Sr. No.

Method/Theory/Approach

Action and Explanation

Limitation to Explanation

Group/Institute

Year

Reference

Part Scale Modelling

Analytical Modelling

1

Deterministic/Continuum Model

Non-random methods, produce same types of exact results

Does not depend on initial state/point

1993

[266]

2

Probabilistic/Stochastic Models

Randomised result based methods

Does depend on initial state

2016

[267] [268]

Computational Modelling

3

Lattice Boltzmann Methods (LBM)

Solution of basic “Continuity” and

“Naiver Stokes” Equations for CFD based on Ludwig Boltzmann’s Kinetic theory of gases

Limited to CFD type problems

Raabe, D (MPIE, Dusseldorf)

2004

[269] - [275]

4

Phase Field Method (PFM)

Solution of phase field parameter ϕ to describe physical state (liquid/solid) of material

Limited by type of ϕ for a particular situation

Napolitano, R. E (Iowa State)

2002 and 2012

[190] [195]

5

Cellular Automaton (CA) Method

Division of entire volume into finite cells and solution of transport equations applied to individual cell

Large initial Capital (Processor/RAM)

Rappaz, M (EPFL)

1993

[196] [197] [270] [277] [278]

6

Virtual Front Tracking (VFT) Method

Dendritic growth in low Péclet number systems

Best in 2D

Stefanescu, D.M (OSU)

2007

[279]

7

Sharp Interface (SIF) Method

Evolution of Interface as a function of time

Best in simple cases

Vermolen, F.J (Delft)

2006

[280]

8

CAFÉ

Combine Cellular Automaton (CA) Scheme with Finite Element (FE) Method

Rappaz, M (EPFL)

1994

[200]

9

PFFE

Combine Phase Field (PF) with Finite Element (FE) Method

Britta Nestler (KIT)

2011

[281]

10

PFCA

Combine Phase Field (PF) with Cellular Automata (CA) Regime

Shin, Y.C (Purdue)

2011

[259]

Atomistic Modelling

10

Classical MD

Exact Solutions

Computing power

Alder and Wainwright (Lawrence Livermore)

1957

[62] [282] [283]

11

Monte Carlo (MC) Simulation

Set of probability based possible outcomes

Range of Solutions

Metropolis, Nicholas and co-workers (LANL)

1953 and 1993

[284] [285] [286] [287]