×
INTELLIGENT WORK FORUMS
FOR ENGINEERING PROFESSIONALS

Log In

Come Join Us!

Are you an
Engineering professional?
Join Eng-Tips Forums!
  • Talk With Other Members
  • Be Notified Of Responses
    To Your Posts
  • Keyword Search
  • One-Click Access To Your
    Favorite Forums
  • Automated Signatures
    On Your Posts
  • Best Of All, It's Free!
  • Students Click Here

*Eng-Tips's functionality depends on members receiving e-mail. By joining you are opting in to receive e-mail.

Posting Guidelines

Promoting, selling, recruiting, coursework and thesis posting is forbidden.

Students Click Here

Jobs

Representative Load Profile!
3

Representative Load Profile!

Representative Load Profile!

(OP)
I'm working on a project to develop electrical load profiles for non-metered consumers to help with the load management and peak shaving decision making.
So far, I have developed daily profiles based on available data and grouped the profiles by weekdays and weekends for each month.
The problem I have is that I need to get a representative profile each for the weekdays and weekends of each month. Averaging the data may not give a true picture of the reality.
Are there any ideas on what statistical (or other) manipulations I may employ to get a meaningful representation. I'm talking about 20 profiles and 8 profiles for weekdays and weekends per month.
Hope someone can help.

RE: Representative Load Profile!

If you have a reasonable sample of different size loads, then averaging them may give a reasonable approximation of aggregate loads.  The total profile will have less variation than individual profiles, so this approach would not be accurate to estimate individual load profiles.

If the measurements were taken on different days, there may be a false reduction in variability because of differences in temperature on the different days.  If so, you might try to weather normalize the data.

One approach may be to find the std deviation of the time of peak, the std deviation of the pu loads at different times, and the std deviation of peak loads.  Then use these in a Monte Carlo simulation of multiple loads on a feeder.

Just some thoughts.

RE: Representative Load Profile!

Assuming that you have sufficient historical data, you may group all days in two groups:

(1) Weekdays (Monday-Friday)
(2) Weekends (Saturdays, Sundays, holidays)

You may then normalize the data for weather using the following regression equation:

                  L=a+bx+cy+dz

where,

L = hourly load
x = hourly temperature
y = hourly wind velocity
z = hourly cloud cover
a = y-intercept, determined by the regression program
b, c, z = coefficients determined by the regression program

Obviously, you need historical hourly data for L, x, y, z. Once you have determined a, b, c, d you may then extract the weather effect from the load data.



RE: Representative Load Profile!


Correction to my post above:

b, c, d = coefficients determined by the regression program

RE: Representative Load Profile!

Suggestion: If possible, it may be better to look into something what is already being used and proven, rather than start from the beginning unless this is a research program. E.g. surf weg for current practices. Visit
http://www.ornl.gov/ORNL/BTC/Restructuring/ORNLTM200227...
http://ets.powerpool.ab.ca/asc/PFAM/Government/BIG%20In...
http://certs.lbl.gov/pdf/LoadReliability.pdf
etc. for more info

Also, visit
http://www.amazon.com/exec/obidos/search-handle-form/10...
for literature covering the electricity market

RE: Representative Load Profile!

(OP)
Thanks a lot guys.
But forgive my ignorance, can someone give me the basics of what the monte carlo simulation is all about?
Thanks again.

RE: Representative Load Profile!

In a Monte Carlo simulation, a variable (in your case, a customer's load) would be randomly calculated based on a statistical model.  This would be repeated many times to simulate a large sample of loads.  Statistical methods could be applied to the sample to answer questions about the load behavior.

In your case, you might generate load profiles for a specific number of customers to simulate the load on a feeder.  You could generate many such load profiles to simulate a large population of sample loads on the feeder.

You can do a Monte Carlo simulation with a spreadsheet program like Excel either using macros or by using circular calculations and a set number of calculation repetitions.

Red Flag This Post

Please let us know here why this post is inappropriate. Reasons such as off-topic, duplicates, flames, illegal, vulgar, or students posting their homework.

Red Flag Submitted

Thank you for helping keep Eng-Tips Forums free from inappropriate posts.
The Eng-Tips staff will check this out and take appropriate action.

Reply To This Thread

Posting in the Eng-Tips forums is a member-only feature.

Click Here to join Eng-Tips and talk with other members!


Resources