Integrated process simulation of porcelain stoneware manufacturing using flowsheet simulation

Abstract Integrated simulation of manufacturing plants plays crucial role in development of sustainable processes and optimized products. However, no investigation has been reported for the whole process chain of porcelain stoneware manufacturing. In this contribution, semi-empirical models of porcelain stoneware processing steps have been developed and implemented into Dyssol framework. By validation based on industrial and lab-scale experiments, the simulation has been applied for modeling and sensitivity analysis of the entire process. The simulation results are in a good agreement with experiments showing that the proposed modeling strategy has high potential to be used for future digital transformation in this sector.

[1]  Wilfried Sihn,et al.  Tangible Industry 4.0: A Scenario-Based Approach to Learning for the Future of Production , 2016 .

[2]  I-Wei Chen,et al.  Ceramics Science and Technology, Volume 3: Synthesis and Processing , 2011 .

[3]  D. Hotza,et al.  Tecnologia de fabricação de revestimentos cerâmicos , 2015 .

[4]  Stefan Heinrich,et al.  Influence of pores arrangement on stability of photonic structures during sintering , 2020 .

[5]  Michael Baldea,et al.  A survey of optimal process design capabilities and practices in the chemical and petrochemical industries , 2018, Comput. Chem. Eng..

[6]  João Barata,et al.  Ceramic Industry 4.0: Paths of Revolution in Traditional Products , 2019 .

[7]  I. Zbiciński,et al.  Conditions for Accurate CFD Modeling of Spray-Drying Process , 2006 .

[8]  S. Kurama,et al.  The effects of sintering temperature on phase and pore evolution in porcelain tiles , 2017 .

[9]  S. Komarneni,et al.  Powder compacts and green bodies for porous materials , 1998 .

[10]  D. Hotza,et al.  Influence of composition on mechanical behaviour of porcelain tile. Part I: Microstructural characterization and developed phases after firing , 2010 .

[11]  M. Dondi,et al.  Pore evolution and compaction behaviour of spray-dried bodies for porcelain stoneware slabs , 2018, Journal of the European Ceramic Society.

[12]  K. Uematsu,et al.  Effect of Moisture on the Structure and Fracture Strength of Ceramic Green Bodies , 1994 .

[13]  John Howard Perry,et al.  Chemical Engineers' Handbook , 1934 .

[14]  M. Dondi,et al.  Characteristics and rheological behaviour of spray-dried powders for porcelain stoneware slabs , 2018, Journal of the European Ceramic Society.

[15]  G. R. Thorpe,et al.  Moisture diffusion through bulk grain subjected to a temperature gradient , 1982 .

[16]  Philippe Bournot,et al.  Study of dynamic structure and heat and mass transfer of a vertical ceramic tiles dryer using CFD simulations , 2014 .

[17]  D. Hotza,et al.  Influence of composition on mechanical behaviour of porcelain tile. Part II: Mechanical properties and microscopic residual stress , 2010 .

[18]  Keith Masters,et al.  Spray drying : an introduction to principles, operational practice and applications , 1972 .

[19]  Adam J. Stevenson,et al.  Toward Pore-Free Ceramics , 2008, Science.

[20]  A. A. U. D. Souza,et al.  MODELING AND SIMULATION OF THE EFFECT OF THE FIRING CURVE ON THE LINEAR SHRINKAGE OF CERAMIC MATERIALS: LABORATORY SCALE AND INDUSTRIAL SCALE , 2015 .

[21]  M. U. Taskiran,et al.  A new porcelainised stoneware material based on anorthite , 2005 .

[22]  S. M. Hendorson Grain Drying Theory (I) Temperature Effect on Drying Coefficient , 1961 .

[23]  Alexander W. Dowling,et al.  A framework for efficient large scale equation-oriented flowsheet optimization , 2015, Comput. Chem. Eng..

[24]  Mojtaba Ghadiri,et al.  A one-dimensional plug-flow model of a counter-current spray drying tower , 2014 .

[25]  Nenad Bolf,et al.  Heat and mass transfer models in convection drying of clay slabs , 2003 .

[26]  Stefan Heinrich,et al.  Novel system for dynamic flowsheet simulation of solids processes , 2017 .

[27]  M. Raimondo,et al.  SINTERING MECHANISMS OF PORCELAIN STONEWARE TILES , 2007 .

[28]  K. Khalili,et al.  Numerical Simulation of Drying Ceramic Using Finite Element and Machine Vision , 2014 .

[29]  Arno Kwade,et al.  Prediction of energy effective grinding conditions , 2013 .

[30]  Arno Kwade,et al.  Use of an Enhanced Stress Model for the Optimization of Wet Stirred Media Milling Processes , 2014 .

[31]  Zilin Yan,et al.  Sintered ceramics with controlled microstructures: numerical investigations with the Discrete Element Method , 2016 .

[32]  D. Hotza,et al.  Predicting powder densification during sintering , 2017 .

[33]  Jitendra Kumar,et al.  Application of Transformation Matrices to the Solution of Population Balance Equations , 2019, Processes.

[34]  Roger B. Keey,et al.  Drying principles and practice , 1972 .

[35]  Christopher T. Rhodes,et al.  The spray drying of pharmaceuticals , 1992 .

[36]  M. Cargnin,et al.  Additional high‐energy milling to enhance the performance of porcelain stoneware manufacturing , 2020 .

[37]  Stefan Heinrich,et al.  Flowsheet simulation of solids processes: Current status and future trends , 2020, Advanced Powder Technology.

[38]  E. Monfort,et al.  Beyond the energy balance: Exergy analysis of an industrial roller kiln firing porcelain tiles , 2019, Applied Thermal Engineering.

[39]  M. U. Taskiran,et al.  Influence of mixing/milling on sintering and technological properties of anorthite based porcelainised stoneware , 2006 .

[40]  H. Alves,et al.  Effect of spray-dried powder granulometry on the porous microstructure of polished porcelain tile , 2010 .

[41]  Zafer Erbay,et al.  A Review of Thin Layer Drying of Foods: Theory, Modeling, and Experimental Results , 2010, Critical reviews in food science and nutrition.

[42]  Vasyl Skorych,et al.  Dyssol - An open-source flowsheet simulation framework for particulate materials , 2020, SoftwareX.

[43]  Sebastião Feyo de Azevedo,et al.  Hybrid semi-parametric modeling in process systems engineering: Past, present and future , 2014, Comput. Chem. Eng..

[44]  Lucía Pitarch Monferrer The ceramic sector digitalization , 2017 .

[45]  M. E. Duarte,et al.  Mathematical Modeling and Determination of Effective Diffusivity of Mesquite during Convective Drying , 2016 .

[46]  J. Garcia-Ten,et al.  Effect of the green porous texture on porcelain tile properties , 2007 .