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Assuming that electrical potential, measured in V is standardized in Trentino province (thus is equal for all line IDs) and given the same timeframes for the analysis, the electric energy consumption prediction task reduces to predicting electric current measured in Ampere per each time frame per each line ID.
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When the channel surface of the nanoFET device was charged by the negative ions in air, the I-V curve moved in the right-upper direction as shown in the X-labeled dotted line Ids-Vgs graph.
Each task is solved for the next 7 days interval for each electric line ID.
Date in the format YYYY-MM-DD HH24 MI; Value: the ampere value of the current passing through a given powerline (Line id) at a given Timestamp.
Square id: identification string of a given square of the partitioning grid; Line id: identification string of the distribution power line, which is grouped with the partitioning grid square; Number of customer sites: number of customer sites present in a given square of the partitioning grid, connected to the grid powerline (Line id).
Instead, the Line measurement dataset is composed by: Line id: identification string of the distribution power line; Timestamp: timestamp relative to the instant when the measurement of the current passing through the power line is done.
The main outcome of our approach is an ensemble machine learning algorithm that predicts energy consumption as a non-linear time series regression problem on a daily scale for each electrical line id.
The prediction tasks, (i) predicting the daily average energy consumption and (ii) predicting the peak daily energy consumption, are solved for the next 7 days intervals for each electric line ID and are formulated as non-linear regression tasks.
WT (C57BL/6J) mice were obtained from Jackson Laboratory (Bar Harbor, Maine), Picciotto ("Pic") Chrnb2−/− mutant mice were a kind gift from Dr. M Picciotto [17] and Xu mutants were derived from embryos (ES Cell line ID 00211-UNC) supplied through the Mutant Mouse Regional Resource Center (University of California, Davis, California).
#xxxx, cell line ID; R, resistant cell line; S, sensitive cell line.
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