Induction machine parameter range constraints in genetic algorithm based efficiency estimation techniques

Estimation of induction machine equivalent circuit parameters which are commonly used in efficiency estimation and control methods can be effectively achieved by utilizing genetic algorithms (GA). One of the difficulties of using GAs for efficiency estimation is the determination of variable (parameter) constraints (ranges). A wide range of variables can cause unstable outcome. Hence, it is essential to determine an acceptable range for each variable prior to a GA run to produce stable and repeatable results. In this paper, relationships based on nameplate information and a large database of tested induction motors provided by Hydro-Québec are proposed to determine acceptable induction motor parameter ranges. The effectiveness and accuracy of the proposed method is validated by testing 4 induction machines of different power ratings.

[1]  Pragasen Pillay,et al.  A Novel In Situ Efficiency Estimation Algorithm for Three-Phase IM Using GA, IEEE Method F1 Calculations, and Pretested Motor Data , 2015, IEEE Transactions on Energy Conversion.

[2]  A. von Jouanne,et al.  Assessment of nonintrusive motor efficiency estimators , 2005, IEEE Transactions on Industry Applications.

[3]  Pragasen Pillay,et al.  A New Stray-Load Loss Formula for Small and Medium-Sized Induction Motors , 2016, IEEE Transactions on Energy Conversion.

[4]  E. Romero,et al.  How the efficiency of induction motor is measured , 2008 .

[5]  P. C. Sen,et al.  Principles of Electric Machines and Power Electronics , 1989 .

[6]  Paul L. Cochran Polyphase Induction Motors, Analysis: Design, and Application , 1989 .

[7]  A. von Jouanne,et al.  Assessment of non-intrusive motor efficiency estimators , 2004, Conference Record of 2004 Annual Pulp and Paper Industry Technical Conference (IEEE Cat. No.04CH37523).

[8]  Pragasen Pillay,et al.  A Novel Algorithm for Estimating Refurbished Three-Phase Induction Motors Efficiency Using Only No-Load Tests , 2015, IEEE Transactions on Energy Conversion.

[9]  T.G. Habetler,et al.  A survey of efficiency-estimation methods for in-service induction motors , 2006, IEEE Transactions on Industry Applications.

[10]  Stephen J. Chapman,et al.  Electric Machinery Fundamentals , 1991 .

[11]  P. Pillay,et al.  Comparison of Two Methods for Full-Load In Situ Induction Motor Efficiency Estimation From Field Testing in the Presence of Over/Undervoltages and Unbalanced Supplies , 2012, IEEE Transactions on Industry Applications.

[12]  Jawad Faiz,et al.  Estimation of induction machine inductances using three-dimensional magnetic equivalent circuit , 2015 .