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Developing Prediction Equations for Fuels and Lubricants
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Abstract
Many challenging statistical problems arise in the research and development of fuels and lubricants. These occur as a result of both economic and environmental constraints since fuels and lubricants are very costly to engine test and must be blended in such a way as to achieve maximum energy efficiency. Engineers are continually faced with devising statistical experiments and analyzing the resultant data to determine how fuel economy or engine performance is affected by changes in fuels and lubricants. Examples of such efforts include predicting how alternative fuels improve mileage, determining the effect of fuel additives on engine performance, and determining the fuel efficiency encountered when using multi-viscosity oils. In this paper some of the statistical techniques that are useful in designing such experiments and in developing useful prediction equations are presented. Specific emphasis is placed on the benefits of productive collaboration between fuels and lubricants engineers and professional statisticians.
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Mason, R., "Developing Prediction Equations for Fuels and Lubricants," SAE Technical Paper 811218, 1981, https://doi.org/10.4271/811218.Also In
References
- Wagner T.O. Gorman, J.W. “The Lattice Method for Design of Experiments With Fuels and Lubricants,” Proceedings of Department of Army Symposium on Application of Statistics and Computers to Fuel and Lubricant Research Problems, Southwest Research Institute San Antonio, TX 1962
- Cornell, J.A. “Experiments with Mixtures,” New York, NY John Wiley & Sons 1981
- Pfeiffer, C.G. “Statistical Successes and Challenges in Fuels and Lubricants,” Presented at the 141st Annual Meeting of the American Statistical Association Detroit, MI 1981
- Snee, R.D. “Developing Blending Models for Gasoline and Other Mixtures,” Technometrics 23 119 130 1981
- Snee, R.D. “Some Aspects of Nonorthogonal Data Analysis: Developing Prediction Equations,” Journal of Quality Technology 2 67 79 1973
- “Statistical Methods in Research and Production,” Third Davies, O.L. London, England Oliver Boyd 1957
- Box G.E.P. Behnken, D.W. “Some New Three-Level Designs for the Study of Quantitative Variables,” Technometrics 2 455 475 1960
- Scheffe, H. “Experiments with Mixtures,” Journal of the Royal Statistical Society Series B 20 344 360 1958
- Meeker, W.Q. Jr Hahn, G.J. Feder, P.I. “A Computer Program for Evaluating and Comparing Experimental Designs and Some Applications,” American Statistician 29 60 63 1975
- “Preliminary Users Guide to Computer Optimized Experimental Designs,” Columbus, OH CompuServe, Inc. 1978
- Mitchell, T.J. “An Algorithm for the Construction of ‘D-Optimal’” Experimental Designs,” Technometrics 16 203 210 1974
- John R.C. St. Draper, N.R. “D-Optimality for Regression Designs: A Review,” Technometrics 17 15 23 1975
- Cochran, W.G. “Sampling Techniques,” New York, NY John Wiley & Sons 1978
- Mason, R.L. Gunst, R.F. Webster, J.T. “Regression Analysis and Problems of Multicollinearity,” Communications in Statistics 4 277 292 1975
- Gunst R.F. Mason, R.L. “Regression Analysis and Its Application: A Data-Oriented Approach,” New York, NY Marcel Dekker, Inc. 1980
- Watts, D.G. “A Task-Analysis Approach to Designing a Regression Analysis Course,” American Statistician 35 77 84 1981
- Huber, P.J. “Robust Statistics,” New York, NY John Wiley & Sons 1981
- Belsley, D.A. Kuh, E. Welsch, R.E. “Regression Diagnostics: Identifying Influential Data and Sources of Collinearity,” New York, NY John Wiley & Sons 1980
- Bykowski B.B. Baines, T.M. “Characterization of Diesel Emissions as a Function of Fuel Variables,” Final Report, EPA Contract No. 68-03-2707 1981
- Marquardt, D.W. “Statistical Consulting in Industry,” American Statistician 33 102 107 1979
- Snee, R.D. Boardman, T.J. Hahn, G.J. Hill, W.J. Hocking, R.R. Hunter, W.G. Lawton, W.H. Ott, R.L. Strawderman, W.E. “Preparing Statisticians for Careers in Industry: Report of the ASA Section of Statistical Education Committee on Training of Statisticians for Industry,” American Statistician 34 65 75 1980
- Hunter, W.G. “The Practice of Statistics: The Real World is an Idea Whose Time Has Come,” American Statistician 35 72 76 1981