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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).
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.
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.
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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.
Mouse ovarian cancer cell line ID-8 was transfected or infected with Neo-resistant vector or retrovirus expressing full-length Brca1 in the sense or antisense orientation.
And, in the future, the potential to insert barcodes in genes and the development of in-line ID kits, that recognize specific strains of cell lines, could make it easier to verify new organisms and their protein products, and track products through supply chains.
The Byg (cell-line ID SYA176) and Tigm (cell-line ID IST10483E10) Gga2 +/− gene-trap mice in the C57BL/6J and C57BL/6NJ backgrounds, respectively, have been described (Govero et al. 2012).
The UAS-CG8862RNAi (EndoG homologue) lines (ID 38084 and 38085) were obtained from the Vienna Drosophila RNAi Center (VDRC, Austria).
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