On the investigation of the aerodynamics performance and associated flow physics of the optimized tubercle airfoil

In the present study, the evolutionary multi-objective optimization is employed to design the optimum amplitude and wavelength of sinusoidal leading-edge tubercles for the NACA0012 (National Advisory Committee for Aeronautics) airfoil to improve its aerodynamic performance at Reynolds number of 5.0 ...

Full description

Saved in:
Bibliographic Details
Published inPhysics of fluids (1994) Vol. 36; no. 5
Main Authors Pinapatruni, Gangadhar V. R., Duddupudi, Mouli Bhaskar, Dash, Sunil Manohar, Routray, Aurobinda
Format Journal Article
LanguageEnglish
Published Melville American Institute of Physics 01.05.2024
Subjects
Online AccessGet full text

Cover

Loading…
Abstract In the present study, the evolutionary multi-objective optimization is employed to design the optimum amplitude and wavelength of sinusoidal leading-edge tubercles for the NACA0012 (National Advisory Committee for Aeronautics) airfoil to improve its aerodynamic performance at Reynolds number of 5.0 × 104 than that of the NACA0012 smooth leading-edge or baseline airfoil. Here, the optimum tubercle is found to have an amplitude of 11.71% and a wavelength of 25% of the baseline airfoil chord, respectively. Through a combination of in-house water tunnel experiments and numerical simulations, it is additionally established that the optimized tubercle airfoil exhibits superior lift and reduced drag characteristics compared to the baseline airfoil, particularly in the post-stall high angle of attack regime. Furthermore, it is noticed that the optimized tubercle design enhances the gap between large separation regions or stall cells along the tubercle airfoil span during the post-stall regime. Consequently, a more pronounced attached flow regime is developed between the consecutive stall cells, contributing to the tubercle airfoil's improved aerodynamic characteristics compared to the baseline airfoil. Our investigations also revealed that the formation and arrangement of the stall cells on the tubercle airfoil span are associated with a biased wake mechanism similar to the one observed in the wake of side-by-side arranged circular cylinders.
AbstractList In the present study, the evolutionary multi-objective optimization is employed to design the optimum amplitude and wavelength of sinusoidal leading-edge tubercles for the NACA0012 (National Advisory Committee for Aeronautics) airfoil to improve its aerodynamic performance at Reynolds number of 5.0 × 104 than that of the NACA0012 smooth leading-edge or baseline airfoil. Here, the optimum tubercle is found to have an amplitude of 11.71% and a wavelength of 25% of the baseline airfoil chord, respectively. Through a combination of in-house water tunnel experiments and numerical simulations, it is additionally established that the optimized tubercle airfoil exhibits superior lift and reduced drag characteristics compared to the baseline airfoil, particularly in the post-stall high angle of attack regime. Furthermore, it is noticed that the optimized tubercle design enhances the gap between large separation regions or stall cells along the tubercle airfoil span during the post-stall regime. Consequently, a more pronounced attached flow regime is developed between the consecutive stall cells, contributing to the tubercle airfoil's improved aerodynamic characteristics compared to the baseline airfoil. Our investigations also revealed that the formation and arrangement of the stall cells on the tubercle airfoil span are associated with a biased wake mechanism similar to the one observed in the wake of side-by-side arranged circular cylinders.
Author Dash, Sunil Manohar
Pinapatruni, Gangadhar V. R.
Duddupudi, Mouli Bhaskar
Routray, Aurobinda
Author_xml – sequence: 1
  givenname: Gangadhar V. R.
  surname: Pinapatruni
  fullname: Pinapatruni, Gangadhar V. R.
  organization: Department of Aerospace Engineering, Indian Institute of Technology Kharagpur
– sequence: 2
  givenname: Mouli Bhaskar
  surname: Duddupudi
  fullname: Duddupudi, Mouli Bhaskar
  organization: Department of Aerospace Engineering, Indian Institute of Technology Kharagpur
– sequence: 3
  givenname: Sunil Manohar
  surname: Dash
  fullname: Dash, Sunil Manohar
  organization: Department of Aerospace Engineering, Indian Institute of Technology Kharagpur
– sequence: 4
  givenname: Aurobinda
  surname: Routray
  fullname: Routray, Aurobinda
  organization: Department of Electrical Engineering, Indian Institute of Technology Kharagpur
BookMark eNp9kE1PAyEQhompiW314D8g8aTJVlgWWI6m8Stp0oueNywLlmYXVqCa-uultmcPk5nMPPNO5p2BifNOA3CN0QIjRu7pApWIUCzOwBSjWhScMTY51BwVjBF8AWYxbhFCRJRsCsLawbTR0LovHZP9kMl6B735a0odfLd3crAqwlEH48MgncoD10EZo1dWJt1B0_tvOG728cCddv2Y7GB_8jTtWh1Un7dsVrD9JTg3so_66pTn4P3p8W35UqzWz6_Lh1WhypqnomsxlpLU2hCjKdMc4ZZzXCJlNGlNW-U_uaCoJIibspZciipH3dFK8NYQMgc3R90x-M9d_q7Z-l1w-WRDEKW4pkJUmbo9Uir4GIM2zRjsIMO-wag5WNrQ5mRpZu-ObFQ2_Tn1D_wLhxN5CA
CODEN PHFLE6
Cites_doi 10.1063/1.1688341
10.1016/j.cja.2019.02.006
10.1080/19942060.2020.1856723
10.1016/j.oceaneng.2015.08.004
10.1016/j.compfluid.2011.06.010
10.1063/1.5023103
10.1006/jfls.1999.0205
10.2322/jjsass.55.439
10.3390/aerospace9010035
10.1177/0954410020946903
10.1017/jfm.2020.216
10.2514/1.J050631
10.2514/1.J053568
10.1016/j.euromechflu.2019.01.001
10.2514/1.C031856
10.1088/1748-3190/aae6fc
10.1063/1.4896748
10.1155/2015/493253
10.2514/1.28497
10.1177/0954410020919583
10.1016/j.ast.2018.07.043
10.1007/s00162-016-0393-x
10.1093/icb/icr016
10.2514/1.30303
10.2514/1.J058145
10.1002/fld.2651
10.2514/1.J053142
10.1017/jfm.2015.611
10.1177/1687814015592088
10.1299/jsme1958.18.528
10.1016/j.engappai.2006.06.017
10.3390/jmse11101882
10.5281/zenodo.1317268
10.1016/j.jfluidstructs.2017.08.008
10.1016/j.ast.2017.06.031
10.1007/BF00397155
10.1063/1.4991596
10.1016/j.crme.2011.11.004
10.1002/jmor.1052250105
10.1115/1.4037980
10.1016/j.ast.2020.105684
10.1063/5.0058923
10.1016/j.ijheatfluidflow.2004.10.006
10.1088/1742-6596/1037/2/022035
10.1115/1.4006914
10.2514/1.J052319
ContentType Journal Article
Copyright Author(s)
2024 Author(s). Published under an exclusive license by AIP Publishing.
Copyright_xml – notice: Author(s)
– notice: 2024 Author(s). Published under an exclusive license by AIP Publishing.
DBID AAYXX
CITATION
8FD
H8D
L7M
DOI 10.1063/5.0203519
DatabaseName CrossRef
Technology Research Database
Aerospace Database
Advanced Technologies Database with Aerospace
DatabaseTitle CrossRef
Technology Research Database
Aerospace Database
Advanced Technologies Database with Aerospace
DatabaseTitleList Technology Research Database
CrossRef

DeliveryMethod fulltext_linktorsrc
Discipline Applied Sciences
Physics
EISSN 1089-7666
ExternalDocumentID 10_1063_5_0203519
GrantInformation_xml – fundername: Science and Engineering Research Board
  grantid: DST/TDT/DDP-34/2021
  funderid: 10.13039/501100001843
– fundername: Science and Engineering Research Board
  grantid: CRG/2022/004890-G
  funderid: 10.13039/501100001843
GroupedDBID -~X
0ZJ
1UP
2-P
29O
2WC
4.4
5VS
6TJ
AAAAW
AABDS
AAEUA
AAPUP
AAYIH
ABJNI
ACBRY
ACGFS
ACLYJ
ACNCT
ACZLF
ADCTM
AEJMO
AENEX
AFATG
AFFNX
AFHCQ
AGKCL
AGLKD
AGMXG
AGTJO
AHSDT
AIDUJ
AJJCW
AJQPL
ALEPV
ALMA_UNASSIGNED_HOLDINGS
ATXIE
AWQPM
BPZLN
CS3
DU5
EBS
EJD
ESX
F5P
FDOHQ
FFFMQ
HAM
H~9
M6X
M71
M73
NEUPN
NPSNA
O-B
P2P
RDFOP
RIP
RNS
ROL
RQS
SC5
TN5
UCJ
UQL
WH7
XJT
~02
AAYXX
BDMKI
CITATION
8FD
H8D
L7M
ID FETCH-LOGICAL-c287t-db11aa38ef3fe56e701b77120cfe3bfb420379502307f28a7a947a98d5497bf33
ISSN 1070-6631
IngestDate Thu Oct 10 19:08:01 EDT 2024
Thu Nov 21 22:20:25 EST 2024
Fri Jun 21 00:17:04 EDT 2024
IsDoiOpenAccess false
IsOpenAccess true
IsPeerReviewed true
IsScholarly true
Issue 5
Language English
License Published under an exclusive license by AIP Publishing.
LinkModel OpenURL
MergedId FETCHMERGED-LOGICAL-c287t-db11aa38ef3fe56e701b77120cfe3bfb420379502307f28a7a947a98d5497bf33
ORCID 0000-0002-8669-0860
0009-0009-7251-4717
0000-0002-5365-9912
OpenAccessLink https://doi.org/10.1063/5.0203519
PQID 3055185994
PQPubID 2050667
PageCount 22
ParticipantIDs crossref_primary_10_1063_5_0203519
scitation_primary_10_1063_5_0203519
proquest_journals_3055185994
PublicationCentury 2000
PublicationDate 20240500
2024-05-01
20240501
PublicationDateYYYYMMDD 2024-05-01
PublicationDate_xml – month: 05
  year: 2024
  text: 20240500
PublicationDecade 2020
PublicationPlace Melville
PublicationPlace_xml – name: Melville
PublicationTitle Physics of fluids (1994)
PublicationYear 2024
Publisher American Institute of Physics
Publisher_xml – name: American Institute of Physics
References Cai, Zuo, Maeda, Kamada, Li, Shimamoto, Liu (c16) 2017
Lu, Li, Chang, Chuang, Xing (c21) 2021
Mehraban, Djavareshkian, Sayegh, Feshalami, Azargoon, Zaree, Hassanalian (c17) 2021
Cai, Zuo, Liu, Maeda (c20) 2018
Counsil, Boulama (c58) 2012
Hansen, Rostamzadeh, Kelso, Dally (c26) 2015
Miklosovic, Murray, Howle (c5) 2007
Kim, Kim, Choi (c13) 2018
Skillen, Revell, Pinelli, Piomelli, Favier (c25) 2015
Post, Decker, Sapell, Hart (c14) 2018
Ni, Su, Dhanak (c38) 2018
Wei, New, Cui (c30) 2015
He, Wang, Li, Liu, Song (c45) 2023
Zhao, Zhang, Xu (c31) 2018
Edel, Winn (c1) 1978
Fish, Weber, Murray, Howle (c36) 2011
Yoon, Hung, Jung, Kim (c18) 2011
Ni, Dhanak, Su (c41) 2019
Fish, Battle (c2) 1995
Rostamzadeh, Kelso, Dally (c42) 2016
Hrynuk, Bohl (c46) 2020
Sumner, Wong, Price, Païdoussis (c61) 1999
Taheri (c37) 2017
Papadopoulos, Katsiadramis, Yakinthos (c60) 2021
Hansen, Kelso, Dally (c6) 2011
Ishigai, Nishikawa (c63) 1975
Asli, Gholamali, Tousi (c44)
Sinha, Lua, Dash (c57) 2021
Singh, Gupta, Gupta (c49) 2007
Cai, Zuo, Liu, Wu (c34) 2015
Zhang, Wang, Xu (c33) 2013
Custodio, Henoch, Johari (c9) 2015
Dash, Lua, Lim, Yeo (c39) 2018
Ohtake, Nakae, Motohashi (c53) 2007
Bakar, Li, Liu, Xu, Alessandrini, Wen (c54) 2022
Favier, Pinelli, Piomelli (c23) 2011
Wei, Toh, Ibrahim, Zhang (c22) 2019
Rostamzadeh, Hansen, Kelso, Dally (c19) 2014
Johari, Henoch, Custodio, Levshin (c35) 2007
Sudhakar, Karthikeyan, Venkatakrishnan (c43) 2017
Wang, Zhou (c62) 2005
Miklosovic, Murray, Howle, Fish (c4) 2004
Counsil, Boulama (c59) 2013
Kinsey, Dumas (c40) 2012
Ganesh, Arunvinthan, Pillai (c32) 2019
Zhao, Zhao, Liu (c29) 2020
(2024051515185557600_c51) 1989
(2024051515185557600_c34) 2015; 7
2024051515185557600_c8
(2024051515185557600_c32) 2019; 32
(2024051515185557600_c5) 2007; 44
(2024051515185557600_c14) 2018; 81
(2024051515185557600_c43) 2017; 69
(2024051515185557600_c55) 2008
(2024051515185557600_c57) 2021; 33
(2024051515185557600_c21) 2021; 15
2024051515185557600_c11
(2024051515185557600_c35) 2007; 45
(2024051515185557600_c41) 2019; 57
(2024051515185557600_c50) 2023
MathWorks, Inc. (2024051515185557600_c52) 2023
2024051515185557600_c10
(2024051515185557600_c47) 1989
(2024051515185557600_c6) 2011; 49
(2024051515185557600_c25) 2015; 53
(2024051515185557600_c16) 2017; 29
(2024051515185557600_c36) 2011; 51
(2024051515185557600_c56) 2022
(2024051515185557600_c26) 2015; 788
(2024051515185557600_c40) 2012; 134
(2024051515185557600_c17) 2021; 235
(2024051515185557600_c13) 2018; 13
(2024051515185557600_c44); 2015
(2024051515185557600_c54) 2022; 9
(2024051515185557600_c23) 2011; 340
(2024051515185557600_c38) 2018; 8
(2024051515185557600_c31) 2018; 1037
(2024051515185557600_c28) 2019
(2024051515185557600_c48) 2016
(2024051515185557600_c45) 2023; 11
(2024051515185557600_c46) 2020; 893
(2024051515185557600_c2) 1995; 225
(2024051515185557600_c3) 2014
(2024051515185557600_c58) 2012; 69
(2024051515185557600_c7) 2012
(2024051515185557600_c22) 2019; 75
(2024051515185557600_c42) 2016; 31
(2024051515185557600_c37) 2017; 12
(2024051515185557600_c20) 2018; 140
(2024051515185557600_c24) 2012
(2024051515185557600_c18) 2011; 49
(2024051515185557600_c27) 2018
(2024051515185557600_c9) 2015; 53
(2024051515185557600_c1) 1978; 48
(2024051515185557600_c12) 2016
(2024051515185557600_c53) 2007; 55
(2024051515185557600_c30) 2015; 108
(2024051515185557600_c15) 2019
(2024051515185557600_c39) 2018; 76
(2024051515185557600_c60) 2021; 235
(2024051515185557600_c63) 1975; 18
(2024051515185557600_c61) 1999; 13
(2024051515185557600_c19) 2014; 26
(2024051515185557600_c62) 2005; 26
(2024051515185557600_c29) 2020; 98
(2024051515185557600_c49) 2007; 20
(2024051515185557600_c59) 2013; 50
(2024051515185557600_c4) 2004; 16
(2024051515185557600_c33) 2013; 51
References_xml – start-page: 107101
  year: 2014
  ident: c19
  article-title: The formation mechanism and impact of streamwise vortices on NACA 0021 airfoil's performance with undulating leading edge modification
  publication-title: Phys. Fluids
  contributor:
    fullname: Dally
– start-page: 439
  year: 2021
  ident: c17
  article-title: Effects of smart flap on aerodynamic performance of sinusoidal leading-edge wings at low Reynolds numbers
  publication-title: Proc. Inst. Mech. Eng., Part G
  contributor:
    fullname: Hassanalian
– start-page: 21108
  year: 2018
  ident: c20
  article-title: Effect of a single leading-edge protuberance on NACA 63 -021 airfoil performance
  publication-title: J. Fluids Eng.
  contributor:
    fullname: Maeda
– start-page: 1960
  year: 2013
  ident: c33
  article-title: Aerodynamic control of low-Reynolds-number airfoil with leading edge protuberances
  publication-title: AIAA J.
  contributor:
    fullname: Xu
– start-page: 528
  year: 1975
  ident: c63
  article-title: Experimental study of structure of gas flow in tube banks with tube axes normal to flow part II; On the structure of gas flow in single-column, single-row, and double-rows tube banks
  publication-title: Bull. JSME
  contributor:
    fullname: Nishikawa
– start-page: 276
  year: 2011
  ident: c18
  article-title: Effect of the wavy leading edge on hydrodynamic characteristics for flow around low aspect ratio wing
  publication-title: Comput. Fluids
  contributor:
    fullname: Kim
– start-page: 292
  year: 2021
  ident: c21
  article-title: An aerodynamic optimization design study on the bio-inspired airfoil with leading-edge tubercles
  publication-title: Eng. Appl. Comput. Fluid Mech.
  contributor:
    fullname: Xing
– start-page: 336
  year: 2015
  ident: c30
  article-title: An experimental study on flow separation control of hydrofoils with leading-edge tubercles at low Reynolds number
  publication-title: Ocean Eng.
  contributor:
    fullname: Cui
– start-page: 1404
  year: 2007
  ident: c5
  article-title: Experimental evaluation of sinusoidal leading edges
  publication-title: J. Aircr.
  contributor:
    fullname: Howle
– start-page: 730
  year: 2015
  ident: c26
  article-title: Evolution of the streamwise vortices generated between leading edge tubercles
  publication-title: J. Fluid Mech.
  contributor:
    fullname: Dally
– start-page: 1
  year: 2016
  ident: c42
  article-title: A numerical investigation into the effects of Reynolds number on the flow mechanism induced by a tubercled leading edge
  publication-title: Theor. Comput. Fluid Dyn.
  contributor:
    fullname: Dally
– start-page: 185
  year: 2011
  ident: c6
  article-title: Performance variations of leading-edge tubercles for distinct airfoil profiles
  publication-title: AIAA J.
  contributor:
    fullname: Dally
– start-page: 493253
  ident: c44
  article-title: Numerical analysis of wind turbine airfoil aerodynamic performance with leading edge bump
  publication-title: Math. Probl. Eng.
  contributor:
    fullname: Tousi
– start-page: 1411
  year: 2012
  ident: c58
  article-title: Validating the URANS shear stress transport γ− model for low-Reynolds-number external aerodynamics
  publication-title: Int. J. Numer. Methods Fluids
  contributor:
    fullname: Boulama
– start-page: 95
  year: 2021
  ident: c60
  article-title: Influence of tubercles' spanwise distribution on swept wings for unmanned aerial vehicles
  publication-title: Proc. Inst. Mech. Eng., Part G
  contributor:
    fullname: Yakinthos
– start-page: 2634
  year: 2007
  ident: c35
  article-title: Effects of leading-edge protuberances on airfoil performance
  publication-title: AIAA. J.
  contributor:
    fullname: Levshin
– start-page: 439
  year: 2007
  ident: c53
  article-title: Nonlinearity of the aerodynamic characteristics of NACA0012 aerofoil at low Reynolds numbers
  publication-title: J. Jpn. Soc. Aeronaut. Space Sci.
  contributor:
    fullname: Motohashi
– start-page: 315
  year: 2017
  ident: c37
  article-title: A meta-model for tubercle design of wing planforms inspired by humpback whale flippers
  publication-title: Int. J. Aerosp. Mech. Eng.
  contributor:
    fullname: Taheri
– start-page: 35
  year: 2022
  ident: c54
  article-title: Multi-objective optimization of low Reynolds number airfoil using convolutional neural network and non-dominated sorting genetic algorithm
  publication-title: Aerospace
  contributor:
    fullname: Wen
– start-page: 309
  year: 1999
  ident: c61
  article-title: Fluid behaviour of side-by-side circular cylinders in steady cross-flow
  publication-title: J. Fluids Struct.
  contributor:
    fullname: Païdoussis
– start-page: 071105
  year: 2012
  ident: c40
  article-title: Three-dimensional effects on an oscillating-foil hydrokinetic turbine
  publication-title: J. Fluids Eng.
  contributor:
    fullname: Dumas
– start-page: 2394
  year: 2019
  ident: c41
  article-title: Performance characteristics of airfoils with leading-edge tubercles and an internal slot
  publication-title: AIAA J.
  contributor:
    fullname: Su
– start-page: 249
  year: 2007
  ident: c49
  article-title: ANN-based estimator for distillation using Levenberg–Marquardt approach
  publication-title: Eng. Appl. Artif. Intell.
  contributor:
    fullname: Gupta
– start-page: A5
  year: 2020
  ident: c46
  article-title: The effects leading-edge tubercles dynamic stall
  publication-title: J. Fluid Mech.
  contributor:
    fullname: Bohl
– start-page: 168781401559208
  year: 2015
  ident: c34
  article-title: Numerical investigations of hydrodynamic performance of hydrofoils with leading-edge protuberances
  publication-title: Adv. Mech. Eng.
  contributor:
    fullname: Wu
– start-page: 45123
  year: 2018
  ident: c38
  article-title: An empirically-based model for the lift coefficients of twisted airfoils with leading-edge tubercles
  publication-title: AIP Adv.
  contributor:
    fullname: Dhanak
– start-page: 066011
  year: 2018
  ident: c13
  article-title: Flow structure modifications by leading-edge tubercles on a 3D wing
  publication-title: Bioinspiration Biomimetics
  contributor:
    fullname: Choi
– start-page: 105684
  year: 2020
  ident: c29
  article-title: Dynamic mode decomposition analysis of flow characteristics of an airfoil with leading edge protuberances
  publication-title: Aerosp. Sci. Technol.
  contributor:
    fullname: Liu
– start-page: 1111
  year: 2019
  ident: c32
  article-title: Effect of surface blowing on aerodynamic characteristics of tubercled straight wing
  publication-title: Chin. J. Aeronaut.
  contributor:
    fullname: Pillai
– start-page: 143
  year: 2019
  ident: c22
  article-title: Aerodynamic characteristics and surface flow structures of moderate aspect-ratio leading-edge tubercled wings
  publication-title: Eur. J. Mech., B: Fluids
  contributor:
    fullname: Zhang
– start-page: 107
  year: 2011
  ident: c23
  article-title: Control of the separated flow around an airfoil using a wavy leading edge inspired by humpback whale flippers
  publication-title: C. R. Mec.
  contributor:
    fullname: Piomelli
– start-page: 464
  year: 2015
  ident: c25
  article-title: Flow over a wing with leading-edge undulations
  publication-title: AIAA J.
  contributor:
    fullname: Favier
– start-page: 51
  year: 1995
  ident: c2
  article-title: Hydrodynamic design of the humpback whale flipper
  publication-title: J. Morphol.
  contributor:
    fullname: Battle
– start-page: 128
  year: 2018
  ident: c14
  article-title: Effect of bio-inspired sinusoidal leading-edges on wings
  publication-title: Aerosp. Sci. Technol.
  contributor:
    fullname: Hart
– start-page: 203
  year: 2011
  ident: c36
  article-title: The tubercles on humpback whales' flippers: Application of bio-inspired technology
  publication-title: Integr. Comp. Biol.
  contributor:
    fullname: Howle
– start-page: 281
  year: 2017
  ident: c43
  article-title: Influence of leading edge tubercles on aerodynamic characteristics of a high aspect-ratio UAV
  publication-title: Aerosp. Sci. Technol.
  contributor:
    fullname: Venkatakrishnan
– start-page: 37
  year: 2018
  ident: c39
  article-title: Enhanced thrust performance of a two dimensional elliptic airfoil at high flapping frequency in a forward flight
  publication-title: J. Fluids Struct.
  contributor:
    fullname: Yeo
– start-page: 022035
  year: 2018
  ident: c31
  article-title: Flow physics behind the effects of leading-edge protuberances on the airfoil aerodynamic performance
  publication-title: J. Phys.
  contributor:
    fullname: Xu
– start-page: 1882
  year: 2023
  ident: c45
  article-title: Effects of leading-edge tubercles on three-dimensional flapping foils
  publication-title: J. Mar. Sci. Eng.
  contributor:
    fullname: Song
– start-page: 279
  year: 1978
  ident: c1
  article-title: Observations on underwater locomotion and flipper movement of the humpback whale
  publication-title: Mar. Biol.
  contributor:
    fullname: Winn
– start-page: 362
  year: 2005
  ident: c62
  article-title: Vortex interactions in a two side-by-side cylinder near-wake
  publication-title: Int. J. Heat Fluid Flow
  contributor:
    fullname: Zhou
– start-page: L39
  year: 2004
  ident: c4
  article-title: Leading-edge tubercles delay stall on humpback whale ( ) flippers
  publication-title: Phys. Fluids
  contributor:
    fullname: Fish
– start-page: 204
  year: 2013
  ident: c59
  article-title: Low-Reynolds-number aerodynamic performances of the NACA 0012 and Selig–Donovan 7003 airfoils
  publication-title: J. Aircr.
  contributor:
    fullname: Boulama
– start-page: 1878
  year: 2015
  ident: c9
  article-title: Aerodynamic characteristics of finite span wings with leading-edge protuberances
  publication-title: AIAA J.
  contributor:
    fullname: Johari
– start-page: 081912
  year: 2021
  ident: c57
  article-title: Influence of the pivot location on the thrust and propulsive efficiency performance of a two-dimensional flapping elliptic airfoil in a forward flight
  publication-title: Phys. Fluids
  contributor:
    fullname: Dash
– start-page: 115110
  year: 2017
  ident: c16
  article-title: Periodic and aperiodic flow patterns around an airfoil with leading-edge protuberances
  publication-title: Phys. Fluids
  contributor:
    fullname: Liu
– volume-title: Global Optimization Toolbox User's Guide
  year: 2023
  ident: 2024051515185557600_c52
  contributor:
    fullname: MathWorks, Inc.
– volume: 16
  start-page: L39
  year: 2004
  ident: 2024051515185557600_c4
  article-title: Leading-edge tubercles delay stall on humpback whale (Megaptera novaeangliae) flippers
  publication-title: Phys. Fluids
  doi: 10.1063/1.1688341
– volume: 32
  start-page: 1111
  year: 2019
  ident: 2024051515185557600_c32
  article-title: Effect of surface blowing on aerodynamic characteristics of tubercled straight wing
  publication-title: Chin. J. Aeronaut.
  doi: 10.1016/j.cja.2019.02.006
– volume: 15
  start-page: 292
  year: 2021
  ident: 2024051515185557600_c21
  article-title: An aerodynamic optimization design study on the bio-inspired airfoil with leading-edge tubercles
  publication-title: Eng. Appl. Comput. Fluid Mech.
  doi: 10.1080/19942060.2020.1856723
– year: 2016
  ident: 2024051515185557600_c12
  article-title: The airfoil thickness effect on wavy leading edge performance
– volume: 108
  start-page: 336
  year: 2015
  ident: 2024051515185557600_c30
  article-title: An experimental study on flow separation control of hydrofoils with leading-edge tubercles at low Reynolds number
  publication-title: Ocean Eng.
  doi: 10.1016/j.oceaneng.2015.08.004
– volume: 49
  start-page: 276
  year: 2011
  ident: 2024051515185557600_c18
  article-title: Effect of the wavy leading edge on hydrodynamic characteristics for flow around low aspect ratio wing
  publication-title: Comput. Fluids
  doi: 10.1016/j.compfluid.2011.06.010
– year: 2012
  ident: 2024051515185557600_c24
  article-title: Characterization and design of tubercle leading-edge wings
– ident: 2024051515185557600_c8
– volume: 8
  start-page: 45123
  year: 2018
  ident: 2024051515185557600_c38
  article-title: An empirically-based model for the lift coefficients of twisted airfoils with leading-edge tubercles
  publication-title: AIP Adv.
  doi: 10.1063/1.5023103
– volume: 13
  start-page: 309
  year: 1999
  ident: 2024051515185557600_c61
  article-title: Fluid behaviour of side-by-side circular cylinders in steady cross-flow
  publication-title: J. Fluids Struct.
  doi: 10.1006/jfls.1999.0205
– volume: 55
  start-page: 439
  year: 2007
  ident: 2024051515185557600_c53
  article-title: Nonlinearity of the aerodynamic characteristics of NACA0012 aerofoil at low Reynolds numbers
  publication-title: J. Jpn. Soc. Aeronaut. Space Sci.
  doi: 10.2322/jjsass.55.439
– volume: 9
  start-page: 35
  year: 2022
  ident: 2024051515185557600_c54
  article-title: Multi-objective optimization of low Reynolds number airfoil using convolutional neural network and non-dominated sorting genetic algorithm
  publication-title: Aerospace
  doi: 10.3390/aerospace9010035
– volume: 235
  start-page: 439
  year: 2021
  ident: 2024051515185557600_c17
  article-title: Effects of smart flap on aerodynamic performance of sinusoidal leading-edge wings at low Reynolds numbers
  publication-title: Proc. Inst. Mech. Eng., Part G
  doi: 10.1177/0954410020946903
– volume: 893
  start-page: A5
  year: 2020
  ident: 2024051515185557600_c46
  article-title: The effects leading-edge tubercles dynamic stall
  publication-title: J. Fluid Mech.
  doi: 10.1017/jfm.2020.216
– volume-title: Genetic Algorithms in Search, Optimization and Machine Learning
  year: 1989
  ident: 2024051515185557600_c51
– ident: 2024051515185557600_c11
– volume: 49
  start-page: 185
  year: 2011
  ident: 2024051515185557600_c6
  article-title: Performance variations of leading-edge tubercles for distinct airfoil profiles
  publication-title: AIAA J.
  doi: 10.2514/1.J050631
– volume: 53
  start-page: 1878
  year: 2015
  ident: 2024051515185557600_c9
  article-title: Aerodynamic characteristics of finite span wings with leading-edge protuberances
  publication-title: AIAA J.
  doi: 10.2514/1.J053568
– volume: 75
  start-page: 143
  year: 2019
  ident: 2024051515185557600_c22
  article-title: Aerodynamic characteristics and surface flow structures of moderate aspect-ratio leading-edge tubercled wings
  publication-title: Eur. J. Mech., B: Fluids
  doi: 10.1016/j.euromechflu.2019.01.001
– year: 2018
  ident: 2024051515185557600_c27
  article-title: Numerical study of the effects of leading edge tubercles on transonic performance of airfoils
– volume: 50
  start-page: 204
  year: 2013
  ident: 2024051515185557600_c59
  article-title: Low-Reynolds-number aerodynamic performances of the NACA 0012 and Selig–Donovan 7003 airfoils
  publication-title: J. Aircr.
  doi: 10.2514/1.C031856
– year: 2019
  ident: 2024051515185557600_c28
  article-title: A comparison on the effect of leading edge tubercle on straight and swept wing at low Reynolds number
– volume: 13
  start-page: 066011
  year: 2018
  ident: 2024051515185557600_c13
  article-title: Flow structure modifications by leading-edge tubercles on a 3D wing
  publication-title: Bioinspiration Biomimetics
  doi: 10.1088/1748-3190/aae6fc
– volume: 26
  start-page: 107101
  year: 2014
  ident: 2024051515185557600_c19
  article-title: The formation mechanism and impact of streamwise vortices on NACA 0021 airfoil's performance with undulating leading edge modification
  publication-title: Phys. Fluids
  doi: 10.1063/1.4896748
– volume: 2015
  start-page: 493253
  ident: 2024051515185557600_c44
  article-title: Numerical analysis of wind turbine airfoil aerodynamic performance with leading edge bump
  publication-title: Math. Probl. Eng.
  doi: 10.1155/2015/493253
– volume: 45
  start-page: 2634
  year: 2007
  ident: 2024051515185557600_c35
  article-title: Effects of leading-edge protuberances on airfoil performance
  publication-title: AIAA. J.
  doi: 10.2514/1.28497
– volume-title: Multiobjective Optimization: Interactive and Evolutionary Approaches
  year: 2008
  ident: 2024051515185557600_c55
– volume: 235
  start-page: 95
  year: 2021
  ident: 2024051515185557600_c60
  article-title: Influence of tubercles' spanwise distribution on swept wings for unmanned aerial vehicles
  publication-title: Proc. Inst. Mech. Eng., Part G
  doi: 10.1177/0954410020919583
– volume: 81
  start-page: 128
  year: 2018
  ident: 2024051515185557600_c14
  article-title: Effect of bio-inspired sinusoidal leading-edges on wings
  publication-title: Aerosp. Sci. Technol.
  doi: 10.1016/j.ast.2018.07.043
– ident: 2024051515185557600_c10
– volume: 31
  start-page: 1
  year: 2016
  ident: 2024051515185557600_c42
  article-title: A numerical investigation into the effects of Reynolds number on the flow mechanism induced by a tubercled leading edge
  publication-title: Theor. Comput. Fluid Dyn.
  doi: 10.1007/s00162-016-0393-x
– volume: 51
  start-page: 203
  year: 2011
  ident: 2024051515185557600_c36
  article-title: The tubercles on humpback whales' flippers: Application of bio-inspired technology
  publication-title: Integr. Comp. Biol.
  doi: 10.1093/icb/icr016
– volume: 44
  start-page: 1404
  year: 2007
  ident: 2024051515185557600_c5
  article-title: Experimental evaluation of sinusoidal leading edges
  publication-title: J. Aircr.
  doi: 10.2514/1.30303
– volume: 57
  start-page: 2394
  year: 2019
  ident: 2024051515185557600_c41
  article-title: Performance characteristics of airfoils with leading-edge tubercles and an internal slot
  publication-title: AIAA J.
  doi: 10.2514/1.J058145
– volume-title: Make Your Own Neural Network
  year: 2016
  ident: 2024051515185557600_c48
– volume: 69
  start-page: 1411
  year: 2012
  ident: 2024051515185557600_c58
  article-title: Validating the URANS shear stress transport γ−Reθ model for low-Reynolds-number external aerodynamics
  publication-title: Int. J. Numer. Methods Fluids
  doi: 10.1002/fld.2651
– volume: 53
  start-page: 464
  year: 2015
  ident: 2024051515185557600_c25
  article-title: Flow over a wing with leading-edge undulations
  publication-title: AIAA J.
  doi: 10.2514/1.J053142
– volume-title: Deep Learning Toolbox User's Guide
  year: 2023
  ident: 2024051515185557600_c50
– volume: 788
  start-page: 730
  year: 2015
  ident: 2024051515185557600_c26
  article-title: Evolution of the streamwise vortices generated between leading edge tubercles
  publication-title: J. Fluid Mech.
  doi: 10.1017/jfm.2015.611
– volume: 7
  start-page: 168781401559208
  year: 2015
  ident: 2024051515185557600_c34
  article-title: Numerical investigations of hydrodynamic performance of hydrofoils with leading-edge protuberances
  publication-title: Adv. Mech. Eng.
  doi: 10.1177/1687814015592088
– volume: 18
  start-page: 528
  year: 1975
  ident: 2024051515185557600_c63
  article-title: Experimental study of structure of gas flow in tube banks with tube axes normal to flow part II; On the structure of gas flow in single-column, single-row, and double-rows tube banks
  publication-title: Bull. JSME
  doi: 10.1299/jsme1958.18.528
– volume: 20
  start-page: 249
  year: 2007
  ident: 2024051515185557600_c49
  article-title: ANN-based estimator for distillation using Levenberg–Marquardt approach
  publication-title: Eng. Appl. Artif. Intell.
  doi: 10.1016/j.engappai.2006.06.017
– volume: 11
  start-page: 1882
  year: 2023
  ident: 2024051515185557600_c45
  article-title: Effects of leading-edge tubercles on three-dimensional flapping foils
  publication-title: J. Mar. Sci. Eng.
  doi: 10.3390/jmse11101882
– volume: 12
  start-page: 315
  year: 2017
  ident: 2024051515185557600_c37
  article-title: A meta-model for tubercle design of wing planforms inspired by humpback whale flippers
  publication-title: Int. J. Aerosp. Mech. Eng.
  doi: 10.5281/zenodo.1317268
– year: 2014
  ident: 2024051515185557600_c3
  article-title: The effects of tubercles on swept wing performance at low angles of attack
– volume: 76
  start-page: 37
  year: 2018
  ident: 2024051515185557600_c39
  article-title: Enhanced thrust performance of a two dimensional elliptic airfoil at high flapping frequency in a forward flight
  publication-title: J. Fluids Struct.
  doi: 10.1016/j.jfluidstructs.2017.08.008
– volume: 69
  start-page: 281
  year: 2017
  ident: 2024051515185557600_c43
  article-title: Influence of leading edge tubercles on aerodynamic characteristics of a high aspect-ratio UAV
  publication-title: Aerosp. Sci. Technol.
  doi: 10.1016/j.ast.2017.06.031
– year: 2012
  ident: 2024051515185557600_c7
  article-title: The effect of leading-edge protuberances on the performance of small aspect ratio foils
– year: 2019
  ident: 2024051515185557600_c15
  article-title: Experimental study on bio-inspired wings with tubercles
– year: 1989
  ident: 2024051515185557600_c47
  article-title: The Cascade-correlation learning architecture
– year: 2022
  ident: 2024051515185557600_c56
  article-title: Characterisation of the new open surface recirculating water tunnel facility at the Indian institute of technology Kharagpur
– volume: 48
  start-page: 279
  year: 1978
  ident: 2024051515185557600_c1
  article-title: Observations on underwater locomotion and flipper movement of the humpback whale Megaptera novaeangliae
  publication-title: Mar. Biol.
  doi: 10.1007/BF00397155
– volume: 29
  start-page: 115110
  year: 2017
  ident: 2024051515185557600_c16
  article-title: Periodic and aperiodic flow patterns around an airfoil with leading-edge protuberances
  publication-title: Phys. Fluids
  doi: 10.1063/1.4991596
– volume: 340
  start-page: 107
  year: 2011
  ident: 2024051515185557600_c23
  article-title: Control of the separated flow around an airfoil using a wavy leading edge inspired by humpback whale flippers
  publication-title: C. R. Mec.
  doi: 10.1016/j.crme.2011.11.004
– volume: 225
  start-page: 51
  year: 1995
  ident: 2024051515185557600_c2
  article-title: Hydrodynamic design of the humpback whale flipper
  publication-title: J. Morphol.
  doi: 10.1002/jmor.1052250105
– volume: 140
  start-page: 21108
  year: 2018
  ident: 2024051515185557600_c20
  article-title: Effect of a single leading-edge protuberance on NACA 634-021 airfoil performance
  publication-title: J. Fluids Eng.
  doi: 10.1115/1.4037980
– volume: 98
  start-page: 105684
  year: 2020
  ident: 2024051515185557600_c29
  article-title: Dynamic mode decomposition analysis of flow characteristics of an airfoil with leading edge protuberances
  publication-title: Aerosp. Sci. Technol.
  doi: 10.1016/j.ast.2020.105684
– volume: 33
  start-page: 081912
  year: 2021
  ident: 2024051515185557600_c57
  article-title: Influence of the pivot location on the thrust and propulsive efficiency performance of a two-dimensional flapping elliptic airfoil in a forward flight
  publication-title: Phys. Fluids
  doi: 10.1063/5.0058923
– volume: 26
  start-page: 362
  year: 2005
  ident: 2024051515185557600_c62
  article-title: Vortex interactions in a two side-by-side cylinder near-wake
  publication-title: Int. J. Heat Fluid Flow
  doi: 10.1016/j.ijheatfluidflow.2004.10.006
– volume: 1037
  start-page: 022035
  year: 2018
  ident: 2024051515185557600_c31
  article-title: Flow physics behind the effects of leading-edge protuberances on the airfoil aerodynamic performance
  publication-title: J. Phys.
  doi: 10.1088/1742-6596/1037/2/022035
– volume: 134
  start-page: 071105
  year: 2012
  ident: 2024051515185557600_c40
  article-title: Three-dimensional effects on an oscillating-foil hydrokinetic turbine
  publication-title: J. Fluids Eng.
  doi: 10.1115/1.4006914
– volume: 51
  start-page: 1960
  year: 2013
  ident: 2024051515185557600_c33
  article-title: Aerodynamic control of low-Reynolds-number airfoil with leading edge protuberances
  publication-title: AIAA J.
  doi: 10.2514/1.J052319
SSID ssj0003926
Score 2.479809
Snippet In the present study, the evolutionary multi-objective optimization is employed to design the optimum amplitude and wavelength of sinusoidal leading-edge...
SourceID proquest
crossref
scitation
SourceType Aggregation Database
Publisher
SubjectTerms Aerodynamic characteristics
Aeronautics
Airfoils
Amplitudes
Angle of attack
Circular cylinders
Design optimization
Fluid flow
High angle of attack
Leading edges
Multiple objective analysis
Reynolds number
Stalling
Title On the investigation of the aerodynamics performance and associated flow physics of the optimized tubercle airfoil
URI http://dx.doi.org/10.1063/5.0203519
https://www.proquest.com/docview/3055185994
Volume 36
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
link http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV3da9RAEF-kIvpStSperbKobyFnk93Nx2P9LEJtkVZ8C7O3u17wTMrlgtC_3tns5uOgQvXhwjHJbmDnl8lvJrMzhLxGygogFQuFSVjIIy5Ciaw2ZIvEti8SEmK7OfnkS3J8wT9_F5MP7d3uko2cL66u3VfyP1pFGerV7pL9B80Ok6IA_6N-8YgaxuONdHzqchTLsVaGY39WCBpNo2s339jixFvbA8ArBdmmWdW_fXyj6cfWaEd-lVd4dtNKvca7BlDiDD4dw3PZs3GQWbWlckWf8pxPogtnZQU23N52naOCT1D9ALWEdfBtHnydjyxaqfayVd01J7ZHe_B2Cc1PGDKH30OzdElEVbmyOTv1cjxps5rW0KHlqLV1pfowg49mxHzMHfQGGE1QiCzIibSXZXmYJq47S2-1XdkUj05x7csA2RdqUMztx1ZhS8PejtEaRV1-55gHhAQxcYmp7sZ9-amEvRmGbpOW0RO5izTFZUxMSMn5A7LrvQl65KDxkNzS1R657z0L6u12s0fueF09IuvTiqKK6RZmaG064RQzdIIZipihI2aoxQz1mOnHDpihPWaox8xjcvHxw_m749D33QgX6D9vQiWjCIBl2jCjRaLTw0imaRQfLoxm0kiOi5LmwnqvqYkzSCHn-MuU4HkqDWNPyE5VV_opoUbZeIHU6DXHfMFVzk0S2-GZBHSd8xl52S9scenKqxRdWkTCClH41Z-Rg37JC__0NYWtVIdcE0E9I68GNfx9kv0bXfWM3BtReUB28PnQz5F1buSLDjV_AK5whKs
link.rule.ids 315,782,786,27931,27932
linkProvider American Institute of Physics
openUrl ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=On+the+investigation+of+the+aerodynamics+performance+and+associated+flow+physics+of+the+optimized+tubercle+airfoil&rft.jtitle=Physics+of+fluids+%281994%29&rft.au=Pinapatruni%2C+Gangadhar+V.+R.&rft.au=Duddupudi%2C+Mouli+Bhaskar&rft.au=Dash%2C+Sunil+Manohar&rft.au=Routray%2C+Aurobinda&rft.date=2024-05-01&rft.issn=1070-6631&rft.eissn=1089-7666&rft.volume=36&rft.issue=5&rft_id=info:doi/10.1063%2F5.0203519
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=1070-6631&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=1070-6631&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=1070-6631&client=summon