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One or more autonomous expert system modules can be implemented within an advanced power quality monitoring system When a power quality event is captured, all modules will be invoked Each module will attempt to discover the unique knowledge it is designed to look for Once the unique knowledge is discovered, the knowledge will be available for users to inspect The knowledge can be viewed on a standard browser, or sent as an e-mail, pager, or fax message We present a few examples of autonomous expert systems
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Voltage sag direction module Voltage sags are some of the most impor-
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tant disturbances on utility systems They are usually caused by a remote fault somewhere on the power system; however, they can also be caused by a fault inside end-user facilities Determining the location of the fault causing the voltage sag can be an important step toward preventing voltage sags in the future and assigning responsibility for addressing the problem For instance, understanding the fault location is necessary for implementing contracts that include voltage sag performance specifications The supplier would not be responsible for sags that are caused by faults within the customer facility This is also important when trying to assess performance of the distribution system in comparison to the transmission system as the cause of voltage sag events that can impact customer operations The fault locations can help identify future problems or locations where maintenance or system changes are required An expert system to identify the fault location (at least upstream or downstream from the monitoring location) can help in all these cases An autonomous expert system module called the voltage sag direction module is designed just for that purpose, ie, to detect and identify a voltage sag event and subsequently determine the origin (upstream or downstream from the monitoring location) of the voltage sag event If a data acquisition node is installed at a customer PCC, the source of the voltage sag will be either on the utility or the customer side of the meter If the monitoring point is at a distribution substation trans-
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Downloaded from Digital Engineering Library @ McGraw-Hill (wwwdigitalengineeringlibrarycom) Copyright 2004 The McGraw-Hill Companies All rights reserved Any use is subject to the Terms of Use as given at the website
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Power Quality Monitoring Power Quality Monitoring 503
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former, the source of the voltage sag will be either the distribution system or the transmission system The voltage sag direction module works by comparing current and voltage rms magnitudes both before and after the sag event It tracks phase angle changes from prefault to postfault By assembling information from the rms magnitude comparison and the phase angle behavior, the origin of the voltage sag event can be accurately determined In addition, the voltage sag direction module is equipped with algorithms to assess the quality of the knowledge or answer discovered If the answer is deemed accurate, it will be sent as an output; otherwise, it will be neglected and no answer will be provided In this way, inaccurate or false knowledge can be minimized Inaccurate knowledge can be due to a number of factors, primarily to missing data and unresolved conflicting characteristics Outputs of the voltage sag direction module can be displayed on a computer screen using Web browser software, displayed in printed paper format, sent to a pager, or sent as an e-mail Figure 1131 shows an output of a voltage sag direction expert system module The first column indicates the event time, the second column indicates the monitor identification, the third column indicates event types, the fourth column indicates the triggered channel, and finally the fifth column indicates the characteristics of the event and outputs of the answer module
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A standard Web browser is the interface between the monitoring system and users Outputs of the voltage sag direction module are shown in the last column of the table
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Downloaded from Digital Engineering Library @ McGraw-Hill (wwwdigitalengineeringlibrarycom) Copyright 2004 The McGraw-Hill Companies All rights reserved Any use is subject to the Terms of Use as given at the website
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