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Enthalpy Landscape Analysis for Calculating the Melting Temperature of a Material Alex M. Nieves, Vaclav Vitek, and Talid Sinno University of Pennsylvania AIChE 2010 Annual Meeting   Salt Lake City, Utah
Importance of Melting steel.nic.in  Process Conditions &  Material Selection and Design sti.nasa.gov  simplystone.com.au  Theoretical Understanding trucknetuk.com  cseg.ca  HOW? WHY?
Thermodynamic definition of melting Thermodynamics defines Melting as a first order phase transition:  Crystalline Phase   long range  ordered state Liquid Phase short range disordered state The Thermodynamic Melting Temperature is obtained by comparing the Free Energy of the two phases:  Solid Phase Liquid Phase T Free Energy T M
Thermodynamic Melting  “Heterogeneous Melting” Heterogeneous melting mechanism at T M  when a  Liquid Phase  already exits
Homogeneous Melting ,[object Object],[object Object],[object Object],[object Object],[object Object],In perfect crystals, the  “liquid phase”  must be generated from within the  bulk lattice .  Frenkel Pairs I-V Pair
[object Object],[object Object],Empirical Observations of Material Behavior for Homogenous Melting ,[object Object],[1] Forsblom et al., Nature Materials  4  (2005) Defect Cluster
Theories for the Limit of Superheating Lu & Li, Phys Rev Lett  80  (1998) Entropy Catastrophe (1988) Rigidity Catastrophe (1989) Volume Catastrophe (1989)  Fetch and Johnson, Nature  334  (1988) Molar Volume of the Crystalline Phase and Liquid Phase are equal. Rigidity of the Crystalline Phase at T S  is equal to Rigidity of the Liquid Phase at T M Tallon, Nature  342  (1989) Tallon, Nature  342  (1989) Classical Nucleation Theory gives nucleation rate of a liquid sphere in a crystalline bulk material Classical Nucleation Theory  (1998)
“Idealized” Energy Landscape
The “Real” Energy Landscape
Sampling the Energy Landscape Discretization of continuous energy landscape into  energy minima basins  known as  Inherent Structures .  Sample  energy landscape with MD. Histogram the visited  basin minima   by  quenching  the system.  The energy of each basin is defined here by the  formation energy  of the inherent structure.
Formation Energies Formation Volume of a Defect: Formation Enthalpy of a Defect: Formation Energy of a Defect:
Calculation of the Density of States  Using MD Simulations Density of States:  Number of basins with energy  Δ H Boltzmann Factor:  Probability of being at basin with energy  Δ H at T
Effect of density of states on  probability distribution Δ H If rate of increase of g( Δ H) is lower than rate of decrease of exp (- Δ H/kT) Δ H Negative Slope If rate of increase of g( Δ H) is higher than rate of decrease of exp (- Δ H/kT) Positive Slope Δ H If rate of increase of g( Δ H) is equal to rate of decrease of exp (- Δ H/kT) Zero Slope Δ H Number of states increases with enthalpy
Extracting an Effective Temperature from the Density of States Function Density of States Calculation: Density of States Growth Rate   can be approximated by an  exponential fit .  An effective temperature,  T eff , can be extracted.
Revisiting the Probability Distribution Curve Giving: Using this approximation for the density of states the probability becomes: Slope of the Probability Distribution is:
Determining Melting Temperature from T eff Assuming that the slope of g( Δ H) remains constant: At  T sim   >  T eff , P( Δ H) becomes unbounded with increasing energy, giving access to liquid states.   T sim  > T eff T sim  = T eff T sim  < T eff
Melting Temperatures Calculated at  Different System Sizes
Effect of Pressure on Melting Young,  Phase Diagrams of the Elements.  (1991) Δ V M  > 0 for most materials  Δ V M  < 0 for the few materials Latent Heat of Melting Change in Volume during Melting Clausius-Clapeyron equation  gives the  slope of the melting curve :
Interpreting the Effect of Pressure on  the Density of States Aluminum: P = 8GPa P = 5GPa P = 3GPa P = 0GPa
Interpreting the Effect of Pressure on  the Density of States Silicon: P = 8GPa P = 5GPa P = 3GPa P = 0GPa
Effect of  Δ V M  on the  Mechanism of  Melting Initiated at a Void Silicon ( Δ V M  < 0) Aluminum ( Δ V M  > 0)
Effect of Void Volume Fraction on the  Superheating Melting Temperature ,[object Object],[object Object],[object Object],Si - EDIP Si - Tersoff Al - EAM
Summary Other Applications Pressure Effect on Melting Melting Temperature  from Density of States ,[object Object],[object Object],[object Object],[object Object],T sim  > T eff T sim  = T eff T sim  < T eff Al Si
Acknowledgements  Funding from NSF-NIRT Thanks to: Advisors: Prof. Talid Sinno  Prof. Vaclav Vitek  ,[object Object],[object Object],[object Object],[object Object],[object Object]
 
 
 
System Size Effect ,[object Object]
“ Pretty” Picture of Melting Crystal Phase  Liquid Phase  Real Picture of Melting Crystal Phase  Liquid Phase
Using the Enthalpy Landscape Analysis to Study Melting Stages of a Void Teff Teff Teff homogeneous

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Ai ch e.2010.nieves_melting

  • 1. Enthalpy Landscape Analysis for Calculating the Melting Temperature of a Material Alex M. Nieves, Vaclav Vitek, and Talid Sinno University of Pennsylvania AIChE 2010 Annual Meeting Salt Lake City, Utah
  • 2. Importance of Melting steel.nic.in Process Conditions & Material Selection and Design sti.nasa.gov simplystone.com.au Theoretical Understanding trucknetuk.com cseg.ca HOW? WHY?
  • 3. Thermodynamic definition of melting Thermodynamics defines Melting as a first order phase transition: Crystalline Phase long range ordered state Liquid Phase short range disordered state The Thermodynamic Melting Temperature is obtained by comparing the Free Energy of the two phases: Solid Phase Liquid Phase T Free Energy T M
  • 4. Thermodynamic Melting “Heterogeneous Melting” Heterogeneous melting mechanism at T M when a Liquid Phase already exits
  • 5.
  • 6.
  • 7. Theories for the Limit of Superheating Lu & Li, Phys Rev Lett 80 (1998) Entropy Catastrophe (1988) Rigidity Catastrophe (1989) Volume Catastrophe (1989) Fetch and Johnson, Nature 334 (1988) Molar Volume of the Crystalline Phase and Liquid Phase are equal. Rigidity of the Crystalline Phase at T S is equal to Rigidity of the Liquid Phase at T M Tallon, Nature 342 (1989) Tallon, Nature 342 (1989) Classical Nucleation Theory gives nucleation rate of a liquid sphere in a crystalline bulk material Classical Nucleation Theory (1998)
  • 10. Sampling the Energy Landscape Discretization of continuous energy landscape into energy minima basins known as Inherent Structures . Sample energy landscape with MD. Histogram the visited basin minima by quenching the system. The energy of each basin is defined here by the formation energy of the inherent structure.
  • 11. Formation Energies Formation Volume of a Defect: Formation Enthalpy of a Defect: Formation Energy of a Defect:
  • 12. Calculation of the Density of States Using MD Simulations Density of States: Number of basins with energy Δ H Boltzmann Factor: Probability of being at basin with energy Δ H at T
  • 13. Effect of density of states on probability distribution Δ H If rate of increase of g( Δ H) is lower than rate of decrease of exp (- Δ H/kT) Δ H Negative Slope If rate of increase of g( Δ H) is higher than rate of decrease of exp (- Δ H/kT) Positive Slope Δ H If rate of increase of g( Δ H) is equal to rate of decrease of exp (- Δ H/kT) Zero Slope Δ H Number of states increases with enthalpy
  • 14. Extracting an Effective Temperature from the Density of States Function Density of States Calculation: Density of States Growth Rate can be approximated by an exponential fit . An effective temperature, T eff , can be extracted.
  • 15. Revisiting the Probability Distribution Curve Giving: Using this approximation for the density of states the probability becomes: Slope of the Probability Distribution is:
  • 16. Determining Melting Temperature from T eff Assuming that the slope of g( Δ H) remains constant: At T sim > T eff , P( Δ H) becomes unbounded with increasing energy, giving access to liquid states. T sim > T eff T sim = T eff T sim < T eff
  • 17. Melting Temperatures Calculated at Different System Sizes
  • 18. Effect of Pressure on Melting Young, Phase Diagrams of the Elements. (1991) Δ V M > 0 for most materials Δ V M < 0 for the few materials Latent Heat of Melting Change in Volume during Melting Clausius-Clapeyron equation gives the slope of the melting curve :
  • 19. Interpreting the Effect of Pressure on the Density of States Aluminum: P = 8GPa P = 5GPa P = 3GPa P = 0GPa
  • 20. Interpreting the Effect of Pressure on the Density of States Silicon: P = 8GPa P = 5GPa P = 3GPa P = 0GPa
  • 21. Effect of Δ V M on the Mechanism of Melting Initiated at a Void Silicon ( Δ V M < 0) Aluminum ( Δ V M > 0)
  • 22.
  • 23.
  • 24.
  • 25.  
  • 26.  
  • 27.  
  • 28.
  • 29. “ Pretty” Picture of Melting Crystal Phase Liquid Phase Real Picture of Melting Crystal Phase Liquid Phase
  • 30. Using the Enthalpy Landscape Analysis to Study Melting Stages of a Void Teff Teff Teff homogeneous