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A novel application of neural networks for instant iron-ore grade estimation

หน่วยงาน Central Queensland University, Australia

รายละเอียด

ชื่อเรื่อง : A novel application of neural networks for instant iron-ore grade estimation
นักวิจัย : Guo, Wanwu.
คำค้น : Neural networks (Computer science) , Applied research. , 840104 Iron Ore Exploration. , 890205 Information Processing Services (incl. Data Entry and Capture) , 080105 Expert Systems. , 080108 Neural, Evolutionary and Fuzzy Computation. , 080110 Simulation and Modelling. , Iron-ores , Iron-ores , Neural networks -- Multilayer perceptron -- Magnetic contents -- Iron-ore grade -- Magnetic petrophysics
หน่วยงาน : Central Queensland University, Australia
ผู้ร่วมงาน : -
ปีพิมพ์ : 2553
อ้างอิง : http://hdl.cqu.edu.au/10018/55708
ที่มา : Guo, W 2010, 'A novel application of neural networks for instant iron-ore grade estimation', Expert Systems with Applications, vol. 37 , pp. 8729-8735, http://dx.doi.org/10.1016/j.eswa.2010.06.043
ความเชี่ยวชาญ : -
ความสัมพันธ์ : Expert systems with applications. Amsterdam, Netherlands : Elsevier, 2010. Vol. 37, (2010), p. 8729-8735 7 pages Refereed 0957-4174 , ACQUIRE [electronic resource] : Central Queensland University Institutional Repository.
ขอบเขตของเนื้อหา : -
บทคัดย่อ/คำอธิบาย :

The inverse problem of magnetic petrophysics is to determine magnetic contents of rocks/ores provided with their susceptibility readings already known. This has not been studied yet due to its unknown applications. This paper proposes a novel application of solving this inverse problem for instant estimation of iron-ore grade in mining. This application is based on numerical simulation using neural networks assisted with 2D interpolation for determining the magnetite and hematite contents through known magnetic susceptibility data. This study shows that a four-layer multilayer perceptron (MLP) trained properly is able to accurately simulate the magnetic contents of iron-ores, which can lead to instant estimation of iron-ore grade in situ in iron-ore mining.

บรรณานุกรม :
Guo, Wanwu. . (2553). A novel application of neural networks for instant iron-ore grade estimation.
    กรุงเทพมหานคร : Central Queensland University, Australia.
Guo, Wanwu. . 2553. "A novel application of neural networks for instant iron-ore grade estimation".
    กรุงเทพมหานคร : Central Queensland University, Australia.
Guo, Wanwu. . "A novel application of neural networks for instant iron-ore grade estimation."
    กรุงเทพมหานคร : Central Queensland University, Australia, 2553. Print.
Guo, Wanwu. . A novel application of neural networks for instant iron-ore grade estimation. กรุงเทพมหานคร : Central Queensland University, Australia; 2553.