WWE Flashcards
Purpose of Ridge regression
Reduce variance
Purpose of Lasso regression
Encourage sparsity
Sequence of SCP
- Define trust region.
- Solve approximation.
- Check and update trust region.
A11(Q)
Head loss relationship
A12
Link-junction incidence matrix
A21
Junction-link incidence matrix
A10
Link-known head node incidence matrix
MPC optimisation formulation
Objective function: min. average zonal pressure
Subject to:
- Energy conservation
- Mass conservation
- Minimum regulatory pressure
- Control valve operations
Benefits of pressure management
- Frequency and flow rates of reported leaks reduced
- Rate of rise of unreported leakage reduces
- Frequency and cost of economic intervention reduces
- Background leakage reduces
Leak general equation
L = CdA(2gP)^0.5
Leak power equation
L = CP^N1
Effect of increasing sludge age
More efficient process, but increased Xv (which has a practical limit)
Effect of increasing tank volume
Increased hydraulic retention time, but fewer organisms
Nitrification
- Oxidation of ammonia –> nitrite
- Oxidation of nitrite –> nitrate
Denitrification
Nitrate + organic matter –> nitrogen gas (under anoxic conditions)