Quasi-Non-Destructive Estimation of Concrete Compression Strength Using Laser-Induced Breakdown Spectroscopy and Multivariate Analysis
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作者:
Eto, Shuzo
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机构:
Cent Res Inst Elect Power Ind, Grid Innovat Res Lab, 2-6-1 Nagasaka, Yokosuka, Kanagawa 2400196, JapanCent Res Inst Elect Power Ind, Grid Innovat Res Lab, 2-6-1 Nagasaka, Yokosuka, Kanagawa 2400196, Japan
Eto, Shuzo
[1
]
Otsuka, Taku
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机构:
Cent Res Inst Elect Power Ind, Sustainable Syst Res Lab, Chiba, JapanCent Res Inst Elect Power Ind, Grid Innovat Res Lab, 2-6-1 Nagasaka, Yokosuka, Kanagawa 2400196, Japan
Otsuka, Taku
[2
]
机构:
[1] Cent Res Inst Elect Power Ind, Grid Innovat Res Lab, 2-6-1 Nagasaka, Yokosuka, Kanagawa 2400196, Japan
[2] Cent Res Inst Elect Power Ind, Sustainable Syst Res Lab, Chiba, Japan
Micro- and non-destructive methods of estimating compressive strength are useful for diagnosing the degradation of reinforced structures. The velocity of waves propagating through concrete can be measured using conventional non-destructive methods; however, the propagation path of waves varies depending on the distribution of coarse aggregate, resulting in variations in velocity at different measurement points. To address this issue, a method based on laser-induced breakdown spectroscopy and multivariate analysis was developed in this study for estimating the compressive strength of concrete non-destructively, ensuring the non-influence of the coarse aggregate spatial distribution. The method is based on the correlation between the emission intensity of the spectrum and the hardness of the object to be measured. Principal component analysis and partial least squares regression (PLSR) were used to extract the mortar spectrum, which determines the compressive strength of concrete, from a mixture of aggregate and mortar spectra. The compressive strength estimated based on the proposed method was consistent with the values obtained from the compressive strength test, which indicates the possibility of using multivariable analysis to estimate the compressive strength of concrete. Furthermore, the proposed method enabled on-site measurements through a simple experimental setup and insensitivity to spectral noise offered by PLSR.
机构:
Los Alamos Natl Lab, Los Alamos, NM 87544 USALos Alamos Natl Lab, Los Alamos, NM 87544 USA
Clegg, Samuel M.
Wiens, Roger C.
论文数: 0引用数: 0
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机构:
Los Alamos Natl Lab, Los Alamos, NM 87544 USALos Alamos Natl Lab, Los Alamos, NM 87544 USA
Wiens, Roger C.
Anderson, Ryan
论文数: 0引用数: 0
h-index: 0
机构:
USGS Flagstaff, Flagstaff, AZ USALos Alamos Natl Lab, Los Alamos, NM 87544 USA
Anderson, Ryan
Forni, Olivier
论文数: 0引用数: 0
h-index: 0
机构:
Inst Rech Astrophys & Planetol, Toulouse, FranceLos Alamos Natl Lab, Los Alamos, NM 87544 USA
Forni, Olivier
Frydenvang, Jens
论文数: 0引用数: 0
h-index: 0
机构:
Los Alamos Natl Lab, Los Alamos, NM 87544 USALos Alamos Natl Lab, Los Alamos, NM 87544 USA
Frydenvang, Jens
Lasue, Jeremie
论文数: 0引用数: 0
h-index: 0
机构:
Inst Rech Astrophys & Planetol, Toulouse, FranceLos Alamos Natl Lab, Los Alamos, NM 87544 USA
Lasue, Jeremie
Cousin, Agnes
论文数: 0引用数: 0
h-index: 0
机构:
Inst Rech Astrophys & Planetol, Toulouse, FranceLos Alamos Natl Lab, Los Alamos, NM 87544 USA
Cousin, Agnes
Payre, Valerie
论文数: 0引用数: 0
h-index: 0
机构:
Univ Lorraine, Nancy, FranceLos Alamos Natl Lab, Los Alamos, NM 87544 USA
Payre, Valerie
Boucher, Tommy
论文数: 0引用数: 0
h-index: 0
机构:
Univ Massachusetts, Amherst, MA 01003 USALos Alamos Natl Lab, Los Alamos, NM 87544 USA
Boucher, Tommy
Dyar, M. Darby
论文数: 0引用数: 0
h-index: 0
机构:
Mt Holyoke Coll, S Hadley, MA USALos Alamos Natl Lab, Los Alamos, NM 87544 USA
Dyar, M. Darby
McLennan, Scott M.
论文数: 0引用数: 0
h-index: 0
机构:
SUNY Stony Brook, Stony Brook, NY USALos Alamos Natl Lab, Los Alamos, NM 87544 USA
McLennan, Scott M.
Morris, Richard V.
论文数: 0引用数: 0
h-index: 0
机构:
Johnson Space Ctr, Houston, TX USALos Alamos Natl Lab, Los Alamos, NM 87544 USA
Morris, Richard V.
Graff, Trevor G.
论文数: 0引用数: 0
h-index: 0
机构:
Johnson Space Ctr, Houston, TX USALos Alamos Natl Lab, Los Alamos, NM 87544 USA
Graff, Trevor G.
Mertzman, Stanley A.
论文数: 0引用数: 0
h-index: 0
机构:
Franklin & Marshall Coll, Lancaster, PA 17604 USALos Alamos Natl Lab, Los Alamos, NM 87544 USA
Mertzman, Stanley A.
Ehlmann, Bethany L.
论文数: 0引用数: 0
h-index: 0
机构:
CALTECH, Div Geol & Planetary Sci, Pasadena, CA 91125 USA
CALTECH, Jet Prop Lab, Pasadena, CA 91125 USALos Alamos Natl Lab, Los Alamos, NM 87544 USA
Ehlmann, Bethany L.
Belgacem, Ines
论文数: 0引用数: 0
h-index: 0
机构:
Univ New Mexico, Albuquerque, NM 87131 USALos Alamos Natl Lab, Los Alamos, NM 87544 USA
Belgacem, Ines
Newsom, Horton
论文数: 0引用数: 0
h-index: 0
机构:
Univ New Mexico, Albuquerque, NM 87131 USALos Alamos Natl Lab, Los Alamos, NM 87544 USA
Newsom, Horton
Clark, Ben C.
论文数: 0引用数: 0
h-index: 0
机构:
Space Sci Inst, Boulder, CO USALos Alamos Natl Lab, Los Alamos, NM 87544 USA
Clark, Ben C.
Melikechi, Noureddine
论文数: 0引用数: 0
h-index: 0
机构:
Univ Massachusetts Lowell, Lowell, MA USALos Alamos Natl Lab, Los Alamos, NM 87544 USA
Melikechi, Noureddine
Mezzacappa, Alissa
论文数: 0引用数: 0
h-index: 0
机构:
Coll New Jersey, Ewing Township, NJ USALos Alamos Natl Lab, Los Alamos, NM 87544 USA
Mezzacappa, Alissa
Mclnroy, Rhonda E.
论文数: 0引用数: 0
h-index: 0
机构:
Los Alamos Natl Lab, Los Alamos, NM 87544 USALos Alamos Natl Lab, Los Alamos, NM 87544 USA
Mclnroy, Rhonda E.
Martinez, Ronald
论文数: 0引用数: 0
h-index: 0
机构:
Los Alamos Natl Lab, Los Alamos, NM 87544 USALos Alamos Natl Lab, Los Alamos, NM 87544 USA
Martinez, Ronald
Gasda, Patrick
论文数: 0引用数: 0
h-index: 0
机构:
Los Alamos Natl Lab, Los Alamos, NM 87544 USALos Alamos Natl Lab, Los Alamos, NM 87544 USA
Gasda, Patrick
Gasnault, Olivier
论文数: 0引用数: 0
h-index: 0
机构:
Inst Rech Astrophys & Planetol, Toulouse, FranceLos Alamos Natl Lab, Los Alamos, NM 87544 USA
Gasnault, Olivier
Maurice, Sylvestre
论文数: 0引用数: 0
h-index: 0
机构:
Inst Rech Astrophys & Planetol, Toulouse, FranceLos Alamos Natl Lab, Los Alamos, NM 87544 USA
机构:
Cent Res Inst Elect Power Ind, 2-6-1 Nagasaka, Yokosuka, Kanagawa 2400196, JapanCent Res Inst Elect Power Ind, 2-6-1 Nagasaka, Yokosuka, Kanagawa 2400196, Japan
Eto, Shuzo
Fujii, Takashi
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h-index: 0
机构:
Cent Res Inst Elect Power Ind, 2-6-1 Nagasaka, Yokosuka, Kanagawa 2400196, JapanCent Res Inst Elect Power Ind, 2-6-1 Nagasaka, Yokosuka, Kanagawa 2400196, Japan
机构:
Cairo Univ, NILES, Giza 12613, Egypt
Univ South Africa, Coll Sci Engn & Technol, UNESCO UNISA Africa Chair Nanosci Nanotechnol, POB 392, ZA-0003 Pretoria, South Africa
NRF, iThemba LABS, MRD, 1 Old Faure Rd 7129,POB 722, ZA-7129 Somerset West, Western Cape Pr, South AfricaCairo Univ, NILES, Giza 12613, Egypt
Galmed, A. H.
Steenkamp, C. M.
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h-index: 0
机构:
Univ Stellenbosch, Phys Dept, ZA-7600 Stellenbosch, South AfricaCairo Univ, NILES, Giza 12613, Egypt
Steenkamp, C. M.
Ahmed, I.
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h-index: 0
机构:
Natl Ctr Phys, NPU NCP Joint Int Res Ctr Adv Nanomat & Defects E, Islamabad 44000, PakistanCairo Univ, NILES, Giza 12613, Egypt
Ahmed, I.
Von Bergmann, H.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Stellenbosch, Phys Dept, ZA-7600 Stellenbosch, South AfricaCairo Univ, NILES, Giza 12613, Egypt
Von Bergmann, H.
Harith, M. A.
论文数: 0引用数: 0
h-index: 0
机构:
Cairo Univ, NILES, Giza 12613, EgyptCairo Univ, NILES, Giza 12613, Egypt
机构:
Los Alamos Natl Lab, Los Alamos, NM 87544 USALos Alamos Natl Lab, Los Alamos, NM 87544 USA
Clegg, Samuel M.
Wiens, Roger C.
论文数: 0引用数: 0
h-index: 0
机构:
Los Alamos Natl Lab, Los Alamos, NM 87544 USALos Alamos Natl Lab, Los Alamos, NM 87544 USA
Wiens, Roger C.
Anderson, Ryan
论文数: 0引用数: 0
h-index: 0
机构:
USGS Flagstaff, Flagstaff, AZ USALos Alamos Natl Lab, Los Alamos, NM 87544 USA
Anderson, Ryan
Forni, Olivier
论文数: 0引用数: 0
h-index: 0
机构:
Inst Rech Astrophys & Planetol, Toulouse, FranceLos Alamos Natl Lab, Los Alamos, NM 87544 USA
Forni, Olivier
Frydenvang, Jens
论文数: 0引用数: 0
h-index: 0
机构:
Los Alamos Natl Lab, Los Alamos, NM 87544 USALos Alamos Natl Lab, Los Alamos, NM 87544 USA
Frydenvang, Jens
Lasue, Jeremie
论文数: 0引用数: 0
h-index: 0
机构:
Inst Rech Astrophys & Planetol, Toulouse, FranceLos Alamos Natl Lab, Los Alamos, NM 87544 USA
Lasue, Jeremie
Cousin, Agnes
论文数: 0引用数: 0
h-index: 0
机构:
Inst Rech Astrophys & Planetol, Toulouse, FranceLos Alamos Natl Lab, Los Alamos, NM 87544 USA
Cousin, Agnes
Payre, Valerie
论文数: 0引用数: 0
h-index: 0
机构:
Univ Lorraine, Nancy, FranceLos Alamos Natl Lab, Los Alamos, NM 87544 USA
Payre, Valerie
Boucher, Tommy
论文数: 0引用数: 0
h-index: 0
机构:
Univ Massachusetts, Amherst, MA 01003 USALos Alamos Natl Lab, Los Alamos, NM 87544 USA
Boucher, Tommy
Dyar, M. Darby
论文数: 0引用数: 0
h-index: 0
机构:
Mt Holyoke Coll, S Hadley, MA USALos Alamos Natl Lab, Los Alamos, NM 87544 USA
Dyar, M. Darby
McLennan, Scott M.
论文数: 0引用数: 0
h-index: 0
机构:
SUNY Stony Brook, Stony Brook, NY USALos Alamos Natl Lab, Los Alamos, NM 87544 USA
McLennan, Scott M.
Morris, Richard V.
论文数: 0引用数: 0
h-index: 0
机构:
Johnson Space Ctr, Houston, TX USALos Alamos Natl Lab, Los Alamos, NM 87544 USA
Morris, Richard V.
Graff, Trevor G.
论文数: 0引用数: 0
h-index: 0
机构:
Johnson Space Ctr, Houston, TX USALos Alamos Natl Lab, Los Alamos, NM 87544 USA
Graff, Trevor G.
Mertzman, Stanley A.
论文数: 0引用数: 0
h-index: 0
机构:
Franklin & Marshall Coll, Lancaster, PA 17604 USALos Alamos Natl Lab, Los Alamos, NM 87544 USA
Mertzman, Stanley A.
Ehlmann, Bethany L.
论文数: 0引用数: 0
h-index: 0
机构:
CALTECH, Div Geol & Planetary Sci, Pasadena, CA 91125 USA
CALTECH, Jet Prop Lab, Pasadena, CA 91125 USALos Alamos Natl Lab, Los Alamos, NM 87544 USA
Ehlmann, Bethany L.
Belgacem, Ines
论文数: 0引用数: 0
h-index: 0
机构:
Univ New Mexico, Albuquerque, NM 87131 USALos Alamos Natl Lab, Los Alamos, NM 87544 USA
Belgacem, Ines
Newsom, Horton
论文数: 0引用数: 0
h-index: 0
机构:
Univ New Mexico, Albuquerque, NM 87131 USALos Alamos Natl Lab, Los Alamos, NM 87544 USA
Newsom, Horton
Clark, Ben C.
论文数: 0引用数: 0
h-index: 0
机构:
Space Sci Inst, Boulder, CO USALos Alamos Natl Lab, Los Alamos, NM 87544 USA
Clark, Ben C.
Melikechi, Noureddine
论文数: 0引用数: 0
h-index: 0
机构:
Univ Massachusetts Lowell, Lowell, MA USALos Alamos Natl Lab, Los Alamos, NM 87544 USA
Melikechi, Noureddine
Mezzacappa, Alissa
论文数: 0引用数: 0
h-index: 0
机构:
Coll New Jersey, Ewing Township, NJ USALos Alamos Natl Lab, Los Alamos, NM 87544 USA
Mezzacappa, Alissa
Mclnroy, Rhonda E.
论文数: 0引用数: 0
h-index: 0
机构:
Los Alamos Natl Lab, Los Alamos, NM 87544 USALos Alamos Natl Lab, Los Alamos, NM 87544 USA
Mclnroy, Rhonda E.
Martinez, Ronald
论文数: 0引用数: 0
h-index: 0
机构:
Los Alamos Natl Lab, Los Alamos, NM 87544 USALos Alamos Natl Lab, Los Alamos, NM 87544 USA
Martinez, Ronald
Gasda, Patrick
论文数: 0引用数: 0
h-index: 0
机构:
Los Alamos Natl Lab, Los Alamos, NM 87544 USALos Alamos Natl Lab, Los Alamos, NM 87544 USA
Gasda, Patrick
Gasnault, Olivier
论文数: 0引用数: 0
h-index: 0
机构:
Inst Rech Astrophys & Planetol, Toulouse, FranceLos Alamos Natl Lab, Los Alamos, NM 87544 USA
Gasnault, Olivier
Maurice, Sylvestre
论文数: 0引用数: 0
h-index: 0
机构:
Inst Rech Astrophys & Planetol, Toulouse, FranceLos Alamos Natl Lab, Los Alamos, NM 87544 USA
机构:
Cent Res Inst Elect Power Ind, 2-6-1 Nagasaka, Yokosuka, Kanagawa 2400196, JapanCent Res Inst Elect Power Ind, 2-6-1 Nagasaka, Yokosuka, Kanagawa 2400196, Japan
Eto, Shuzo
Fujii, Takashi
论文数: 0引用数: 0
h-index: 0
机构:
Cent Res Inst Elect Power Ind, 2-6-1 Nagasaka, Yokosuka, Kanagawa 2400196, JapanCent Res Inst Elect Power Ind, 2-6-1 Nagasaka, Yokosuka, Kanagawa 2400196, Japan
机构:
Cairo Univ, NILES, Giza 12613, Egypt
Univ South Africa, Coll Sci Engn & Technol, UNESCO UNISA Africa Chair Nanosci Nanotechnol, POB 392, ZA-0003 Pretoria, South Africa
NRF, iThemba LABS, MRD, 1 Old Faure Rd 7129,POB 722, ZA-7129 Somerset West, Western Cape Pr, South AfricaCairo Univ, NILES, Giza 12613, Egypt
Galmed, A. H.
Steenkamp, C. M.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Stellenbosch, Phys Dept, ZA-7600 Stellenbosch, South AfricaCairo Univ, NILES, Giza 12613, Egypt
Steenkamp, C. M.
Ahmed, I.
论文数: 0引用数: 0
h-index: 0
机构:
Natl Ctr Phys, NPU NCP Joint Int Res Ctr Adv Nanomat & Defects E, Islamabad 44000, PakistanCairo Univ, NILES, Giza 12613, Egypt
Ahmed, I.
Von Bergmann, H.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Stellenbosch, Phys Dept, ZA-7600 Stellenbosch, South AfricaCairo Univ, NILES, Giza 12613, Egypt
Von Bergmann, H.
Harith, M. A.
论文数: 0引用数: 0
h-index: 0
机构:
Cairo Univ, NILES, Giza 12613, EgyptCairo Univ, NILES, Giza 12613, Egypt