Robust design optimization of high-performance axisymmetric scramjets based on surrogate-assisted evolutionary algorithms

A. Saha, T. Ray, Hideaki Ogawa, R. Boyce

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Abstract

Hypersonic airbreathing engines offer great potential for reliable and economical access-tospace and high-speed atmospheric cruise for both civilian and strategic applications. Scramjet (supersonic combustion ramjet) propulsion, in particular, is a promising technology to materialize efficient and flexible transport systems by removing the need to carry oxidizers and other limitations of rocket engines. In the actual development procedure of aerospace applications, the design for fabrication is carefully determined in consideration of various requirements and criteria, based on the optimal results obtained in numerical analysis and experiments. This stage typically involves a significant amount of engineering activities and human-related factors, which may well give rise to unexpected errors, uncertainty, and accuracy loss in the design values. Discrepancies in the design between the numerical/analytical solutions and the actual product can also arise during operation, originating from various factors such as structural deformation due to aerodynamic loads and surface ablation due to aerothermal heating in hypersonic flight. It is desirable that such discrepancies do not drastically affect the performance of the design. In this work, we present our findings of Multi-objective robust design optimization of the nozzle and external contour of an axisymmetric scramjet. We analyze the effect that uncertainties in the design variables can have on the final solutions and try to understand the behavior from the physical point of view.

Original languageEnglish
Title of host publication28th Congress of the International Council of the Aeronautical Sciences 2012, ICAS 2012
Pages2534-2544
Number of pages11
Publication statusPublished - Dec 1 2012
Externally publishedYes
Event28th Congress of the International Council of the Aeronautical Sciences 2012, ICAS 2012 - Brisbane, Australia
Duration: Sep 23 2012Sep 28 2012

Publication series

Name28th Congress of the International Council of the Aeronautical Sciences 2012, ICAS 2012
Volume3

Other

Other28th Congress of the International Council of the Aeronautical Sciences 2012, ICAS 2012
CountryAustralia
CityBrisbane
Period9/23/129/28/12

Fingerprint

Evolutionary algorithms
Hypersonic aerodynamics
Aerodynamic loads
Aerospace applications
Rocket engines
Ablation
Propulsion
Numerical analysis
Nozzles
Design optimization
Engines
Heating
Fabrication
Experiments
Uncertainty

All Science Journal Classification (ASJC) codes

  • Aerospace Engineering
  • Control and Systems Engineering
  • Electrical and Electronic Engineering
  • Materials Science(all)

Cite this

Saha, A., Ray, T., Ogawa, H., & Boyce, R. (2012). Robust design optimization of high-performance axisymmetric scramjets based on surrogate-assisted evolutionary algorithms. In 28th Congress of the International Council of the Aeronautical Sciences 2012, ICAS 2012 (pp. 2534-2544). (28th Congress of the International Council of the Aeronautical Sciences 2012, ICAS 2012; Vol. 3).

Robust design optimization of high-performance axisymmetric scramjets based on surrogate-assisted evolutionary algorithms. / Saha, A.; Ray, T.; Ogawa, Hideaki; Boyce, R.

28th Congress of the International Council of the Aeronautical Sciences 2012, ICAS 2012. 2012. p. 2534-2544 (28th Congress of the International Council of the Aeronautical Sciences 2012, ICAS 2012; Vol. 3).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Saha, A, Ray, T, Ogawa, H & Boyce, R 2012, Robust design optimization of high-performance axisymmetric scramjets based on surrogate-assisted evolutionary algorithms. in 28th Congress of the International Council of the Aeronautical Sciences 2012, ICAS 2012. 28th Congress of the International Council of the Aeronautical Sciences 2012, ICAS 2012, vol. 3, pp. 2534-2544, 28th Congress of the International Council of the Aeronautical Sciences 2012, ICAS 2012, Brisbane, Australia, 9/23/12.
Saha A, Ray T, Ogawa H, Boyce R. Robust design optimization of high-performance axisymmetric scramjets based on surrogate-assisted evolutionary algorithms. In 28th Congress of the International Council of the Aeronautical Sciences 2012, ICAS 2012. 2012. p. 2534-2544. (28th Congress of the International Council of the Aeronautical Sciences 2012, ICAS 2012).
Saha, A. ; Ray, T. ; Ogawa, Hideaki ; Boyce, R. / Robust design optimization of high-performance axisymmetric scramjets based on surrogate-assisted evolutionary algorithms. 28th Congress of the International Council of the Aeronautical Sciences 2012, ICAS 2012. 2012. pp. 2534-2544 (28th Congress of the International Council of the Aeronautical Sciences 2012, ICAS 2012).
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