... framework increases the computational effort required by all the optimization methods to find an optimal strategy. A comparison of these studies shows that gradient-free methods have been shown to require significantly higher computational effort compared to gradient based techniques. For the adaption...

... simulation truth model loop 2 asset and portfolio management history matching optimal strategy experiment iteration ensemble objective function value workflow realization optimization problem Upstream Oil & Gas information different definition Scenario aquifer transmissibility...