Apparatus and method for determining days of the week with similar utility consumption profiles
First Claim
1. A method for determining days of the week with similar consumption of a utility by a computerized system, comprising:
- gathering data representative of utility consumption for a plurality of days; and
analyzing the data to determine days of the week having similar utility consumption profiles.
1 Assignment
0 Petitions
Accused Products
Abstract
A method and apparatus for determining days of the week with similar consumption of energy or utility by a computerized system utilizes a pattern recognition algorithm. The algorithm utilizes a time series of energy or utility use data spanning a plurality of days to generate at least one feature of interest for each day. The features of interest may be any or all of average daily utility consumption, maximum utility use during a predefined time interval for the day, minimum utility use over the predefined time interval for the day, and the like. The algorithm transforms the at least one feature of interest for each day to remove the effects of any seasonal variation that may be present in the time series data. The features of interest are then grouped by day of the week to define seven clusters. The algorithm next performs an outlier analysis for each feature of interest in each of the seven clusters to identify and remove any abnormal data. The seven clusters are then analyzed using an modified agglomerative hierarchical clustering method to determine days of the week with similar utility consumption profiles.
-
Citations
50 Claims
-
1. A method for determining days of the week with similar consumption of a utility by a computerized system, comprising:
-
gathering data representative of utility consumption for a plurality of days; and
analyzing the data to determine days of the week having similar utility consumption profiles. - View Dependent Claims (2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37)
-
-
38. A method for determining days of the week with similar consumption of a utility by a computerized system, comprising:
-
receiving a time series of utility use data spanning a plurality of days;
generating at least one feature of interest for each day in the time series;
transforming the at least one feature of interest for each day to remove any seasonal variation present therein;
grouping the features of interest by day of the week to define seven clusters;
identifying and removing outliers from the seven clusters for each feature of interest; and
analyzing the seven clusters to determine days of the week with similar utility consumption profiles.
-
-
39. An apparatus for determining days of the week with similar consumption of a utility, comprising:
-
a processor running a program to perform the steps of;
gathering time series data representative of utility consumption for a plurality of days; and
analyzing the time series data to determine days of the week having similar utility consumption profiles. - View Dependent Claims (40, 41, 42, 43, 44, 45, 46, 47, 48)
-
-
49. An apparatus for determining days of the week with similar consumption of a utility, comprising:
-
means for receiving a time series of utility use data spanning a plurality of days;
means for generating at least one feature of interest for each day in the time series;
means for transforming the at least one feature of interest for each day to remove any seasonal variation present therein;
means for grouping the features of interest by day of the week to define seven clusters;
means for identifying and removing outliers from the seven clusters for each feature of interest; and
means for analyzing the seven clusters to determine days of the week with similar utility consumption profiles. - View Dependent Claims (50)
-
Specification