PENTAGON: Physics-enhanced neural network for volumetric flame chemiluminescence tomography

This study proposes a physics-enhanced neural network, PENTAGON, as an inference framework for volumetric tomography applications. By leveraging the synergistic combination of data-prior and forward-imaging model, we can accurately predict 3D optical fields, even when the number of projection views...

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Published inOptics express Vol. 32; no. 19; p. 32732
Main Authors Jin, Ying, Zhu, Sunyong, Wang, Shouyu, Wang, Fei, Wu, Quanying, Situ, Guohai
Format Journal Article
LanguageEnglish
Published 09.09.2024
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Abstract This study proposes a physics-enhanced neural network, PENTAGON, as an inference framework for volumetric tomography applications. By leveraging the synergistic combination of data-prior and forward-imaging model, we can accurately predict 3D optical fields, even when the number of projection views decreases to three. PENTAGON is proven to overcome the generalization limitation of data-driven deep learning methods due to data distribution shift, and eliminate distortions introduced by conventional iteration algorithms with limited projections. We evaluated PENTAGON using numerical and experimental results of a flame chemiluminescence tomography example. Results showed that PENTAGON can potentially be generalized for inverse tomography reconstruction problems in many fields.
AbstractList This study proposes a physics-enhanced neural network, PENTAGON, as an inference framework for volumetric tomography applications. By leveraging the synergistic combination of data-prior and forward-imaging model, we can accurately predict 3D optical fields, even when the number of projection views decreases to three. PENTAGON is proven to overcome the generalization limitation of data-driven deep learning methods due to data distribution shift, and eliminate distortions introduced by conventional iteration algorithms with limited projections. We evaluated PENTAGON using numerical and experimental results of a flame chemiluminescence tomography example. Results showed that PENTAGON can potentially be generalized for inverse tomography reconstruction problems in many fields.
Author Situ, Guohai
Zhu, Sunyong
Wang, Fei
Wu, Quanying
Wang, Shouyu
Jin, Ying
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Cites_doi 10.1007/s11431-019-1507-6
10.1364/AO.459725
10.1038/s41598-018-19426-7
10.1016/j.pacs.2022.100442
10.1017/jfm.2019.545
10.1016/j.ast.2020.106487
10.1364/OE.427730
10.1007/s10494-021-00251-4
10.1021/acsomega.2c01435
10.1017/jfm.2021.135
10.1016/j.jaecs.2023.100213
10.1073/pnas.1907377117
10.1145/362919.362925
10.3390/en15082770
10.1017/hpl.2023.47
10.1016/j.combustflame.2010.09.006
10.1364/OL.43.001107
10.1364/OL.477542
10.1109/ACCESS.2018.2890717
10.1364/AO.453660
10.1016/j.combustflame.2023.112743
10.1088/0266-5611/19/6/059
10.1016/j.combustflame.2023.113182
10.3390/en12112075
10.1038/s41377-021-00512-x
10.1364/OE.433888
10.1364/OE.25.004640
10.1364/OPTICA.446576
10.1016/j.combustflame.2021.111566
10.1016/j.ijleo.2022.169180
10.1364/AO.484213
10.1016/j.energy.2020.119521
10.1007/s00340-022-07896-7
10.1364/OL.40.001231
10.1364/AO.515383
10.1016/j.proci.2010.06.015
10.1016/j.combustflame.2020.11.022
10.1364/AO.32.003736
10.1364/AO.420223
10.1364/OE.379200
10.1016/j.ast.2023.108593
10.1364/AO.412637
10.1038/nature25988
10.1364/OPTICA.453748
10.1364/OE.27.027308
10.1364/PRJ.440123
10.1117/1.AP.4.6.066001
10.3788/AOS202242.1315002
10.1364/AO.45.004638
10.1007/s10494-021-00285-8
10.1038/s41377-020-0302-3
10.1117/1.AP.5.6.066003
10.1364/AO.392803
10.1364/JOSAB.398009
10.1016/j.ast.2020.106123
10.1016/j.pecs.2022.101024
10.1364/OE.412821
10.1364/AO.440847
10.1088/1361-6501/ac5437
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References Yoon (oe-32-19-32732-R15) 2019; 7
Zhang (oe-32-19-32732-R47) 2023; 142
Yu (oe-32-19-32732-R46) 2018; 43
Dong (oe-32-19-32732-R35) 2021; 107
Wang (oe-32-19-32732-R29) 2020; 9
Yu (oe-32-19-32732-R39) 2021; 29
Wang (oe-32-19-32732-R9) 2015; 40
Qiao (oe-32-19-32732-R33) 2023; 48
Gordon (oe-32-19-32732-R6) 1971; 14
Döpp (oe-32-19-32732-R22) 2023; 11
Wu (oe-32-19-32732-R36) 2022; 61
Floyd (oe-32-19-32732-R45) 2011; 158
Jin (oe-32-19-32732-R37) 2017; 25
Shen (oe-32-19-32732-R53) 2021; 218
Chen (oe-32-19-32732-R58) 2022; 7
Martins (oe-32-19-32732-R44) 2023; 16
Molnar (oe-32-19-32732-R24) 2022; 33
Cai (oe-32-19-32732-R25) 2021; 915
Zhou (oe-32-19-32732-R31) 2020; 28
Dong (oe-32-19-32732-R48) 2021; 232
Huang (oe-32-19-32732-R60) 2019; 875
Daun (oe-32-19-32732-R10) 2006; 45
Saba (oe-32-19-32732-R27) 2022; 4
Shui (oe-32-19-32732-R11) 2021; 64
Nie (oe-32-19-32732-R40) 2024; 259
Zhu (oe-32-19-32732-R4) 2018; 555
Cai (oe-32-19-32732-R61) 2020; 37
Grauer (oe-32-19-32732-R2) 2023; 94
Qiao (oe-32-19-32732-R20) 2022; 9
Yan (oe-32-19-32732-R43) 2022; 15
Unterberger (oe-32-19-32732-R16) 2019; 12
Chorey (oe-32-19-32732-R38) 2023; 62
Zhu (oe-32-19-32732-R63) 2022; 42
Wang (oe-32-19-32732-R17) 2021; 60
Windle (oe-32-19-32732-R52) 2021; 224
Jin (oe-32-19-32732-R34) 2019; 27
Gao (oe-32-19-32732-R51) 2022; 128
Shen (oe-32-19-32732-R1) 2022; 35
Dai (oe-32-19-32732-R62) 2023; 252
Huang (oe-32-19-32732-R54) 2020; 106
Lan (oe-32-19-32732-R5) 2023; 29
Song (oe-32-19-32732-R49) 2022; 261
Chen (oe-32-19-32732-R50) 2022; 61
Verhoeven (oe-32-19-32732-R8) 1993; 32
Chi (oe-32-19-32732-R42) 2022; 108
Jin (oe-32-19-32732-R13) 2021; 60
Cai (oe-32-19-32732-R55) 2021; 110
Yang (oe-32-19-32732-R3) 2018; 8
Wei (oe-32-19-32732-R26) 2021; 29
Tong (oe-32-19-32732-R23) 2023; 5
Wang (oe-32-19-32732-R14) 2022; 61
Wang (oe-32-19-32732-R30) 2022; 10
Zhao (oe-32-19-32732-R32) 2021; 29
Xu (oe-32-19-32732-R57) 2020; 59
Antun (oe-32-19-32732-R21) 2020; 117
Floyd (oe-32-19-32732-R7) 2011; 33
Shan (oe-32-19-32732-R59) 2024; 63
Feng (oe-32-19-32732-R19) 2022; 9
Kang (oe-32-19-32732-R18) 2021; 10
Strong (oe-32-19-32732-R12) 2003; 19
References_xml – volume: 64
  start-page: 237
  year: 2021
  ident: oe-32-19-32732-R11
  publication-title: Sci. China Technol. Sci.
  doi: 10.1007/s11431-019-1507-6
  contributor:
    fullname: Shui
– volume: 61
  start-page: 5161
  year: 2022
  ident: oe-32-19-32732-R36
  publication-title: Appl. Opt.
  doi: 10.1364/AO.459725
  contributor:
    fullname: Wu
– volume: 8
  start-page: 2575
  year: 2018
  ident: oe-32-19-32732-R3
  publication-title: Sci. Rep.
  doi: 10.1038/s41598-018-19426-7
  contributor:
    fullname: Yang
– volume: 29
  start-page: 100442
  year: 2023
  ident: oe-32-19-32732-R5
  publication-title: Photoacoustics
  doi: 10.1016/j.pacs.2022.100442
  contributor:
    fullname: Lan
– volume: 875
  start-page: R2
  year: 2019
  ident: oe-32-19-32732-R60
  publication-title: J. Fluid Mech.
  doi: 10.1017/jfm.2019.545
  contributor:
    fullname: Huang
– volume: 110
  start-page: 106487
  year: 2021
  ident: oe-32-19-32732-R55
  publication-title: Aerosp. Sci. Technol.
  doi: 10.1016/j.ast.2020.106487
  contributor:
    fullname: Cai
– volume: 29
  start-page: 22553
  year: 2021
  ident: oe-32-19-32732-R26
  publication-title: Opt. Express
  doi: 10.1364/OE.427730
  contributor:
    fullname: Wei
– volume: 107
  start-page: 759
  year: 2021
  ident: oe-32-19-32732-R35
  publication-title: Flow, Turbul. Combust.
  doi: 10.1007/s10494-021-00251-4
  contributor:
    fullname: Dong
– volume: 7
  start-page: 18722
  year: 2022
  ident: oe-32-19-32732-R58
  publication-title: ACS Omega
  doi: 10.1021/acsomega.2c01435
  contributor:
    fullname: Chen
– volume: 915
  start-page: A102
  year: 2021
  ident: oe-32-19-32732-R25
  publication-title: J. Fluid Mech.
  doi: 10.1017/jfm.2021.135
  contributor:
    fullname: Cai
– volume: 16
  start-page: 100213
  year: 2023
  ident: oe-32-19-32732-R44
  publication-title: Appl. Energy Combust. Sci.
  doi: 10.1016/j.jaecs.2023.100213
  contributor:
    fullname: Martins
– volume: 117
  start-page: 30088
  year: 2020
  ident: oe-32-19-32732-R21
  publication-title: P. Natl. A. Sci.
  doi: 10.1073/pnas.1907377117
  contributor:
    fullname: Antun
– volume: 14
  start-page: 759
  year: 1971
  ident: oe-32-19-32732-R6
  publication-title: Commun. ACM
  doi: 10.1145/362919.362925
  contributor:
    fullname: Gordon
– volume: 15
  start-page: 2770
  year: 2022
  ident: oe-32-19-32732-R43
  publication-title: Energies
  doi: 10.3390/en15082770
  contributor:
    fullname: Yan
– volume: 11
  start-page: 05000e
  year: 2023
  ident: oe-32-19-32732-R22
  publication-title: High Power Laser SCI.
  doi: 10.1017/hpl.2023.47
  contributor:
    fullname: Döpp
– volume: 158
  start-page: 376
  year: 2011
  ident: oe-32-19-32732-R45
  publication-title: Combust. Flame
  doi: 10.1016/j.combustflame.2010.09.006
  contributor:
    fullname: Floyd
– volume: 43
  start-page: 1107
  year: 2018
  ident: oe-32-19-32732-R46
  publication-title: Opt. Lett.
  doi: 10.1364/OL.43.001107
  contributor:
    fullname: Yu
– volume: 48
  start-page: 109
  year: 2023
  ident: oe-32-19-32732-R33
  publication-title: Opt. Lett.
  doi: 10.1364/OL.477542
  contributor:
    fullname: Qiao
– volume: 7
  start-page: 8876
  year: 2019
  ident: oe-32-19-32732-R15
  publication-title: IEEE Access
  doi: 10.1109/ACCESS.2018.2890717
  contributor:
    fullname: Yoon
– volume: 35
  start-page: 770
  year: 2022
  ident: oe-32-19-32732-R1
  publication-title: IEEE T. Neur. Net. Lear.
  contributor:
    fullname: Shen
– volume: 61
  start-page: 2620
  year: 2022
  ident: oe-32-19-32732-R50
  publication-title: Appl. Opt.
  doi: 10.1364/AO.453660
  contributor:
    fullname: Chen
– volume: 252
  start-page: 112743
  year: 2023
  ident: oe-32-19-32732-R62
  publication-title: Combust. Flame
  doi: 10.1016/j.combustflame.2023.112743
  contributor:
    fullname: Dai
– volume: 19
  start-page: S165
  year: 2003
  ident: oe-32-19-32732-R12
  publication-title: Inverse Problom.
  doi: 10.1088/0266-5611/19/6/059
  contributor:
    fullname: Strong
– volume: 259
  start-page: 113182
  year: 2024
  ident: oe-32-19-32732-R40
  publication-title: Combust. Flame
  doi: 10.1016/j.combustflame.2023.113182
  contributor:
    fullname: Nie
– volume: 12
  start-page: 2075
  year: 2019
  ident: oe-32-19-32732-R16
  publication-title: Energies
  doi: 10.3390/en12112075
  contributor:
    fullname: Unterberger
– volume: 10
  start-page: 74
  year: 2021
  ident: oe-32-19-32732-R18
  publication-title: Light: Sci. Appl.
  doi: 10.1038/s41377-021-00512-x
  contributor:
    fullname: Kang
– volume: 29
  start-page: 24576
  year: 2021
  ident: oe-32-19-32732-R32
  publication-title: Opt. Express
  doi: 10.1364/OE.433888
  contributor:
    fullname: Zhao
– volume: 25
  start-page: 4640
  year: 2017
  ident: oe-32-19-32732-R37
  publication-title: Opt. Express
  doi: 10.1364/OE.25.004640
  contributor:
    fullname: Jin
– volume: 9
  start-page: 264
  year: 2022
  ident: oe-32-19-32732-R19
  publication-title: Optica
  doi: 10.1364/OPTICA.446576
  contributor:
    fullname: Feng
– volume: 232
  start-page: 111566
  year: 2021
  ident: oe-32-19-32732-R48
  publication-title: Combust. Flame
  doi: 10.1016/j.combustflame.2021.111566
  contributor:
    fullname: Dong
– volume: 261
  start-page: 169180
  year: 2022
  ident: oe-32-19-32732-R49
  publication-title: Optik
  doi: 10.1016/j.ijleo.2022.169180
  contributor:
    fullname: Song
– volume: 62
  start-page: 3737
  year: 2023
  ident: oe-32-19-32732-R38
  publication-title: Appl. Opt.
  doi: 10.1364/AO.484213
  contributor:
    fullname: Chorey
– volume: 218
  start-page: 119521
  year: 2021
  ident: oe-32-19-32732-R53
  publication-title: Energy
  doi: 10.1016/j.energy.2020.119521
  contributor:
    fullname: Shen
– volume: 128
  start-page: 173
  year: 2022
  ident: oe-32-19-32732-R51
  publication-title: Appl. Phys. B
  doi: 10.1007/s00340-022-07896-7
  contributor:
    fullname: Gao
– volume: 40
  start-page: 1231
  year: 2015
  ident: oe-32-19-32732-R9
  publication-title: Opt. Lett.
  doi: 10.1364/OL.40.001231
  contributor:
    fullname: Wang
– volume: 63
  start-page: 1982
  year: 2024
  ident: oe-32-19-32732-R59
  publication-title: Appl. Opt.
  doi: 10.1364/AO.515383
  contributor:
    fullname: Shan
– volume: 33
  start-page: 751
  year: 2011
  ident: oe-32-19-32732-R7
  publication-title: Proc. Combust. Inst.
  doi: 10.1016/j.proci.2010.06.015
  contributor:
    fullname: Floyd
– volume: 224
  start-page: 225
  year: 2021
  ident: oe-32-19-32732-R52
  publication-title: Combust. Flame
  doi: 10.1016/j.combustflame.2020.11.022
  contributor:
    fullname: Windle
– volume: 32
  start-page: 3736
  year: 1993
  ident: oe-32-19-32732-R8
  publication-title: Appl. Opt.
  doi: 10.1364/AO.32.003736
  contributor:
    fullname: Verhoeven
– volume: 60
  start-page: 4273
  year: 2021
  ident: oe-32-19-32732-R17
  publication-title: Appl. Opt.
  doi: 10.1364/AO.420223
  contributor:
    fullname: Wang
– volume: 28
  start-page: 12872
  year: 2020
  ident: oe-32-19-32732-R31
  publication-title: Opt. Express
  doi: 10.1364/OE.379200
  contributor:
    fullname: Zhou
– volume: 142
  start-page: 108593
  year: 2023
  ident: oe-32-19-32732-R47
  publication-title: Aerosp. Sci. Technol.
  doi: 10.1016/j.ast.2023.108593
  contributor:
    fullname: Zhang
– volume: 60
  start-page: 513
  year: 2021
  ident: oe-32-19-32732-R13
  publication-title: Appl. Opt.
  doi: 10.1364/AO.412637
  contributor:
    fullname: Jin
– volume: 555
  start-page: 487
  year: 2018
  ident: oe-32-19-32732-R4
  publication-title: Nature
  doi: 10.1038/nature25988
  contributor:
    fullname: Zhu
– volume: 9
  start-page: 391
  year: 2022
  ident: oe-32-19-32732-R20
  publication-title: Optica
  doi: 10.1364/OPTICA.453748
  contributor:
    fullname: Qiao
– volume: 27
  start-page: 27308
  year: 2019
  ident: oe-32-19-32732-R34
  publication-title: Opt. Express
  doi: 10.1364/OE.27.027308
  contributor:
    fullname: Jin
– volume: 10
  start-page: 104
  year: 2022
  ident: oe-32-19-32732-R30
  publication-title: Photonics Res.
  doi: 10.1364/PRJ.440123
  contributor:
    fullname: Wang
– volume: 4
  start-page: 066001
  year: 2022
  ident: oe-32-19-32732-R27
  publication-title: Adv. Photonics
  doi: 10.1117/1.AP.4.6.066001
  contributor:
    fullname: Saba
– volume: 42
  start-page: 1315002
  year: 2022
  ident: oe-32-19-32732-R63
  publication-title: Acta Opt. Sinica
  doi: 10.3788/AOS202242.1315002
  contributor:
    fullname: Zhu
– volume: 45
  start-page: 4638
  year: 2006
  ident: oe-32-19-32732-R10
  publication-title: Appl. Opt.
  doi: 10.1364/AO.45.004638
  contributor:
    fullname: Daun
– volume: 108
  start-page: 539
  year: 2022
  ident: oe-32-19-32732-R42
  publication-title: Flow, Turbul. Combust.
  doi: 10.1007/s10494-021-00285-8
  contributor:
    fullname: Chi
– volume: 9
  start-page: 77
  year: 2020
  ident: oe-32-19-32732-R29
  publication-title: Light: Sci. Appl.
  doi: 10.1038/s41377-020-0302-3
  contributor:
    fullname: Wang
– volume: 5
  start-page: 066003
  year: 2023
  ident: oe-32-19-32732-R23
  publication-title: Adv. Photonics
  doi: 10.1117/1.AP.5.6.066003
  contributor:
    fullname: Tong
– volume: 59
  start-page: 5729
  year: 2020
  ident: oe-32-19-32732-R57
  publication-title: Appl. Opt.
  doi: 10.1364/AO.392803
  contributor:
    fullname: Xu
– volume: 37
  start-page: 3564
  year: 2020
  ident: oe-32-19-32732-R61
  publication-title: J. Opt. Soc. Am. B
  doi: 10.1364/JOSAB.398009
  contributor:
    fullname: Cai
– volume: 106
  start-page: 106123
  year: 2020
  ident: oe-32-19-32732-R54
  publication-title: Aerosp. Sci. Technol.
  doi: 10.1016/j.ast.2020.106123
  contributor:
    fullname: Huang
– volume: 94
  start-page: 101024
  year: 2023
  ident: oe-32-19-32732-R2
  publication-title: Prog. Energy Combust. Sci.
  doi: 10.1016/j.pecs.2022.101024
  contributor:
    fullname: Grauer
– volume: 29
  start-page: 5304
  year: 2021
  ident: oe-32-19-32732-R39
  publication-title: Opt. Express
  doi: 10.1364/OE.412821
  contributor:
    fullname: Yu
– volume: 61
  start-page: B1
  year: 2022
  ident: oe-32-19-32732-R14
  publication-title: Appl. Opt.
  doi: 10.1364/AO.440847
  contributor:
    fullname: Wang
– volume: 33
  start-page: 065305
  year: 2022
  ident: oe-32-19-32732-R24
  publication-title: Meas. Sci. Technol.
  doi: 10.1088/1361-6501/ac5437
  contributor:
    fullname: Molnar
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Snippet This study proposes a physics-enhanced neural network, PENTAGON, as an inference framework for volumetric tomography applications. By leveraging the...
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Title PENTAGON: Physics-enhanced neural network for volumetric flame chemiluminescence tomography
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