The presence of mortar attached to the surface of recycled aggregates strongly affect their quality, especially in order to reuse them for making new concrete. In this perspective, an innovative sensor-based quality control strategy was developed using hyperspectral imaging (HSI) in the near-infrared range (1000-1700 nm), to evaluate the residual mortar content on the surface of coarse recycled concrete aggregates. Hyperspectral data processing was carried out applying first principal component analysis (PCA) for data exploration and then partial least square-discriminant analysis (PLS-DA) to build classification models. Micro X-ray fluorescence (micro-XRF) maps were also obtained on the same aggregate samples in order to validate the HSI classification results. The developed procedures allowed to correctly identify the mortar attached on aggregate surface and to quantify its percentage. The proposed approach can be profitably applied to certify recycled aggregates quality, increasing their economic value. (C) 2018 Elsevier Ltd. All rights reserved.
机构:
Wuhan Univ Technol, State Key Lab Silicate Mat Architectures, Wuhan 430070, Peoples R ChinaWuhan Univ Technol, State Key Lab Silicate Mat Architectures, Wuhan 430070, Peoples R China
Yunusa, Mujaheed
Zhang, Xiaoshan
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Wuhan Univ Technol, State Key Lab Silicate Mat Architectures, Wuhan 430070, Peoples R ChinaWuhan Univ Technol, State Key Lab Silicate Mat Architectures, Wuhan 430070, Peoples R China
Zhang, Xiaoshan
Cui, Peiqiang
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China Ge Zhou Ba Grp Co Ltd, Wuhan 430079, Peoples R ChinaWuhan Univ Technol, State Key Lab Silicate Mat Architectures, Wuhan 430070, Peoples R China
Cui, Peiqiang
Tian, Xiaowu
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China Ge Zhou Ba Grp Co Ltd, Wuhan 430079, Peoples R ChinaWuhan Univ Technol, State Key Lab Silicate Mat Architectures, Wuhan 430070, Peoples R China
机构:
Univ Oklahoma, Sch Civil Engn & Environm Sci, Norman, OK 73019 USAUniv Oklahoma, Sch Civil Engn & Environm Sci, Norman, OK 73019 USA
McNeil, Katrina
Kang, Thomas H. -K.
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Seoul Natl Univ, Dept Architecture & Architectural Engn, Seoul 151744, South KoreaUniv Oklahoma, Sch Civil Engn & Environm Sci, Norman, OK 73019 USA
机构:
Geomaterial Laboratory (LaG), University Hassiba Benbouali of Chlef, Chlef
University Ahmed Zabana of Relizane, RelizaneGeomaterial Laboratory (LaG), University Hassiba Benbouali of Chlef, Chlef
Ait Mohamed Amer A.
Ezziane K.
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Geomaterial Laboratory (LaG), University Hassiba Benbouali of Chlef, ChlefGeomaterial Laboratory (LaG), University Hassiba Benbouali of Chlef, Chlef
Ezziane K.
Adjoudj M.H.
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Geomaterial Laboratory (LaG), University Hassiba Benbouali of Chlef, ChlefGeomaterial Laboratory (LaG), University Hassiba Benbouali of Chlef, Chlef