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Application of Factor Analysis in the Determination of Carburetor Icing Tendency in Aviation Gasoline, RON 97, RON 98, RON 100, and the Blends in Lycoming O-320 Engine
Technical Paper
2020-01-6000
ISSN: 0148-7191, e-ISSN: 2688-3627
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Automotive Technical Papers
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English
Abstract
Carburetor icing (CI) was the most commonly cited factors in general aviation accident category with 1,019 (34%) accidents. The objective of the study is to measure the CI tendency of selected fuels by the application of factor analysis (FA). All the test fuels were characterized based on chemical and physical properties of the fuels. Gas chromatographic (GC) analysis of the tested fuels were categorized based on hydrocarbon types and basic fuel properties. The study considered sixteen variables for CI assessment, using the selected and calculated fuel properties. Twenty-three aviation fuels from literatures were collected and, using FA, model equations explaining the CI tendency of the aviation fuels were derived, and their respective factor scores were calculated. The model was applied to the 14 fuels in this study, and their respective factor scores were calculated. All the fuels were ranked using the factor score from the best to worst. Brake-specific fuel consumption (BSFC) of the fuels was derived experimentally. FA results showed that FA explain 94.246% of the variance for CI. Best CI tendency was shown by RON 97 and RON 98 with comprehensive factor scores of 1.478341 and 1.194748, respectively, and the best experimental CI tendency was exhibited by RON 97 and RON 98 too. The findings showed that motor gasolines (MOGAS) RON 97 and RON 98 were able to outperform the commercial aviation gasoline (AVGAS) 100LL in terms of CI characteristics.
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Topic
Citation
Thanikasalam, K., Rahmat, M., Zulkifli, A., Mohammad Fahmi, A. et al., "Application of Factor Analysis in the Determination of Carburetor Icing Tendency in Aviation Gasoline, RON 97, RON 98, RON 100, and the Blends in Lycoming O-320 Engine," SAE Technical Paper 2020-01-6000, 2020, https://doi.org/10.4271/2020-01-6000.Data Sets - Support Documents
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References
- Kalita , P. Alternative Fuel for I . C . Engine : Review the Effect from Ethanol in Carburetor International Journal of Computer Engineering in Research Trends 3 7 371 376 2016 https://doi.org/05.2016-75251336/IJCERT.2016.3701
- Wright , N.A. , Kenyon , S. , Magner , R. , Veillette , P. et al. Pilot’s Handbook of Aeronautical Knowledge 2016 https://doi.org/10.1016/S0740-8315(86)80070-5
- CASA
- Air Accident Investigation Unit Ireland Air Accident Investigation Ireland 2017 9781852606145
- Thom , J.M. , Kozak , B. , and Yother , T. 2015
- Patterson , D. , Morrison , K. , Remondino , M. , and Slopsema , T. 1980
- Cavage , W. , Newcomb , J. , and Biehl , K. 1982
- Morrison , K.M. , Sung , N.W. , and Patterson , D.J. 1984
- Nazarov , V. Zaslavskii , A. Emel’yanov , V. , and Gonopol’ska , A. 1986 https://doi.org/UDC 621.434.004.1.323
- Byrnes , H.S. , Cavage , W.C. , and Ferrara , A.M. 1987
- Civil Aviation Authority of Malaysia 1987
- Hashim , Z. , Raib , J. , and Hashim , J. Biological Monitoring of Environmental Lead on School Children Subsequent to the Use of Unleaded Gasoline (1998) in Malaysia Malaysian Journal of Medicine and Health Sciences 1 2 87 95 2005
- Shell Malaysia 2017
- Petron Malaysia 2015
- Shell Malaysia 2017
- United Nations Environment Programme (UNEP) 2019 https://doi.org/10.13140/2.1.4203.8569
- Lycoming 2006
- Emel’yanov , V. , Grebenshchikov , V.P. , Golosova , V.. , and Baranova , G.N. 1982
- Abdullah , N.R. , Shahruddin , N.S. , Mamat , R. , Mamat , A.M.I. , and Zulkifli , A. Effects of Air Intake Pressure on the Engine Performance, Fuel Economy and Exhaust Emissions of a Small Gasoline Engine Journal of Mechanical Engineering and Sciences (JMES) 6 949 958 2014 https://doi.org/10.15282/jmes.6.2014.21.0091
- Sayin , C. and Canakci , M. Effects of Injection Timing on the Engine Performance and Exhaust Emissions of a Dual-Fuel Diesel Engine Energy Conversion and Management 50 1 203 213 2009 https://doi.org/10.1016/j.enconman.2008.06.007
- ASTM International 2016 https://doi.org/10.1520/D7826-16
- How , H.G. , Teoh , Y.H. , Yu , K.H. , Chuah , H.G. , and Lim , K.W.S. Impact of Gasoline RON on Engine Vibration , Knock and Sound Level in a Single-Cylinder SI Engine Akademia Baru 1 1 73 81 2018
- Fahmi , A. , Riduan , M. , Tamaldin , N. , Kamal , A. , and Yamin , M. Engine Performance Testing Using Variable RON95 Fuel Brands Available in Malaysia MATEC Web of Conferences 1 9 2017
- ASTM 2017 https://doi.org/10.1520/D0910-17.2
- ASTM 2015 https://doi.org/10.1520/D7547-11.2
- ASTM International 2017 https://doi.org/10.1520/D6227-17
- Atwood , D. and Rodgers , M. Anti-Knock and Power Performance Evaluation of Swift Fuels 100SF Fuel Blended With Commercial 100 Low-Lead Aviation Gasoline in a Full-Scale Engine 2015
- Atwood , D. and Rodgers , M. 2014
- Hjelmco 1997 Stockholm, Sweden
- Atwood , D. 2010
- Atwood , D. 2009
- Atwood , D. , Rodgers , M. , and Huang , C. 2015
- Wilkinson , R. 2010
- Minka , T.P. Cambridge MA 2000
- Steiner , J. 2006
- Wuensch , K.L. 2012
- Gibbs , L. , Anderson , B. , Barnes , K. , Engeler , G. , Freel , J. , Horn , J. , Ingham , M. , Kohler , D. , Lesnini , D. , MacArthur , R. , Mortier , M. , Peyla , D. , Taniguchi , B. , Tiedemann , A. , Welstand , S. , Bernhardt , D. , Collini , K. , Farr , A. , Jones , J. , Lind , J. , Tom , C. , and Benson , J. 1996 Chevron Products Company San Ramon, CA
- Kumar , S. and Dinesha , P. Optimization of Engine Parameters in a Bio Diesel Engine Run with Honge Methyl Ester Using Response Surface Methodology Measurement: Journal of the International Measurement Confederation 125 December 2016 224 231 2018 https://doi.org/10.1016/j.measurement.2018.04.091
- Gertler , A. and Hoekman , S.K. 2007
- Bai , A. , Hira , S. , and Deshpande , P.S. An Application of Factor Analysis in the Evaluation of Country Economic Rank Procedia Computer Science 54 311 317 2015 https://doi.org/10.1016/j.procs.2015.06.036
- Sanguansat , P. Principal Component Analysis - Engineering Applications Crotia InTech 2012 9789535101826
- Xing , Y. Analysis of the Relationship Between Economic Development and Environmental Pollution of Chemical Industry Based on Principal Component Analysis Chemical Engineering Transactions 62 505 510 2017 https://doi.org/10.3303/CET1762085
- Beaumont , R. An introduction to Principal Component Analysis & Factor Analysis Using SPSS 19 Journal of Geophysical Research April 24 2012
- Jollife , I.T. and Cadima , J. Principal Component Analysis: A Review and Recent Developments Philosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences 2016 doi:10.1098/rsta.2015.0202
- Nadimi , R. and Shakouri , G.H. Factor Analysis ( FA ) as Ranking and an Efficient Data Reducing Approach for Decision Making Units : SAFA Rolling & Pipe Mills Company Case Study Applied Mathematical Sciences 5 79 3917 3927 2011
- Beaumont , R. 2012
- Daghi , M. , Sedghi , M. , Ahmadian , A. , and Aliakbar-Golkar , M. Factor Analysis Based Optimal Storage Planning in Active Distribution Network Considering Different Battery Technologies Applied Energy 183 456 469 2016 https://doi.org/10.1016/j.apenergy.2016.08.190
- Gimenez , Y. and Giussani , G. Searching for the Core Variables in Principal Components Analysis Journal of Probability and Statistics 26 2017
- Bai , H. , Tan , K. , Huang , K. , and Guo , Q. Low-carbon Development of Urban Logistics Based on Principal Component Analysis - A Case Study of Lanzhou City International Journal of Business Administration 8 1 73 79 2017 https://doi.org/10.5430/ijba.v8n1p73
- Yu , M. Measure the Energy Market Integration in East Asia: A Principal Component Analysis Approach Kimura , F. and X. Shi , Deepen Understanding and Move Forward: Energy Market Integration in East Asia 63 95
- Kellow , J. Using Principal Components Analysis in Program Evaluation: Some Practical Considerations Journal of MultiDisciplinary Evaluation 5 89 107 2007
- Bollen , J. , Van de Sompel , H. , Hagberg , A. , and Chute , R. A Principal Component Analysis of 39 Scientific Impact Measures PLoS ONE 4 6 2009 https://doi.org/10.1371/journal.pone.0006022
- Singh , S. , Prakash , A. , Chakraborty , N.R. , Wheeler , C. et al. Trait Selection by Path and Principal Component Analysis in Jatropha Curcas for Enhanced Oil Yield Industrial Crops & Products 86 173 179 2016 https://doi.org/10.1016/j.indcrop.2016.03.047
- Lee , L.C. , Liong , C.-Y. , Khairul , O. , and Jemain , A.A. Effects of Baseline Correction Algorithms on Forensic Classification of Paper Based on ATR-FTIR Spectrum and Principal Component Science and Technology 25 3 767 774 2017
- Cornich , R. Principle Component Analysis Statistics : Principal of Component Analysis 3 2007
- Esch , T. , Funke , H. , and Roosen , P. Germany 2010
- HyXoOy 2018
- Exova 2018
- Fultz , A.J. and Ashley , W.S. Fatal weather-related general aviation accidents in the United States Physical Geography 37 5 291 312 2016 https://doi.org/10.1080/02723646.2016.1211854
- Mies , J. , Audard , C. , Cockburn , D. , and Fridrich , J. 2017
- Jeihouni , Y. , Pischinger , S. , Ruhkamp , L., and Koerfer , T. Relationship between Fuel Properties and Sensitivity Analysis of Non-Aromatic and Aromatic Fuels Used in a Single Cylinder Heavy Duty Diesel Engine SAE Technical Paper 2011-01-0333 2011 https://doi.org/10.4271/2011-01-0333
- Deng , X. , Chen , Z. , Wang , X. , Zhen , H. , and Xie , R. Exhaust Noise, Performance and Emission Characteristics of Spark Ignition Engine Fuelled with Pure Gasoline and Hydrous Ethanol Gasoline Blends Case Studies in Thermal Engineering 12 October 2017 55 63 2018 https://doi.org/10.1016/j.csite.2018.02.004