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Table 2

SVM developed models

Simulation based on dimensional analysis
Simulation based on raw data
Output variable: Relative energy dissipation (ΔE/E1)
Output variable: Relative energy dissipation (ΔE/E1)
ModelInput variable(s)ModelInput variable(s)
DE(I) Fr1 RD(I) V1, (h2 − h1) 
DE(II) Fr1, (h2 − h1)/h1 RD(II) V1, (h2 − h1), W 
DE(III) Fr1, Z/h1 RD(III) V1, (h2 − h1), Z 
DE(IV) Fr1, W/Z RD(IV) V1, (h2 − h1), Xs 
DE(V) Fr1, (h2 − h1)/h1, W/Z   
DE(VI) Fr1, Xs/h1   
DE(VII) Fr1, h1/B   
Simulation based on dimensional analysis
Simulation based on raw data
Output variable: Relative energy dissipation (ΔE/E1)
Output variable: Relative energy dissipation (ΔE/E1)
ModelInput variable(s)ModelInput variable(s)
DE(I) Fr1 RD(I) V1, (h2 − h1) 
DE(II) Fr1, (h2 − h1)/h1 RD(II) V1, (h2 − h1), W 
DE(III) Fr1, Z/h1 RD(III) V1, (h2 − h1), Z 
DE(IV) Fr1, W/Z RD(IV) V1, (h2 − h1), Xs 
DE(V) Fr1, (h2 − h1)/h1, W/Z   
DE(VI) Fr1, Xs/h1   
DE(VII) Fr1, h1/B   
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