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When a is set to 2 on average the resulting solution is overestimated by 18.5% (i.e. the corresponding solution for the aggregated problem suggests an objective function value that is 18.35% above the solution, when the corresponding optimized location pattern is evaluated in terms of the original demand nodes at the finest level of detail).
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Based on the unified hybrid system model, we formulate the aggregated control problem as an optimal control problem, which seeks for an optimal energy usage plan for a population of heterogeneous loads.
This paper investigates the aggregated control problem of a large number of residential responsive loads for various demand response applications.
Although the use of aggregated data reduced problems related to common method variance and response bias, this ecological approach has a potential weakness.
We propose a compact formulation and an aggregated formulation for the problem.
In other cases, coefficient estimates are obtained but are based on so few observations that they are of little use in generating reliable counterfactuals.24 To deal with this type of problem, more aggregated characteristic categories are used for education.25 Extended specifications must be more limited than those in the previous section, and the results based upon them interpreted cautiously.
Researchers are beginning to tackle the problems of aggregated proteins by applying a multifaceted approach to stop further neuronal death.
It is worth pointing out that in the European single summary index of the EQ-5D, moderate problems with self-care have the highest aggregated coefficient among all moderate problems in the EQ-5D dimensions, i.e. a high impact on the perceived individual health state [ 38].
Table 6 shows a similar problem for the aggregated San Francisco-Oakland-San Jose CMSA.
Although ecologic studies can be useful for detecting associations between exposure distributions and disease occurrence, the use of aggregated data does have associated problems.
However, if all the EVs are charged in the low-price period, the aggregated power may introduce a congestion problem into the distribution network.
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