VIII
Table V-4 Run-up Calculation Results for Algiers Marina Case ................................................. 65
Table V-5 Run-up Calculation Results for Algiers Port Case ..................................................... 65
Table V-6 Formulas for Calculating Wave Run-Down ................................................................ 66
Table V-7 Run-down Calculation Results for Algiers Port Case .................................................. 66
Table V-8 Run-down Calculation Results for Algiers Marina Case ............................................. 66
Table V-9 The mean overtopping discharge and damage to rubble mounds breakwaters
established by (Allsop et al, 2005). ............................................................................................... 67
Table V-10 Formulas for Calculating mean overtopping discharge q .......................................... 68
Table V-11 Overtopping discharge Calculation Results for Algiers Marina Case ....................... 69
Table V-12 Overtopping discharge Calculation Results for Port Algiers Case ............................ 69
Table VI-1 Machine learning terminology .................................................................................... 71
Table VI-2 Linear regression formula ........................................................................................... 72
Table VI-3 Example of converting a polynomial problem to a linear regression ......................... 72
Table VI-4 General, hydraulic, and structural parameters are included in the database. .............. 77
Table VI-5 Parameter characteristics of CLASH database. .......................................................... 78
Table VI-6 Summary of statistics obtained after applying the Froude scale. ............................... 80
Table VI-7 Summary of statistics obtained by the article after applying the Froude scale. ......... 80
Table VI-8 Features used for the development of the NN model. ................................................ 81
Table VI-9 Features used for the development of the XGBoost model. ....................................... 82
Table VII-1 System dimensions summary. ................................................................................... 90
Table VII-2 Iterative process for solving the dispersion equation. ............................................... 92
Table V-4 Run-up Calculation Results for Algiers Marina Case ................................................. 65
Table V-5 Run-up Calculation Results for Algiers Port Case ..................................................... 65
Table V-6 Formulas for Calculating Wave Run-Down ................................................................ 66
Table V-7 Run-down Calculation Results for Algiers Port Case .................................................. 66
Table V-8 Run-down Calculation Results for Algiers Marina Case ............................................. 66
Table V-9 The mean overtopping discharge and damage to rubble mounds breakwaters
established by (Allsop et al, 2005). ............................................................................................... 67
Table V-10 Formulas for Calculating mean overtopping discharge q .......................................... 68
Table V-11 Overtopping discharge Calculation Results for Algiers Marina Case ....................... 69
Table V-12 Overtopping discharge Calculation Results for Port Algiers Case ............................ 69
Table VI-1 Machine learning terminology .................................................................................... 71
Table VI-2 Linear regression formula ........................................................................................... 72
Table VI-3 Example of converting a polynomial problem to a linear regression ......................... 72
Table VI-4 General, hydraulic, and structural parameters are included in the database. .............. 77
Table VI-5 Parameter characteristics of CLASH database. .......................................................... 78
Table VI-6 Summary of statistics obtained after applying the Froude scale. ............................... 80
Table VI-7 Summary of statistics obtained by the article after applying the Froude scale. ......... 80
Table VI-8 Features used for the development of the NN model. ................................................ 81
Table VI-9 Features used for the development of the XGBoost model. ....................................... 82
Table VII-1 System dimensions summary. ................................................................................... 90
Table VII-2 Iterative process for solving the dispersion equation. ............................................... 92