Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: A Data-Driven Customer Segmentation Strategy Based on Contribution to
  System Peak Demand   Advanced metering infrastructure (AMI) enables utilities to obtain granular
energy consumption data, which offers a unique opportunity to design customer
segmentation strategies based on their impact on various operational metrics in
distribution grids. However, performing utility-scale segmentation for
unobservable customers with only monthly billing information, remains a
challenging problem. To address this challenge, we propose a new metric, the
coincident monthly peak contribution (CMPC), that quantifies the contribution
of individual customers to system peak demand. Furthermore, a novel multi-state
machine learning-based segmentation method is developed that estimates CMPC for
customers without smart meters (SMs): first, a clustering technique is used to
build a databank containing typical daily load patterns in different seasons
using the SM data of observable customers. Next, to associate unobservable
customers with the discovered typical load profiles, a classification approach
is leveraged to compute the likelihood of daily consumption patterns for
different unobservable households. In the third stage, a weighted clusterwise
regression (WCR) model is utilized to estimate the CMPC of unobservable
customers using their monthly billing data and the outcomes of the
classification module. The proposed segmentation methodology has been tested
and verified using real utility data.

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The categories of this paper are: mtrl-th
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The categories of this paper are: cmp-lg
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The categories of this paper are: nlin
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The categories of this paper are: chao-dyn
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The categories of this paper are: dg-ga
31
The categories of this paper are: ao-sci
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The categories of this paper are: adap-org
28
The categories of this paper are: alg-geom
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The categories of this paper are: hep-lat
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The categories of this paper are: nucl-ex
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The categories of this paper are: funct-an
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The categories of this paper are: atom-ph
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The categories of this paper are: physics
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The categories of this paper are: plasm-ph
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The categories of this paper are: hep-ex
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The categories of this paper are: gr-qc