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Statistical methods and metrological validation of measurement system software

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Measurement Techniques Aims and scope

An approach to metrological validation of measuring system software based on the “benchmark data” method is analyzed, and results achieved with this approach for the case of a problem of determining the flow rate of natural gas are discussed.

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References

  1. S. F. Levin, Izmer. Tekh., No. 12, 16 (1991); Measur. Tech., 34, No. 12, 1221 (1991).

  2. S. F. Levin, Kontr.-Izmer. Pribory Sistemy, No. 3, 21 (2000).

  3. GOST 28195-89, Estimation of the Quality of Computer Programs: General Assumptions [in Russian].

  4. GOST 28806-90, The Quality of Computer Programs: Terms and Definitions [in Russian].

  5. GOST R ISO/MEK 9126-93, Information Technology: Evaluation of Software Products: Quality Characteristics and Manuals for the Application of Computer Programs [in Russian].

  6. GOST R ISO/MEK 12119-2000, Information Technology: Program Packages: Quality and Testing Requirements [in Russian].

  7. MI 2174-91, State System for Assurance of the Uniformity of Measurements, Validation of Algorithms and Programs for Data Processing in Measurements: Basic Assumptions [in Russian].

  8. R 50.2.004-2000. State System for Assurance of the Uniformity of Measurements, Determination of the Characteristics of Mathematical Models of Relationships between Physical Quantities in the Solution of Measurement Problems: Basic Assumptions [in Russian].

  9. O. N. Velichko, Izmer. Tekh., No. 4, 12 (2007); Measur. Tech., 50, No. 4, 364 (2007).

  10. MI 2891-2004, State System for Assurance of the Uniformity of Measurements, General Requirements for Computer Programs Used in Measurement Instruments [in Russian].

  11. MI 2955-2005, State System for Assurance of the Uniformity of Measurements, Standard Technique for Validation of Computer Programs for Measurement Instruments and an Order of Implementation [in Russian].

  12. B. A. Fomin, A Study of the Influence of Molecular Absorption on Radiative Heat Exchange of the Atmosphere and “Model” Calculations of Atmospheric Pressure [in Russian], Extended Abstract of Dissertation for the Degree of Dr. Sci. (Mathematical Physics), Kurchatov Institute, Moscow (1997).

    Google Scholar 

  13. T. N. Siraya, Development of a Methodology for Data Processing in Measurements on the Basis of a Conception of Program Validation [in Russian], Extended Abstract of Dissertation for the Degree of Dr. Sci. (Engineering Sciences), All-Russia Research Institute of Metrology, St. Petersburg (1997).

    Google Scholar 

  14. MI 2517-99, State System for Assurance of the Uniformity of Measurements, Metrological Validation of Computer Programs of Instruments Used in the Measurement of the Parameters of Physical Objects and Fields Using Computer Programs to Generate Digital Test Signals [in Russian].

  15. MI 2518-99, State System for Assurance of the Uniformity of Measurements, Metrological Validation of Algorithms and Programs of Digital Test Signals [in Russian].

  16. Yu. V. Tarbeev, I. B. Chelpanov, and T. N. Siraya, Metrologiya, No. 2, 3 (1985).

  17. P. Huber, Robustness in Statistics [Russian translation], Mir, Moscow (1984).

    Google Scholar 

  18. J. N. Holton, Numerical Math., 4, No. 3, 329 (1960).

    Google Scholar 

  19. I. M. Sobol, Dokl. Akad. Nauk SSSR, 139, No. 4, 821 (1961).

    MathSciNet  Google Scholar 

  20. S. F. Levin, Compound Method of Statistical Modeling [in Russian], Preprint, Scientific Council on Cybernetics, USSR Academy of Science, Moscow (1978).

    Google Scholar 

  21. M. Cox and P. Harris, Izmer. Tekh., No. 4, 17 (2005); Measur. Tech., 48, No. 4, 336 (2005).

  22. Mathematical Theory of Measurement Problems [in Russian], Kontr.-Izmer. Pribory Sistemy (1999–2008).

  23. S. F. Levin, Izmer. Tekh., No. 3, 5 (2004); Measur. Tech., 47, No. 3, 216 (2004).

  24. N. P. Buslenko et al., The Method of Statistical Testing [in Russian], Fizmatgiz, Moscow (1962).

    Google Scholar 

  25. R 50.1.033-2001, Applied Statistics. Rules for Testing the Agreement of a Trial Distribution with a Theoretical Distribution. Part I. Chi-Square-Type Criteria [in Russian].

  26. R 50.1.037-2001, Applied Statistics. Rules for Testing the Agreement of a Trial Distribution with a Theoretical Distribution. Part II. Nonparametric Criteria [in Russian].

  27. MI 2916-2005, State System for Assurance of the Uniformity of Measurements, Identification of Probability Distributions in the Solution of Measurement Problems [in Russian].

  28. S. F. Levin and E. V. Markova, Izmer. Tekh., No. 6, 9 (1995); Measur. Tech., 38, No. 6, 606 (1995).

  29. A. P. Blinov and D. A. Veretenin, Izmer. Tekh., No. 12, 20 (1991); Measur. Tech., 34, No. 12, 1229 (1991).

  30. A. N. Lisenkov, Statistical Optimization and Modeling in Problems of Bioengineering and Medicine [in Russian], Dissertation in the form of a Scientific Report for the Degree of Dr. Sci. (Engineering Sciences), Computing Center of Russian Academy of Sciences, Moscow (2000).

    Google Scholar 

  31. S. F. Levin, E. V. Markova, and V. A. Posobilo, Kontr.-Izmer. Pribory Sistemy, No. 4, 13 (1997).

  32. S. F. Levin, Izmer. Tekh., No. 8, 14 (2005); Measur. Tech., 48, No. 8, 754 (2005).

  33. S. S. Gogin, Izmer. Tekh., No. 7, 20 (2006); Measur. Tech., 49, No. 7, 657 (2006).

  34. S. F. Levin, Izmer. Tekh., No. 7, 8 (2006); Measur. Tech., 49, No. 7, 639 (2006).

  35. S. F. Levin and S. S. Levin, Izmer. Tekh., No. 1, 10 (2008); Measur. Tech., 51, No. 1, 11 (2008).

  36. S. F. Levin, Izmer. Tekh., No. 9, 15 (2007); Measur. Tech., 50, No. 9, 921 (2007).

  37. GOST 8.586-2005, State System for Assurance of the Uniformity of Measurements, Measurement of Throughput and Quantity of Liquids and Gases by Means of Standard Contractions, Part 5 [in Russian].

  38. P. P. Kremlevskii, Flow Meters and Meters Used in Measurement of the Quantity of Matter. Reference Handbook, Book 1 [in Russian], Politekhnika, St. Petersburg (2002).

    Google Scholar 

  39. E. P. Piston and L. V. Lesovoy, Standardization of Variable Pressure Drop Flowmeters [in Ukrainian], Institute of Energy Auditing and Energy Transport Accounting (2006).

  40. MI 3018-2006, State System for Assurance of the Uniformity of Measurements, Determination of the Metrological Characteristics of Measurement Complexes Based on Contractions by Means of Modern Methods of Computational Hydrodynamics [in Russian].

  41. Certificate No. 39-1/0466, Protocol (June 4, 2007) of Validation of the Raskhod-RU CAD Computer Program (version 1.0), All-Russia Research Institute of Metrological Services, Moscow.

  42. Results of a Comparison of the Software Complexes Floumetrika (FGUP VNIIMS), Raskhodomer-OMTs (OMTs Gazmetrologiya), and Raskhodomer-ISO (FGUP VNIIR) [in Russian], Kazan (2007).

  43. S. F. Levin, Kontr.-Izmer. Pribory Sistemy, No. 3, 24 (2008).

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Correspondence to S. F. Levin.

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Translated from Izmeritel'naya Tekhnika, No. 11, pp. 14–19, November, 2008.

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Levin, S.F. Statistical methods and metrological validation of measurement system software. Meas Tech 51, 1162–1170 (2008). https://doi.org/10.1007/s11018-009-9181-y

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