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If there are fewer neurons within a hidden layer, there may not be enough opportunity for the neural network to capture the intricate relationships between indicator parameters and the computed output parameters.
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In order to pursue this issue, an assessment framework is proposed that uses a hierarchy of readily assessable sustainability indicators, parameters and sub-indicators.
Through literature, a taxonomy of economic sustainability indicators, parameters and sub-parameters is developed, which helped design an economic sustainability assessment framework.
It uses a weighted aggregation approach to provide a holistic social sustainability performance value of residential buildings and for determining the weights of indicators, parameters and sub-indicators, the study makes use of survey and structured interviews.
The methodology, comprising length-scale dependent constitutive model and scale-consistent fatigue indicator parameters, is calibrated and validated for representative (measured) dual-phase microstructures under strain-controlled low cycle fatigue conditions.
We employ crystal plasticity finite element simulations that explicitly render the polycrystalline microstructure and Fatigue Indicator Parameters (FIPs) averaged over different volume sizes and shapes relative to the anticipated fatigue damage process zone.
All indicator parameters for both sludge receival and control reactors followed a similar trend.
Principal component analysis of continuously measured time series was used to identify indicator wells and derive indicator parameters for a study area in NW Switzerland.
By using different notch root radii and microstructure realizations of aggregates of grains, statistical information regarding the distributions of stress/strain gradients and fatigue indicator parameters provides useful insight into the microstructure dependence of driving forces for fatigue crack formation at the scale of mean grain size.
Intercept and county indicator parameters were forced into the stepwise model.
DA was useful in identifying a few indicator parameters responsible for significant variations (spatial and temporal) in groundwater quality of the study area.
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