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Machine Learning Approaches for Classification of Ultra-High Carbon Steel Micrographs Jorge Muñoz-Rodenas1,a, Valentín Miguel1,2, b *, Francisco García-Sevilla1,2,c, Juana Coello1,2,d and Alberto Martínez-Martínez1,e 1Regional Development Institute, Science and Engineering of Materials, University of Castilla-La Mancha, 02071 Albacete, Spain 2Higher Technical School of Industrial Engineers of Albacete, University of Castilla-La Mancha, 02071 Albacete, Spain ajorge.munoz6@alu.uclm.es, bvalentin.miguel@uclm.es, cfrancisco.garcia@uclm.es, djuana.coello@uclm.es, ealberto.martinez@uclm.es *corresponding author Keywords: microstructure, high carbon steel, machine learning, bag of features Abstract.
Roweis, Stochastic neighbor embedding, in: Advances in Neural Information Processing Systems (2003) 15 833–840
Advances in Self-Organizing Maps and Learning Vector Quantization.
In 2009 International Forum on Computer Science-Technology and Applications (IEEE) (2009) 2 117–120.

However, cast Ti-48Al-2Cr-2Nb cannot for engineering application due to low plasticity and low strength coming from coarse lamellar.
An advanced TiAl alloy with the composition Ti-47Al-4(Nb, Mn, Cr, Si, B) were carried out in GKSS by spray forming experiments.
Plansee has developed an advanced sheet rolling process for TiAl alloys which allows processing on a conventional hot-rolling mill within the α+γ zone at low rolling speeds[61].
However, there is a persistent need to the transfer from experimental research to engineering components.
Forum Vol. 29 (2005), p. 17 [10] A.

Mitschang, Data Mining-driven Manufacturing Process Optimization, in: Proceedings of the World Congress on Engineering 2012 Vol III WCE 2012 Conference, London, 2012
Scheffler, Process monitoring and closed loop controlled process, in: Archives of civil and mechanical engineering Vol. 9 No. 2 (2009) 105-126
Kerschner, Automatic Process Control in Press Shops, in: Key Engineering Materials Vol. 344, 2007, p. 881-888
Advanced Technologies, CRC Press, Boca Raton, 2009, p. 265-269
Bilstein, Advanced sensor for on-line topography in continuous annealing lines, in: Revue de Métallurgie 103 (2006) 233-237

Controlling Mechanism of Soluble Phosphates During CaCO3 Whiskers synthesis Lixia Li1, a , Yuexin Han 1,b and Limei Bai 2,c 1 School of Resources & Civil Engineering, Northeastern University, Shenyang 110004, China 2 College of Resources and Environment, Hebei Polytechnic University,Tangshan 063009, China a lilixia@mail.neu.edu.cn, b hanyuexin@mail.neu.edu.cn, c limeibai@126.com Keywords: soluble phosphate; aragonite; calcium carbonate whiskers; mechanism; hydroxyapatite Abstract.
CaCO3 whiskers were synthesized with soluble phosphates by one-step carbonization method, controlling mechanisms were investigated via XRD and FTIR, and it has been indicated that the most stable calcium phosphates in thermodynamics, hydroxyapatite was formed through the reaction of soluble phosphates and Ca(OH)2 in advance before CO2 was introduced, and then [CO32- (OH)] entered the crystal lattices of hydroxyapatite to replace partially [PO43- ] to yield B-carbonate hydroxyapatite in the early stage of blowing CO2, which induced aragonite to heterogeneously nucleate as nucleation center and grew into calcium carbonate whiskers by the continuous stack of Ca2+ and CO32- , while other HA selectly adsorbed onto the flanks of CaCO3 to control crystal morphology. 1.
Shoutian: Rare Metal Materials and Engineering Vol. 29 (2000), p. 398-402 [12] M.
Yunfa: China Forum on Nano Technology Application, Beijing 2004

Recent Advances in the Doping of 4H-SiC by Channeled Ion Implantation Anders Hallén1,a*, Margareta K.
Forum 338-342, p. 889 (2000) [7] US Patent Application Publication US 2015/0028351 A1, Jan. 29, 2015, Cree Inc
Strecker, Material Science and Engineering B71, 128-136 (2000) [17] E.

This process found its way into becoming one of the most fascinating engineering subjects of today.
Jatti, Friction Stir Welding of Polymer, international journal of advance research in science engineering, Vol n 6, Issue n 09, 2017
(eds) 2nd International Conference on Mechanical, Manufacturing and Process Plant Engineering.
Lecture Notes in Mechanical Engineering.
Forum 2010

Huang: Journal of Engineering Geology.
Jin: Engineering Education and Management.
Huo: Advanced Materials Research.
Lu: Systems Engineering: Theory & Practice, Vol. 29, No. 11, (2009): pp. 1-18.
Munda: Bulletin of Earthquake Engineering.

.), High energy density lithium batteries: Materials, engineering, applications, Wiley-VCH, Weimheim, 2010
Chen, Recent Progress in Advanced Materials for Lithium Ion Batteries, Materials 6 (2013) 156–183
Forum 333 (2013) 33–38
Forum 363 (2015) 62–67
Song, Characterization and improvement of water compatibility of γ-LiAlO2 ceramic breeders, Fusion Engineering and Design 85 (2010) 1162–1166

In its simplest form, the model is advanced one change of a voxel at a time, based on the change in the system energy.
The system is advanced in time by allowing the value of each field variable to change in response to the gradient of the energy functional with respect to that variable.
Acknowledgements The support of the NSF-supported Materials Research Science & Engineering Center (MRSEC) at Carnegie Mellon under grant number DMR-0520425, the Alcoa Technical Center, the U.S.
Manohar: in Continuum scale simulation of engineering materials, (Eds: D.
Forum Vol. 28, (2004), p. 1173

Introduction The decisive tendency of the heat insulation materials production is the density decrease, the improvement of the heat engineering indicators, the energy intensity reduction.
Rodrigues, “Characterization of Natural Clay Vermiculite, Expanded by Indirect Method for Energy and Microwave“, Materials Science Forum, 820, 36-39 (2015)
Rashad, “Vermiculite as a construction material – A short guide for Civil Engineer”, Construction and Building Materials, 125, 53-62 (2016)
Advanced Materials Research, 178, 53-58 (2011)