Title :
Exploiting A Priori Time Constant Ratio Information in Difference Equation Two-Thermocouple Sensor Characterization
Author :
McLoone, Seán ; Hung, Peter ; Irwin, George ; Kee, Robert J.
Author_Institution :
Dept. of Electron. Eng., Nat. Univ. of Ireland, Maynooth
Abstract :
The characterization of thermocouple sensors for temperature measurement in varying-flow environments is a challenging problem. Recently, the authors introduced novel difference-equation-based algorithms that allow in situ characterization of temperature measurement probes consisting of two-thermocouple sensors with differing time constants. In particular, a linear least squares (LS) lambda formulation of the characterization problem, which yields unbiased estimates when identified using generalized total LS, was introduced. These algorithms assume that time constants do not change during operation and are, therefore, appropriate for temperature measurement in homogenous constant-velocity liquid or gas flows. This paper develops an alternative beta formulation of the characterization problem that has the major advantage of allowing exploitation of a priori knowledge of the ratio of the sensor time constants, thereby facilitating the implementation of computationally efficient algorithms that are less sensitive to measurement noise. A number of variants of the beta formulation are developed, and appropriate unbiased estimators are identified. Monte Carlo simulation results are used to support the analysis
Keywords :
difference equations; temperature measurement; temperature sensors; thermocouples; Monte Carlo simulation; a priori time constant ratio information; difference equation; linear least squares; temperature measurement probes; two-thermocouple sensor characterization; Fluid flow; Least squares approximation; Noise measurement; Probes; Sensor phenomena and characterization; Temperature measurement; Temperature sensors; Thermal sensors; Time measurement; Yield estimation; Sensor characterization; soft sensing; two-thermocouple probe (TTP);
Journal_Title :
Sensors Journal, IEEE
DOI :
10.1109/JSEN.2006.883906