A method for performing validation, estimation, and editing (VEE), including: displaying real-time electrical usage for a building on a controllable video display; executing VEE rules on each of the streams to generate and store a corresponding post VEE readings, the post VEE readings comprising tagged energy consumption data sets each associated with a corresponding one of the streams, each of the data sets comprising groups of contiguous interval values tagged as having been validated and corresponding to correct data; for the each of the data sets, creating anomalies having different durations using only the groups of contiguous interval values; generating estimates for the anomalies by employing estimation techniques; for each of the durations, selecting one of the estimation techniques for subsequent employment when performing VEE of subsequent energy consumption data for the corresponding one of the streams; and executing functions on the streams translated by the generating and directing the controllable video display to display a weather normalized usage baseline recommendation for action regarding current energy usage.

A method for performing validation, estimation, and editing (VEE), including: employing HVAC subsystems to adjust comfort in a building; performing VEE on energy consumption streams; executing VEE rules on each of the streams to generate and store a corresponding post VEE readings, the post VEE readings comprising tagged energy consumption data sets each associated with a corresponding one of the streams, each of the data sets comprising first groups of contiguous interval values tagged as having been validated and second groups of contiguous interval values tagged as having been edited, the first groups of contiguous interval values corresponding to correct data; for the each of the data sets, creating anomalies having different durations using only the first groups of contiguous interval values; generating estimates for the anomalies by employing estimation techniques; for each of the durations, selecting one of the estimation techniques for subsequent employment when performing VEE of subsequent energy consumption data for the corresponding one of the streams; and executing functions on the streams translated by the generating and directing one or more of the HVAC subsystems to change state, where the comfort is adjusted in accordance with building energy consumption.

A method for performing validation, estimation, and editing (VEE), including: displaying real-time electrical usage for a building on a controllable video display; executing VEE rules on each of the streams to generate and store a corresponding post VEE readings, the post VEE readings comprising tagged energy consumption data sets each associated with a corresponding one of the streams, each of the data sets comprising first groups of contiguous interval values tagged as having been validated and second groups of contiguous interval values tagged as having been edited, the first groups of contiguous interval values corresponding to correct data; for the each of the data sets, creating anomalies having different durations using only the first groups of contiguous interval values; generating estimates for the anomalies by employing estimation techniques; for each of the durations, selecting one of the estimation techniques for subsequent employment when performing VEE of subsequent energy consumption data for the corresponding one of the streams; and executing functions on the streams translated by the generating and directing directing the controllable video display to display a weather normalized usage baseline recommendation for action regarding current energy usage.

An apparatus is provided for configuring validation, estimation, and editing (VEE) rules for performing VEE on a plurality of interval based energy consumption streams. The apparatus includes a network operations center, configured to receive the plurality of interval based energy consumption streams and is configured to perform VEE on the plurality of interval based energy consumption streams within a specified time period. The network operations center has a post VEE readings data stores and a rules processor. The post VEE readings data stores is configured to provide a plurality of tagged energy consumption data sets that are each associated with a corresponding one of the plurality of interval based energy consumption streams, each of the plurality of tagged energy consumption data sets including first groups of contiguous interval values tagged as having been validated and second groups of contiguous interval values tagged as having been edited. The rules processor is configured to read the post VEE readings data stores upon initiation of an event and, for the each of the plurality of tagged energy consumption data sets, is configured to create a plurality of anomalies having a plurality of different durations using only the first groups of contiguous interval values and is configured to generate a plurality of estimates for the plurality of anomalies by employing a plurality of estimation techniques and, for each of the plurality of different durations, is configured to select one of the plurality of estimation techniques for subsequent employment when performing VEE of subsequent energy consumption data for the corresponding one of the plurality of interval based energy consumption streams.

An apparatus is provided for performing validation, estimation, and editing (VEE) on a plurality of interval based energy consumption streams. The apparatus has a network operations center, configured to receive the plurality of interval based energy consumption streams, and configured to perform VEE on the plurality of interval based energy consumption streams within a specified time period. The network operations center includes a VEE processor and a VEE configuration engine. The VEE processor is configured to execute VEE rules on each of the plurality of interval based energy consumption streams within a specified time period to generate and store a corresponding plurality of post VEE readings that are stored in a post VEE readings data stores, the post VEE readings comprising a plurality of tagged energy consumption data sets that are each associated with a corresponding one of the plurality of interval based energy consumption streams, each of the plurality of tagged energy consumption data sets comprising first groups of contiguous interval values tagged as having been validated and second groups of contiguous interval values tagged as having been edited. The VEE configuration engine is configured to read the post VEE readings upon initiation of an event and, for the each of the plurality of tagged energy consumption data sets, is configured to create a plurality of anomalies having a plurality of different durations using only the first groups of contiguous interval values and is configured to generate a plurality of estimates for the plurality of anomalies by employing a plurality of estimation techniques and, for each of the plurality of different durations, is configured to select one of the plurality of estimation techniques for subsequent employment when performing VEE of subsequent energy consumption data for the corresponding one of the plurality of interval based energy consumption streams.

Described herein are methods, apparatuses, and systems for determining adaptive predictive algorithms for virtual metrology. In some embodiments, a computer implemented method identifies a plurality of predictive algorithms. The method determines when to use one or more of the plurality of predictive algorithms to predict one or more virtual metrology variables in a manufacturing facility.

There is a provided manufacturing process management support device that has an input means for inputting information indicative of the fact that work related to a manufacturing process is performed, and is capable of increasing the reliability of result information. A handy terminal 10 is used to input relevant information at the start of work for adjusting a machine that processes a processing target, at the completion of such adjustment work, and at the completion of processing work. The results of these inputs are supplied to a support tool execution server 50 through a factory result collection PC 20 and a progress server 30. The support tool execution server 50 calculates the percentage of inputs actually made and causes a display 52 to display the calculated percentage, thereby making it viewable by factory workers.

An apparatus is provided for configuring validation, estimation, and editing (VEE) rules for performing VEE on a plurality of interval based energy consumption streams. The apparatus includes a post VEE readings data stores and a rules processor. The post VEE readings data stores provides a plurality of tagged energy consumption data sets that are each associated with a corresponding one of the plurality of interval based energy consumption streams. Each of the plurality of tagged energy consumption data sets has first groups of contiguous interval values tagged as having been validated and second groups of contiguous interval values tagged as having been edited. The rules processor, reads the post VEE readings data stores upon initiation of an event and, for the each of the plurality of tagged energy consumption data sets, creates a plurality of anomalies having a plurality of different durations using only the first groups of contiguous interval values, and generates a plurality of estimates for the plurality of anomalies by employing a plurality of estimation techniques and, for each of the plurality of different durations, selects one of the plurality of estimation techniques for subsequent employment when performing VEE of subsequent energy consumption data for the corresponding one of the plurality of interval based energy consumption streams.

An apparatus is provided for configuring validation, estimation, and editing (VEE) rules for performing VEE on a plurality of interval based energy consumption streams. The apparatus includes a network operations center, configured to receive the plurality of interval based energy consumption streams and is configured to perform VEE on the plurality of interval based energy consumption streams within a specified time period. The network operations center has a post VEE readings data stores and a rules processor. The post VEE readings data stores is configured to provide a plurality of tagged energy consumption data sets that are each associated with a corresponding one of the plurality of interval based energy consumption streams, each of the plurality of tagged energy consumption data sets including first groups of contiguous interval values tagged as having been validated and second groups of contiguous interval values tagged as having been edited. The rules processor is configured to read the post VEE readings data stores upon initiation of an event and, for the each of the plurality of tagged energy consumption data sets, is configured to create a plurality of anomalies having a plurality of different durations using only the first groups of contiguous interval values and is configured to generate a plurality of estimates for the plurality of anomalies by employing a plurality of estimation techniques and, for each of the plurality of different durations, is configured to select one of the plurality of estimation techniques for subsequent employment when performing VEE of subsequent energy consumption data for the corresponding one of the plurality of interval based energy consumption streams.

An apparatus is provided for performing validation, estimation, and editing (VEE) on a plurality of interval based energy consumption streams. The apparatus has a network operations center, configured to receive the plurality of interval based energy consumption streams, and configured to perform VEE on the plurality of interval based energy consumption streams within a specified time period. The network operations center includes a VEE processor and a VEE configuration engine. The VEE processor is configured to execute VEE rules on each of the plurality of interval based energy consumption streams within a specified time period to generate and store a corresponding plurality of post VEE readings that are stored in a post VEE readings data stores, the post VEE readings comprising a plurality of tagged energy consumption data sets that are each associated with a corresponding one of the plurality of interval based energy consumption streams, each of the plurality of tagged energy consumption data sets comprising first groups of contiguous interval values tagged as having been validated and second groups of contiguous interval values tagged as having been edited. The VEE configuration engine is configured to read the post VEE readings upon initiation of an event and, for the each of the plurality of tagged energy consumption data sets, is configured to create a plurality of anomalies having a plurality of different durations using only the first groups of contiguous interval values and is configured to generate a plurality of estimates for the plurality of anomalies by employing a plurality of estimation techniques and, for each of the plurality of different durations, is configured to select one of the plurality of estimation techniques for subsequent employment when performing VEE of subsequent energy consumption data for the corresponding one of the plurality of interval based energy consumption streams.