Load profiling of Singapore buildings for peak shaving
This paper carries out load profiling of Singapore housing units and office buildings using bottom-up method for peak load reduction through optimization. Housing units in Singapore are classified according to the number of rooms, ranging from one to five. Average daily, monthly and yearly elec...
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Main Authors: | , , |
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Other Authors: | |
Format: | Conference or Workshop Item |
Language: | English |
Published: |
2015
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Subjects: | |
Online Access: | https://hdl.handle.net/10356/107081 http://hdl.handle.net/10220/25494 http://dx.doi.org/10.1109/APPEEC.2014.7065998 |
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Institution: | Nanyang Technological University |
Language: | English |
Summary: | This paper carries out load profiling of Singapore
housing units and office buildings using bottom-up method for
peak load reduction through optimization. Housing units in
Singapore are classified according to the number of rooms,
ranging from one to five. Average daily, monthly and yearly
electrical usage of all these units is obtained. To explore the
strategies for peak load reduction, a mathematical model based on
bottom-up method is created. Statistical data - hourly probability
factors, frequency of daily operations, saturation levels and nominal
wattage of appliances - are gathered for typical Singapore
households, and load profiles are generated. The accuracy of the
bottom-up model is verified by comparing the load data of a
typical three-rooms housing unit in Nanyang Technological University.
Then, the problem of peak load reduction is formulated
into an optimization problem with peak load as cost function
and hourly probability factors of certain appliances as decision
vaiables. Solution to the optimal hourly probability factors is
obtained using genetic algorithm and it is demonstrated through
numerical simulations that about 40% reduction in peak load
can be achieved. Finally, some statistical information on load
estimation for office buildings is presented. |
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