Both single phase surface tension and adhesion modeling is based on the work of
        Akinci et al.
        
            Both models are capable of reproducing qualitatively realistic results, but are in
                principle unphysical and cannot be generalized for an arbitrary case/simulation.
                Because of this, trial-and-error tuning of the surface tension coefficient and the
                adhesion coefficient is necessary if realistic fluid behavior is to be achieved.
            Both adhesion and single phase surface tension models rely on a form inter-particle
                force, which binds the particles together. The way the force is modeled is through a
                specific kernel shape which mimics a potential energy well. In that sense, particles
                tend to keep a certain distance from each other and introduce elastic forcing if the
                particles get too close or too far from each other.
            The equation that dictates the adhesion force is given by:
(1) 
                    
                        
                            F 
                            
                                a d  
                         
                        = − 
                            
                                ∑ 
                                
                                    n b r s  
                             
                            
                                β 
                                    m 
                                    i 
                                 
                                
                                    W 
                                    
                                        A k  
                                 
                                
                                    V 
                                    i 
                                 
                                
                                    
                                        Δ 
                                            x 
                                            
                                                i j  
                                         
                                     
                                    
                                        |  
                                            Δ 
                                                x 
                                                
                                                    i j  
                                             
                                          |  
                                 
                             
                          
                 
                
                While the single phase surface tension is defined by:
(2) 
                    
                        
                            F 
                            
                                c o h  
                         
                        = − 
                            
                                ∑ 
                                
                                    n b r s  
                             
                            
                                
                                    
                                        2 
                                            ρ 
                                            0 
                                         
                                     
                                    
                                        
                                            ρ 
                                            i 
                                         
                                        + 
                                            ρ 
                                            j 
                                         
                                     
                                 
                             
                         γ 
                            m 
                            i 
                            2 
                         
                        
                            W 
                            
                                C o h  
                         
                        
                            
                                Δ 
                                    x 
                                    
                                        i j  
                                 
                             
                            
                                |  
                                    Δ 
                                        x 
                                        
                                            i j  
                                     
                                  |  
                         
                     
                 
                
                Where,
            Indicies 
                        
                            
                                A 
                                d 
                             
                         
                      and 
                        
                            
                                C 
                                o 
                                h 
                             
                         
                      stand for adhesion and cohesion.
            
                        
                            
                                W 
                             
                         
                      is the appropriate kernel used for each of the
                forces.
            
                        
                            
                                m 
                             
                         
                      is the mass of the particle.
            
                        
                            
                                Δ 
                                
                                    x 
                                    
                                        i 
                                        j 
                                     
                                 
                             
                         
                      is the distance between two interacting
                particles.
            
                        
                            
                                
                                    ρ 
                                    i 
                                 
                             
                         
                      and 
                        
                            
                                
                                    ρ 
                                    j 
                                 
                             
                         
                      are instantaneous particle densities.
            
                        
                            
                                
                                    ρ 
                                    o 
                                 
                             
                         
                      is the default density value of the particle
                phase.
            
                        
                            β 
                         
                      is the adhesion coefficient.
            
                        
                            γ 
                         
                      is the cohesion or surface tension coefficient.
            The 
                        
                            β 
                         
                      parameter is specified for each
                    
WALL  or 
MOVINGWALL  phase. That means that the
                level of adhesion can be different for every 
WALL  or
                    
MOVINGWALL  phase. The same applies to the 
                        
                            γ 
                         
                      value for the surface tension forces. The balance
                between surface tension and adhesion forces can replicate qualitatively the physical
                contact angles between the fluid and the solid elements. An example of balancing
                adhesion and surface tension forces is shown in 
Figure 1 .
                    
                    
                    Figure 1.  Single phase fluid droplet on a plate. Using different values of the adhesion and surface tension coefficient
                        produces effects of different contact angles.  
The adhesion model can be used in conjunction with the more physical multiphase
                surface tension model. In that situation, the surface tension forces are physical
                and only the adhesion model is left to be tuned, which can be a significantly easier
                exercise.
         
        Modeling Physical Behavior of Single Phase Surface Tension and Adhesion 
            
            The nanoFluidX  team has performed a number of tests
                resulting in the development of consistent single phase surface tension and adhesion
                behavior. By consistency it is meant that if appropriate/desired behavior is found
                for a given resolution and a given surface tension or adhesion coefficient such
                behavior can be replicated for other resolutions by following the below
                methodology.
            The simulation data show that the variations of surface tension coefficient 
                        
                            
                                σ 
                                MathType@MTEF@5@5@+=
                                    feaahqart1ev3aqatCvAUfeBSjuyZL2yd9gzLbvyNv2CaerbuLwBLn
                                    hiov2DGi1BTfMBaeXatLxBI9gBaerbd9wDYLwzYbItLDharqqtubsr
                                    4rNCHbGeaGqiVCI8FfYJH8YrFfeuY=Hhbbf9v8qqaqFr0xc9pk0xbb
                                    a9q8WqFfeaY=biLkVcLq=JHqpepeea0=as0Fb9pgeaYRXxe9vr0=vr
                                    0=vqpWqaaeaabiGaciaacaqabeaadaqaaqaaaOqaaabaaaaaaaaape
                                    Gaeq4Wdmhaaa@37CC@  
                             
                         
                      and adhesion coefficient 
                        
                            
                                ϵ 
                                MathType@MTEF@5@5@+=
                                    feaahqart1ev3aqatCvAUfeBSjuyZL2yd9gzLbvyNv2CaerbuLwBLn
                                    hiov2DGi1BTfMBaeXatLxBI9gBaerbd9wDYLwzYbItLDharqqtubsr
                                    4rNCHbGeaGqiVCI8FfYJH8YrFfeuY=Hhbbf9v8qqaqFr0xc9pk0xbb
                                    a9q8WqFfeaY=biLkVcLq=JHqpepeea0=as0Fb9pgeaYRXxe9vr0=vr
                                    0=vqpWqaaeaabiGaciaacaqabeaadaqaaqaaaOqaamrr1ngBPrwtHr
                                    hAXaqeguuDJXwAKbstHrhAG8KBLbacfiaeaaaaaaaaa8qacqWF1pG8 aaa@4204@
                                 
                             
                         
                      due to particle spacing 
                        
                            
                                
                                    d 
                                    x 
                                 
                                MathType@MTEF@5@5@+=
                                    feaahqart1ev3aqatCvAUfeBSjuyZL2yd9gzLbvyNv2CaerbuLwBLn
                                    hiov2DGi1BTfMBaeXatLxBI9gBaerbd9wDYLwzYbItLDharqqtubsr
                                    4rNCHbGeaGqiVCI8FfYJH8YrFfeuY=Hhbbf9v8qqaqFr0xc9pk0xbb
                                    a9q8WqFfeaY=biLkVcLq=JHqpepeea0=as0Fb9pgeaYRXxe9vr0=vr
                                    0=vqpWqaaeaabiGaciaacaqabeaadaqaaqaaaOqaaabaaaaaaaaape
                                    GaamizaiaadIhaaaa@37EF@  
                             
                         
                      changes can be modeled as 
                        
                            
                                
                                    α 
                                    d 
                                    
                                        x 
                                        
                                            − 
                                            β 
                                         
                                     
                                 
                                MathType@MTEF@5@5@+=
                                    feaahqart1ev3aqatCvAUfeBSjuyZL2yd9gzLbvyNv2CaerbuLwBLn
                                    hiov2DGi1BTfMBaeXatLxBI9gBaerbd9wDYLwzYbItLDharqqtubsr
                                    4rNCHbGeaGqiVCI8FfYJH8YrFfeuY=Hhbbf9v8qqaqFr0xc9pk0xbb
                                    a9q8WqFfeaY=biLkVcLq=JHqpepeea0=as0Fb9pgeaYRXxe9vr0=vr
                                    0=vqpWqaaeaabiGaciaacaqabeaadaqaaqaaaOqaaabaaaaaaaaape
                                    GaeqySdeMaamizaiaadIhapaWaaWbaaSqabeaapeGaeyOeI0IaeqOS
                                    digaaaaa@3C68@  
                             
                         
                     . 
                        
                            
                                α 
                                MathType@MTEF@5@5@+=
                                    feaahqart1ev3aqatCvAUfeBSjuyZL2yd9gzLbvyNv2CaerbuLwBLn
                                    hiov2DGi1BTfMBaeXatLxBI9gBaerbd9wDYLwzYbItLDharqqtubsr
                                    4rNCHbGeaGqiVCI8FfYJH8YrFfeuY=Hhbbf9v8qqaqFr0xc9pk0xbb
                                    a9q8WqFfeaY=biLkVcLq=JHqpepeea0=as0Fb9pgeaYRXxe9vr0=vr
                                    0=vqpWqaaeaabiGaciaacaqabeaadaqaaqaaaOqaaabaaaaaaaaape
                                    GaeqySdegaaa@37A8@  
                             
                         
                      and 
                        
                            
                                β 
                                MathType@MTEF@5@5@+=
                                    feaahqart1ev3aqatCvAUfeBSjuyZL2yd9gzLbvyNv2CaerbuLwBLn
                                    hiov2DGi1BTfMBaeXatLxBI9gBaerbd9wDYLwzYbItLDharqqtubsr
                                    4rNCHbGeaGqiVCI8FfYJH8YrFfeuY=Hhbbf9v8qqaqFr0xc9pk0xbb
                                    a9q8WqFfeaY=biLkVcLq=JHqpepeea0=as0Fb9pgeaYRXxe9vr0=vr
                                    0=vqpWqaaeaabiGaciaacaqabeaadaqaaqaaaOqaaabaaaaaaaaape
                                    GaeqOSdigaaa@37AA@  
                             
                         
                      are case dependent and will take different values
                depending on the resolution and specific phenomena of the simulation. It is
                recommended to set 
                        
                            
                                
                                    β 
                                    = 
                                    0.7 
                                      
                                 
                                MathType@MTEF@5@5@+=
                                    feaahqart1ev3aqatCvAUfeBSjuyZL2yd9gzLbvyNv2CaerbuLwBLn
                                    hiov2DGi1BTfMBaeXatLxBI9gBaerbd9wDYLwzYbItLDharqqtubsr
                                    4rNCHbGeaGqiVCI8FfYJH8YrFfeuY=Hhbbf9v8qqaqFr0xc9pk0xbb
                                    a9q8WqFfeaY=biLkVcLq=JHqpepeea0=as0Fb9pgeaYRXxe9vr0=vr
                                    0=vqpWqaaeaabiGaciaacaqabeaadaqaaqaaaOqaaabaaaaaaaaape
                                    GaeqOSdiMaeyypa0JaaGimaiaac6cacaaI3aGaaiiOaaaa@3C01@
                                 
                             
                         
                      and 
                        
                            
                                
                                    0.95 
                                 
                                MathType@MTEF@5@5@+=
                                    feaahqart1ev3aqatCvAUfeBSjuyZL2yd9gzLbvyNv2CaerbuLwBLn
                                    hiov2DGi1BTfMBaeXatLxBI9gBaerbd9wDYLwzYbItLDharqqtubsr
                                    4rNCHbGeaGqiVCI8FfYJH8YrFfeuY=Hhbbf9v8qqaqFr0xc9pk0xbb
                                    a9q8WqFfeaY=biLkVcLq=JHqpepeea0=as0Fb9pgeaYRXxe9vr0=vr
                                    0=vqpWqaaeaabiGaciaacaqabeaadaqaaqaaaOqaaabaaaaaaaaape
                                    GaaGimaiaac6cacaaI5aGaaGynaaaa@38F7@  
                             
                         
                      for surface tension and adhesion, respectively.
            The procedure to obtain new 
                        
                            
                                σ 
                                MathType@MTEF@5@5@+=
                                    feaahqart1ev3aqatCvAUfeBSjuyZL2yd9gzLbvyNv2CaerbuLwBLn
                                    hiov2DGi1BTfMBaeXatLxBI9gBaerbd9wDYLwzYbItLDharqqtubsr
                                    4rNCHbGeaGqiVCI8FfYJH8YrFfeuY=Hhbbf9v8qqaqFr0xc9pk0xbb
                                    a9q8WqFfeaY=biLkVcLq=JHqpepeea0=as0Fb9pgeaYRXxe9vr0=vr
                                    0=vqpWqaaeaabiGaciaacaqabeaadaqaaqaaaOqaaabaaaaaaaaape
                                    Gaeq4Wdmhaaa@37CC@  
                             
                         
                      or when 
                        
                            
                                
                                    d 
                                    x 
                                 
                                MathType@MTEF@5@5@+=
                                    feaahqart1ev3aqatCvAUfeBSjuyZL2yd9gzLbvyNv2CaerbuLwBLn
                                    hiov2DGi1BTfMBaeXatLxBI9gBaerbd9wDYLwzYbItLDharqqtubsr
                                    4rNCHbGeaGqiVCI8FfYJH8YrFfeuY=Hhbbf9v8qqaqFr0xc9pk0xbb
                                    a9q8WqFfeaY=biLkVcLq=JHqpepeea0=as0Fb9pgeaYRXxe9vr0=vr
                                    0=vqpWqaaeaabiGaciaacaqabeaadaqaaqaaaOqaaabaaaaaaaaape
                                    GaamizaiaadIhaaaa@37EF@  
                             
                         
                      changes is as follows:
                    Assume your current values are 
                                
                                    
                                        
                                            d 
                                            
                                                x 
                                                c 
                                             
                                         
                                        MathType@MTEF@5@5@+=
                                            feaahqart1ev3aqatCvAUfeBSjuyZL2yd9gzLbvyNv2CaerbuLwBLn
                                            hiov2DGi1BTfMBaeXatLxBI9gBaerbd9wDYLwzYbItLDharqqtubsr
                                            4rNCHbGeaGqiVCI8FfYJH8YrFfeuY=Hhbbf9v8qqaqFr0xc9pk0xbb
                                            a9q8WqFfeaY=biLkVcLq=JHqpepeea0=as0Fb9pgeaYRXxe9vr0=vr
                                            0=vqpWqaaeaabiGaciaacaqabeaadaqaaqaaaOqaaabaaaaaaaaape
                                            GaamizaiaadIhapaWaaSbaaSqaa8qacaWGJbaapaqabaaaaa@3931@
                                         
                                     
                                 
                             , 
                                
                                    
                                        
                                            
                                                σ 
                                                c 
                                             
                                         
                                        MathType@MTEF@5@5@+=
                                            feaahqart1ev3aqatCvAUfeBSjuyZL2yd9gzLbvyNv2CaerbuLwBLn
                                            hiov2DGi1BTfMBaeXatLxBI9gBaerbd9wDYLwzYbItLDharqqtubsr
                                            4rNCHbGeaGqiVCI8FfYJH8YrFfeuY=Hhbbf9v8qqaqFr0xc9pk0xbb
                                            a9q8WqFfeaY=biLkVcLq=JHqpepeea0=as0Fb9pgeaYRXxe9vr0=vr
                                            0=vqpWqaaeaabiGaciaacaqabeaadaqaaqaaaOqaaabaaaaaaaaape
                                            Gaeq4Wdm3damaaBaaaleaapeGaam4yaaWdaeqaaaaa@390E@
                                         
                                     
                                 
                             , and 
                                
                                    
                                        
                                            
                                                ϵ 
                                                c 
                                             
                                         
                                        MathType@MTEF@5@5@+=
                                            feaahqart1ev3aqatCvAUfeBSjuyZL2yd9gzLbvyNv2CaerbuLwBLn
                                            hiov2DGi1BTfMBaeXatLxBI9gBaerbd9wDYLwzYbItLDharqqtubsr
                                            4rNCHbGeaGqiVCI8FfYJH8YrFfeuY=Hhbbf9v8qqaqFr0xc9pk0xbb
                                            a9q8WqFfeaY=biLkVcLq=JHqpepeea0=as0Fb9pgeaYRXxe9vr0=vr
                                            0=vqpWqaaeaabiGaciaacaqabeaadaqaaqaaaOqaamrr1ngBPrwtHr
                                            hAXaqeguuDJXwAKbstHrhAG8KBLbacfiaeaaaaaaaaa8qacqWF1pG8
                                            paWaaSbaaSqaa8qacaWGJbaapaqabaaaaa@4346@  
                                     
                                 
                             . 
                    You have a new 
                                
                                    
                                        
                                            d 
                                            
                                                x 
                                                n 
                                             
                                         
                                        MathType@MTEF@5@5@+=
                                            feaahqart1ev3aqatCvAUfeBSjuyZL2yd9gzLbvyNv2CaerbuLwBLn
                                            hiov2DGi1BTfMBaeXatLxBI9gBaerbd9wDYLwzYbItLDharqqtubsr
                                            4rNCHbGeaGqiVCI8FfYJH8YrFfeuY=Hhbbf9v8qqaqFr0xc9pk0xbb
                                            a9q8WqFfeaY=biLkVcLq=JHqpepeea0=as0Fb9pgeaYRXxe9vr0=vr
                                            0=vqpWqaaeaabiGaciaacaqabeaadaqaaqaaaOqaaabaaaaaaaaape
                                            GaamizaiaadIhapaWaaSbaaSqaa8qacaWGUbaapaqabaaaaa@393C@
                                         
                                     
                                 
                              and want to find 
                                
                                    
                                        
                                            
                                                σ 
                                                n 
                                             
                                         
                                        MathType@MTEF@5@5@+=
                                            feaahqart1ev3aqatCvAUfeBSjuyZL2yd9gzLbvyNv2CaerbuLwBLn
                                            hiov2DGi1BTfMBaeXatLxBI9gBaerbd9wDYLwzYbItLDharqqtubsr
                                            4rNCHbGeaGqiVCI8FfYJH8YrFfeuY=Hhbbf9v8qqaqFr0xc9pk0xbb
                                            a9q8WqFfeaY=biLkVcLq=JHqpepeea0=as0Fb9pgeaYRXxe9vr0=vr
                                            0=vqpWqaaeaabiGaciaacaqabeaadaqaaqaaaOqaaabaaaaaaaaape
                                            Gaeq4Wdm3damaaBaaaleaapeGaamOBaaWdaeqaaaaa@3919@
                                         
                                     
                                 
                              and 
                                
                                    
                                        
                                            
                                                ϵ 
                                                n 
                                             
                                         
                                        MathType@MTEF@5@5@+=
                                            feaahqart1ev3aqatCvAUfeBSjuyZL2yd9gzLbvyNv2CaerbuLwBLn
                                            hiov2DGi1BTfMBaeXatLxBI9gBaerbd9wDYLwzYbItLDharqqtubsr
                                            4rNCHbGeaGqiVCI8FfYJH8YrFfeuY=Hhbbf9v8qqaqFr0xc9pk0xbb
                                            a9q8WqFfeaY=biLkVcLq=JHqpepeea0=as0Fb9pgeaYRXxe9vr0=vr
                                            0=vqpWqaaeaabiGaciaacaqabeaadaqaaqaaaOqaamrr1ngBPrwtHr
                                            hAXaqeguuDJXwAKbstHrhAG8KBLbacfiaeaaaaaaaaa8qacqWF1pG8
                                            paWaaSbaaSqaa8qacaWGUbaapaqabaaaaa@4351@  
                                     
                                 
                             . 
                    Set 
                                
                                    
                                        
                                            β 
                                            = 
                                            0.7 
                                              
                                         
                                        MathType@MTEF@5@5@+=
                                            feaahqart1ev3aqatCvAUfeBSjuyZL2yd9gzLbvyNv2CaerbuLwBLn
                                            hiov2DGi1BTfMBaeXatLxBI9gBaerbd9wDYLwzYbItLDharqqtubsr
                                            4rNCHbGeaGqiVCI8FfYJH8YrFfeuY=Hhbbf9v8qqaqFr0xc9pk0xbb
                                            a9q8WqFfeaY=biLkVcLq=JHqpepeea0=as0Fb9pgeaYRXxe9vr0=vr
                                            0=vqpWqaaeaabiGaciaacaqabeaadaqaaqaaaOqaaabaaaaaaaaape
                                            GaeqOSdiMaeyypa0JaaGimaiaac6cacaaI3aGaaiiOaaaa@3C01@
                                         
                                     
                                 
                              for surface tension and use 
                                
                                    
                                        
                                            β 
                                            = 
                                            0.95 
                                              
                                         
                                        MathType@MTEF@5@5@+=
                                            feaahqart1ev3aqatCvAUfeBSjuyZL2yd9gzLbvyNv2CaerbuLwBLn
                                            hiov2DGi1BTfMBaeXatLxBI9gBaerbd9wDYLwzYbItLDharqqtubsr
                                            4rNCHbGeaGqiVCI8FfYJH8YrFfeuY=Hhbbf9v8qqaqFr0xc9pk0xbb
                                            a9q8WqFfeaY=biLkVcLq=JHqpepeea0=as0Fb9pgeaYRXxe9vr0=vr
                                            0=vqpWqaaeaabiGaciaacaqabeaadaqaaqaaaOqaaabaaaaaaaaape
                                            GaeqOSdiMaeyypa0JaaGimaiaac6cacaaI5aGaaGynaiaacckaaaa@3CC2@
                                         
                                     
                                 
                              for adhesion. 
                    Use 
                                
                                    
                                        
                                            d 
                                            
                                                x 
                                                c 
                                             
                                         
                                        MathType@MTEF@5@5@+=
                                            feaahqart1ev3aqatCvAUfeBSjuyZL2yd9gzLbvyNv2CaerbuLwBLn
                                            hiov2DGi1BTfMBaeXatLxBI9gBaerbd9wDYLwzYbItLDharqqtubsr
                                            4rNCHbGeaGqiVCI8FfYJH8YrFfeuY=Hhbbf9v8qqaqFr0xc9pk0xbb
                                            a9q8WqFfeaY=biLkVcLq=JHqpepeea0=as0Fb9pgeaYRXxe9vr0=vr
                                            0=vqpWqaaeaabiGaciaacaqabeaadaqaaqaaaOqaaabaaaaaaaaape
                                            GaamizaiaadIhapaWaaSbaaSqaa8qacaWGJbaapaqabaaaaa@3931@
                                         
                                     
                                 
                              and 
                                
                                    
                                        
                                            
                                                σ 
                                                c 
                                             
                                         
                                        MathType@MTEF@5@5@+=
                                            feaahqart1ev3aqatCvAUfeBSjuyZL2yd9gzLbvyNv2CaerbuLwBLn
                                            hiov2DGi1BTfMBaeXatLxBI9gBaerbd9wDYLwzYbItLDharqqtubsr
                                            4rNCHbGeaGqiVCI8FfYJH8YrFfeuY=Hhbbf9v8qqaqFr0xc9pk0xbb
                                            a9q8WqFfeaY=biLkVcLq=JHqpepeea0=as0Fb9pgeaYRXxe9vr0=vr
                                            0=vqpWqaaeaabiGaciaacaqabeaadaqaaqaaaOqaaabaaaaaaaaape
                                            Gaeq4Wdm3damaaBaaaleaapeGaam4yaaWdaeqaaaaa@390E@
                                         
                                     
                                 
                              or 
                                
                                    
                                        
                                            
                                                ϵ 
                                                c 
                                             
                                         
                                        MathType@MTEF@5@5@+=
                                            feaahqart1ev3aqatCvAUfeBSjuyZL2yd9gzLbvyNv2CaerbuLwBLn
                                            hiov2DGi1BTfMBaeXatLxBI9gBaerbd9wDYLwzYbItLDharqqtubsr
                                            4rNCHbGeaGqiVCI8FfYJH8YrFfeuY=Hhbbf9v8qqaqFr0xc9pk0xbb
                                            a9q8WqFfeaY=biLkVcLq=JHqpepeea0=as0Fb9pgeaYRXxe9vr0=vr
                                            0=vqpWqaaeaabiGaciaacaqabeaadaqaaqaaaOqaamrr1ngBPrwtHr
                                            hAXaqeguuDJXwAKbstHrhAG8KBLbacfiaeaaaaaaaaa8qacqWF1pG8
                                            paWaaSbaaSqaa8qacaWGJbaapaqabaaaaa@4346@  
                                     
                                 
                              and solve for 
                                
                                    
                                        α 
                                        MathType@MTEF@5@5@+=
                                            feaahqart1ev3aqatCvAUfeBSjuyZL2yd9gzLbvyNv2CaerbuLwBLn
                                            hiov2DGi1BTfMBaeXatLxBI9gBaerbd9wDYLwzYbItLDharqqtubsr
                                            4rNCHbGeaGqiVCI8FfYJH8YrFfeuY=Hhbbf9v8qqaqFr0xc9pk0xbb
                                            a9q8WqFfeaY=biLkVcLq=JHqpepeea0=as0Fb9pgeaYRXxe9vr0=vr
                                            0=vqpWqaaeaabiGaciaacaqabeaadaqaaqaaaOqaaabaaaaaaaaape
                                            GaeqySdegaaa@37A8@  
                                     
                                 
                             .For example:
(3) 
                                    
                                        
                                            
                                                α 
                                                = 
                                                
                                                  
                                                  
                                                  σ 
                                                  c 
                                                   
                                                   
                                                  
                                                  d 
                                                  
                                                  x 
                                                  c 
                                                  
                                                  0.7 
                                                   
                                                   
                                                   
                                                 
                                             
                                            MathType@MTEF@5@5@+=
                                                feaahqart1ev3aqatCvAUfeBSjuyZL2yd9gzLbvyNv2CaerbuLwBLn
                                                hiov2DGi1BTfMBaeXatLxBI9gBaerbd9wDYLwzYbItLDharqqtubsr
                                                4rNCHbGeaGqiVCI8FfYJH8YrFfeuY=Hhbbf9v8qqaqFr0xc9pk0xbb
                                                a9q8WqFfeaY=biLkVcLq=JHqpepeea0=as0Fb9pgeaYRXxe9vr0=vr
                                                0=vqpWqaaeaabiGaciaacaqabeaadaqaaqaaaOqaaabaaaaaaaaape
                                                GaeqySdeMaeyypa0ZaaSaaa8aabaWdbiabeo8aZ9aadaWgaaWcbaWd
                                                biaadogaa8aabeaaaOqaa8qacaWGKbGaamiEa8aadaqhaaWcbaWdbi
                                                aadogaa8aabaWdbiaaicdacaGGUaGaaG4naaaaaaaaaa@4162@
                                             
                                         
                                     
                                 
                             or 
(4) 
                                    
                                        
                                            
                                                α 
                                                = 
                                                
                                                  
                                                  
                                                  ϵ 
                                                  c 
                                                   
                                                   
                                                  
                                                  d 
                                                  
                                                  x 
                                                  c 
                                                  
                                                  0.95 
                                                   
                                                   
                                                   
                                                 
                                             
                                            MathType@MTEF@5@5@+=
                                                feaahqart1ev3aqatCvAUfeBSjuyZL2yd9gzLbvyNv2CaerbuLwBLn
                                                hiov2DGi1BTfMBaeXatLxBI9gBaerbd9wDYLwzYbItLDharqqtubsr
                                                4rNCHbGeaGqiVCI8FfYJH8YrFfeuY=Hhbbf9v8qqaqFr0xc9pk0xbb
                                                a9q8WqFfeaY=biLkVcLq=JHqpepeea0=as0Fb9pgeaYRXxe9vr0=vr
                                                0=vqpWqaaeaabiGaciaacaqabeaadaqaaqaaaOqaaabaaaaaaaaape
                                                GaeqySdeMaeyypa0ZaaSaaa8aabaWefv3ySLgznfgDOfdaryqr1ngB
                                                PrginfgDObYtUvgaiuGapeGae8x9di=damaaBaaaleaapeGaam4yaa
                                                WdaeqaaaGcbaWdbiaadsgacaWG4bWdamaaDaaaleaapeGaam4yaaWd
                                                aeaapeGaaGimaiaac6cacaaI5aGaaGynaaaaaaaaaa@4C5B@
                                             
                                         
                                     
                                 
                             
                    Use the 
                                
                                    
                                        α 
                                        MathType@MTEF@5@5@+=
                                            feaahqart1ev3aqatCvAUfeBSjuyZL2yd9gzLbvyNv2CaerbuLwBLn
                                            hiov2DGi1BTfMBaeXatLxBI9gBaerbd9wDYLwzYbItLDharqqtubsr
                                            4rNCHbGeaGqiVCI8FfYJH8YrFfeuY=Hhbbf9v8qqaqFr0xc9pk0xbb
                                            a9q8WqFfeaY=biLkVcLq=JHqpepeea0=as0Fb9pgeaYRXxe9vr0=vr
                                            0=vqpWqaaeaabiGaciaacaqabeaadaqaaqaaaOqaaabaaaaaaaaape
                                            GaeqySdegaaa@37A8@  
                                     
                                 
                              computed above to find 
                                
                                    
                                        
                                            
                                                σ 
                                                n 
                                             
                                         
                                        MathType@MTEF@5@5@+=
                                            feaahqart1ev3aqatCvAUfeBSjuyZL2yd9gzLbvyNv2CaerbuLwBLn
                                            hiov2DGi1BTfMBaeXatLxBI9gBaerbd9wDYLwzYbItLDharqqtubsr
                                            4rNCHbGeaGqiVCI8FfYJH8YrFfeuY=Hhbbf9v8qqaqFr0xc9pk0xbb
                                            a9q8WqFfeaY=biLkVcLq=JHqpepeea0=as0Fb9pgeaYRXxe9vr0=vr
                                            0=vqpWqaaeaabiGaciaacaqabeaadaqaaqaaaOqaaabaaaaaaaaape
                                            Gaeq4Wdm3damaaBaaaleaapeGaamOBaaWdaeqaaaaa@3919@
                                         
                                     
                                 
                              or 
                                
                                    
                                        
                                            
                                                ϵ 
                                                n 
                                             
                                         
                                        MathType@MTEF@5@5@+=
                                            feaahqart1ev3aqatCvAUfeBSjuyZL2yd9gzLbvyNv2CaerbuLwBLn
                                            hiov2DGi1BTfMBaeXatLxBI9gBaerbd9wDYLwzYbItLDharqqtubsr
                                            4rNCHbGeaGqiVCI8FfYJH8YrFfeuY=Hhbbf9v8qqaqFr0xc9pk0xbb
                                            a9q8WqFfeaY=biLkVcLq=JHqpepeea0=as0Fb9pgeaYRXxe9vr0=vr
                                            0=vqpWqaaeaabiGaciaacaqabeaadaqaaqaaaOqaamrr1ngBPrwtHr
                                            hAXaqeguuDJXwAKbstHrhAG8KBLbacfiaeaaaaaaaaa8qacqWF1pG8
                                            paWaaSbaaSqaa8qacaWGUbaapaqabaaaaa@4351@  
                                     
                                 
                             .For example,
(5) 
                                    
                                        
                                            
                                                
                                                  σ 
                                                  n 
                                                 
                                                = 
                                                α 
                                                d 
                                                
                                                  x 
                                                  n 
                                                  
                                                  0.7 
                                                   
                                                 
                                             
                                            MathType@MTEF@5@5@+=
                                                feaahqart1ev3aqatCvAUfeBSjuyZL2yd9gzLbvyNv2CaerbuLwBLn
                                                hiov2DGi1BTfMBaeXatLxBI9gBaerbd9wDYLwzYbItLDharqqtubsr
                                                4rNCHbGeaGqiVCI8FfYJH8YrFfeuY=Hhbbf9v8qqaqFr0xc9pk0xbb
                                                a9q8WqFfeaY=biLkVcLq=JHqpepeea0=as0Fb9pgeaYRXxe9vr0=vr
                                                0=vqpWqaaeaabiGaciaacaqabeaadaqaaqaaaOqaaabaaaaaaaaape
                                                Gaeq4Wdm3damaaBaaaleaapeGaamOBaaWdaeqaaOWdbiabg2da9iab
                                                eg7aHjaadsgacaWG4bWdamaaDaaaleaapeGaamOBaaWdaeaapeGaaG
                                                imaiaac6cacaaI3aaaaaaa@4149@  
                                         
                                     
                                 
                            or 
(6) 
                                    
                                        
                                            
                                                
                                                  ϵ 
                                                  n 
                                                 
                                                = 
                                                α 
                                                d 
                                                
                                                  x 
                                                  n 
                                                  
                                                  0.95 
                                                   
                                                 
                                             
                                            MathType@MTEF@5@5@+=
                                                feaahqart1ev3aqatCvAUfeBSjuyZL2yd9gzLbvyNv2CaerbuLwBLn
                                                hiov2DGi1BTfMBaeXatLxBI9gBaerbd9wDYLwzYbItLDharqqtubsr
                                                4rNCHbGeaGqiVCI8FfYJH8YrFfeuY=Hhbbf9v8qqaqFr0xc9pk0xbb
                                                a9q8WqFfeaY=biLkVcLq=JHqpepeea0=as0Fb9pgeaYRXxe9vr0=vr
                                                0=vqpWqaaeaabiGaciaacaqabeaadaqaaqaaaOqaamrr1ngBPrwtHr
                                                hAXaqeguuDJXwAKbstHrhAG8KBLbacfiaeaaaaaaaaa8qacqWF1pG8
                                                paWaaSbaaSqaa8qacaWGUbaapaqabaGcpeGaeyypa0JaeqySdeMaam
                                                izaiaadIhapaWaa0baaSqaa8qacaWGUbaapaqaa8qacaaIWaGaaiOl
                                                aiaaiMdacaaI1aaaaaaa@4C42@  
                                         
                                     
                                 
                             
                 
These approximations are to save time when you want to change 
                        
                            
                                
                                    d 
                                    x 
                                 
                                MathType@MTEF@5@5@+=
                                    feaahqart1ev3aqatCvAUfeBSjuyZL2yd9gzLbvyNv2CaerbuLwBLn
                                    hiov2DGi1BTfMBaeXatLxBI9gBaerbd9wDYLwzYbItLDharqqtubsr
                                    4rNCHbGeaGqiVCI8FfYJH8YrFfeuY=Hhbbf9v8qqaqFr0xc9pk0xbb
                                    a9q8WqFfeaY=biLkVcLq=JHqpepeea0=as0Fb9pgeaYRXxe9vr0=vr
                                    0=vqpWqaaeaabiGaciaacaqabeaadaqaaqaaaOqaaabaaaaaaaaape
                                    GaamizaiaadIhaaaa@37EF@  
                             
                         
                     . They are not perfect fits and some iteration maybe
                needed to find the adequate values.