PENG Zhen-rui1, WEI Wei1, LI Guo-na2, et al. Comparative study on three modeling methods for voidage measurement[J]. 2009, 28(8): 49-51+55. DOI: 10.13873/j.1000-97872009.08.006.
Electrical capacitance tomography(ECT)system for voidage measurement is described.Voidage measure-ment principle based on ECT is analyzed.Three modeling methods for voidage measurement
which are based on genetic algorithm-partial least square(GA-PLS)
ant system algorithm(ASA)
and least squares support vector machine(LS-SVM)respectively
are reviewed briefly.All the data under three voidage measurement methods come from the ECT sensor.A unifying model is put forward to provide a universal voidage measurement framework.The experimental data are used to evaluate the three methods in terms of generalization ability index
maximum measurement error
mean measurement error
and measurement time.The results show that the LS-SVM method has highest precision and best generalization ability.