The paper presents two new concepts: First, a set of clustering algorithms that model the supply-demand characterization of four different substations clusters, and second, a semi-supervised machine learning and clustering technique are developed to optimize the losses and automate the process of identifying loss factors contributing to the total loss.
Realistic models of contaminant transport in groundwater demand detailed characterization of the spatial distribution of subsurface hydraulic properties, while at the same time programmatic constraints may limit collection of pertinent hydraulic data.
Maternal metabolites and metabolic networks underlying associations between maternal glucose during pregnancy and newborn birth weight and adiposity demand fuller characterization.
Recent publications question the quality of many of the published inhibitors, not only for epigenetic targets, and demand better characterization of tool compounds or 'probes' [ 13– 15] with defined potency and selectivity criteria.
Because each of these interfaces can promote or inhibit carrier transport within an electronic device, a complete understanding of carrier transport in organic semiconductors (OSCs) demands comprehensive characterization of interfaces at each of these scales.
Use of such mice to study drug toxicities, pharmacokinetics and metabolism demands robust characterization, especially, in relation to age and animal conditioning regimens.
For SCA 1 and 2, neither an inherent cytotoxicity and aggregation propensity nor a clear impact on pathology is evident for mutant protein fragments, demanding further characterization [ 11, 12].
