Title: Utility Forecasting
1UtilityForecasting Planning
MADRI Meeting March 7, 2006
2Purpose
- This presentation is intended to be a general
outline of utility forecasting and planning
techniques not specific to any one company. - It is, however, intended to represent a utility
that is a PJM member, and is following a process
that works with the PJM planning regime.
3Planning Criteria
- A utilitys planning criteria are intended to be
a guide to provide for the safe, reliable and low
cost development of the utilitys electrical
system as loads increase and reinforcements
and/or new facilities are required.
4Basic Principles
- With all facilities in service
- Load must be within normal equipment ratings
- Must provide acceptable voltages
5Basic Principles
- With the outage of any single piece of equipment
(N-1 Criteria Violation) - Affected load must be within the emergency rating
of the remaining facilities - System must provide minimum emergency voltages
6Basic Principles
- N-1 criteria are applied in a similar fashion to
- Substations
- Distribution Facilities
- Subtransmission Facilities
- Transmission Facilities
7Basic Principles
- Transmission Planning Criteria
- Goes beyond N-1
- N-2 (After the N-1 outage and re-adjustment, loss
of an additional element.) - Towerline outages
- Stuck breakers
Transmission planning criteria are more
restrictive than operating criteria to account
for potential new generation, and network
facilities forecasted and unplanned outages.
8Distribution Planning
- Load Forecasting
- Substation
- Feeder
- Distribution Circuit Reinforcement
- Ratings
- N-1 Criteria
- New Business
- Connected vs. Estimated Loads
- Load Build-up Schedules
- Load Shifting
9Substation Forecast/Planning Process Diagram for
a Typical Utility
10Substation Forecast/Planning ProcessData
Collection
11Substation Forecast/Planning Process Data
Collection
- CMMS Peak Load Data
- MV-90 Remote Metering
- Substation Data Concentrators
- Inspection Data
- Data Scrubbing
- Adjustments
- Voltage Reduction, Cogen, etc.
- Reference Data
- Station Type, Reactive, Power Factors, Feeder
Info, etc. - Load Transfers
- Historical Trends
- Peak Adjustments
12Substation Forecast/Planning ProcessWeather
Normalization
13Substation Forecast/Planning ProcessWeather
Normalization
- Weighted Temperature-Humidity Index (WTHI)
- 3-Day Heat Build-Up
- 10-5-2 Weighting Factors
- Normalization Standard
- 50/50 Historical Probability
- 84 Degrees WTHI
- Normalized Peak Selection
- Load vs. WTHI Correlation
- Exclusion of Data Points Below 73 Degrees WTHI
- Exclusion of Non-Trend Data Points
- Current Year Weather Sensitivity
- 5-Year Weather Sensitivity
14Substation Forecast/Planning ProcessSubstation
Area Forecasts
15Substation Forecast/Planning ProcessSubstation
Area Forecasts
- Growth Factors
- General Growth Load growth of existing and
small additional customers is generally
consistent with historical trending - Specific Growth Load growth attributable to
major new business projects greater than 300 kW
16Diversified Specific Growth
- Adjusted for
- Over-estimation of Loads
- Load Profiles
- Delayed Project Completions
- Customer to Feeder Coincidence
- Feeder to Substation Coincidence
17Coincidence Factor
- Substations feed a number of different types of
load - Not all of the load will peak at the same time
(diversity) - Expect any implementation of time-of-use or RTP
tariffs to cause interval customers to
change/modify load patterns
18Substation Forecast/Planning ProcessSubstation
Area Forecasts
- Forecast Worksheet
- Historical Trending
- Feeder Peak Synthesis
- Forecast Performance
- Short Range Forecast
- 4-Year Forecast
- Long Term Forecast
- 9 Scenarios
- High Tension Service Customer Forecasts
- Developed by utility
- Area (Switching Station) Forecasts
- Coincidized Substation Roll-Up
- System Forecast Roll-Up
- Coincidized HV Substation Area Forecast Roll-Up
19Substation Forecast/Planning ProcessSubstation
Area Planning
20Substation Forecast/Planning ProcessSubstation
Area Planning
- Substation Area Capacity
- Firm N-1 Criteria
- Includes Automatic ICT Transfers
- Capacity Processing
- Load vs. Capacity Analysis
- Load Relief Modeling
- Power Factor Correction
- Load Transfers
- Dispersed Generation
- System Reinforcement Modeling
- Interstation Capacity Ties
- Station Reinforcement
- New Station
- Generation (As Permitted)
21Feeder Forecast ProcessData Acquisition
- Substation Operators collect data during station
inspections via a Mobile Data Terminal (MDT) - Data is electronically uploaded into CMMS
- Data is extracted into spreadsheet
- Data is scrubbed no data, broken meter, tie
recloser operations, etc. - Summer peak load is selected and utilized to
develop the individual feeder forecasts
22Feeder Forecasting ProcessLoad vs. Capacity
Analysis
- Peak data is used for Station Feeder Forecasts
(Feeder Utilization) - Data is processed to evaluate overloaded circuits
- Forecast sheets are used when a New Business Plan
of Supply is submitted - Is capacity available?
- If not, how can circuit be relieved?
- Reinforcement jobs and New Business jobs are
tracked on the Station Feeder Forecast sheets
23How Do Projects Emerge?
- Individual substation overloads are not as
critical if sufficient ties exist - Greatest concern - area overloads consisting of
two (2) or more substations - Could cause cascading overloads and area outages
- Time to reinforce when area overloads are present
or could reasonably be expected to occur in the
near future
24New Business
- Division Planners are typically concerned with
new business projects 300-kVA and greater - Voltage / Service characteristics can range from
secondary to sub-transmission (277/480 volts up
to 69-kV) - Types of New Business can vary from Network
Service to Substation / High Tension service
25Transmission Planning
- Entity Load Forecast
- Regional Transmission Expansion Planning (RTEP)
Process - Lead by PJM and coordinated with Transmission
Owners - Incorporation of utilitys TD Planning results
into PJMs RTEP Process, PJM will begin zonal
forecasting utility loads this year - Baseline Reinforcements
- Merchant Generation/Transmission Interconnections
Reinforcements - Analyses Tools
- Short Circuit
- Load Flow
- System Stability
- LOLP (Loss of Load Probability)
- Operations Support
26Entity Load Forecast
- The Entity Load Forecast is an independent
forecast of summer peak, performed by PJM - Used to set Zonal Scaling Factors in eCapacity
and sets capacity obligations for all LSEs - Relates growth in the PJM normalized peak to the
U.S. economy (Gross Domestic Product) - This load is allocated to specific nodes using
the various utilitys Distribution Substation
Forecasts
27Any Questions?