :
Accurate weighting of pieces in different sorts of conveyor belts or articulated chains at fast speed is a key feature in many industrial processes. This paper presents a procedure to improve the performance, whether increasing speed or accuracy, of the load-cell-based weighting subsystem in a fruit sorting and grading machine to achieve an accuracy of ±1 gram at a speed of 20 fruits per seconds. The proposed solution includes a signal preprocessing based on a previous ARMA modeling of the weighting subsystem response plus a power line-noise removal and a simple sample averaging in the plateau. The procedure has been tested off-line using real signals acquired from a prototype machine
Keywords :
agriculture; autoregressive moving average processes; balances; conveyors; noise; parameter estimation; signal processing; ARMA modeling; accuracy; articulated chains; conveyor belts; fast speed; fruit grading machinery; fruit sorting machinery; industrial processes; load-cell-based weighting subsystem; off-line testing; performance; power line-noise removal; prototype machine; real signals; sample averaging; signal preprocessing; weight estimation; Belts; Cutoff frequency; Instruments; Machinery; Optical amplifiers; Prototypes; Rails; Signal processing; Sorting; Testing;
Conference_Titel :
Acoustics, Speech, and Signal Processing, 2000. ICASSP '00. Proceedings. 2000 IEEE International Conference on
Conference_Location :
Istanbul
Print_ISBN :
0-7803-6293-4
DOI :
10.1109/ICASSP.2000.860197