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Accommodating High Levels of Variable Generation - NERC

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Transmission Planning & Resource Adequacy<br />

While planners are accustomed to accounting for conventional generating units which may be<br />

forced out <strong>of</strong> service, they also must consider the additional uncertainty in available capacity<br />

when a large portion <strong>of</strong> the total supply portfolio is supplied from variable generation.<br />

Traditionally (and primarily for simplicity), resource planning has been a capacity-focused<br />

process. However, with high penetrations <strong>of</strong> variable generation resources in the system, existing<br />

planning methods will have to adapt to ensure that adequate resources are available to maintain<br />

bulk power system reliability.<br />

The calculation <strong>of</strong> the capacity contribution <strong>of</strong> conventional generating units to reserve margins<br />

is somewhat straightforward, based on the unit performance rating, forced outage rate, and<br />

annual unforced maintenance cycle. However, the capacity contribution <strong>of</strong> variable generation is<br />

not intuitive due to its inherent characteristics <strong>of</strong> variability and uncertainty.<br />

Current approaches used by resource planners 53 fall into two basic categories:<br />

• A rigorous LOLE/LOLP - based calculation <strong>of</strong> the Effective Load Carrying Capability<br />

(ELCC) <strong>of</strong> the variable generation relative to a benchmark conventional unit; and<br />

• Calculation <strong>of</strong> the capacity factor (CF) <strong>of</strong> the variable generation during specified time<br />

periods that represent high-risk reliability periods (typically peak hours).<br />

The ELCC approach considers all hours in a given planning period (typically a year) and the<br />

contribution <strong>of</strong> the variable generation output to capacity requirements during all time intervals<br />

<strong>of</strong> that period. ELCC calculations are typically conducted through reliability simulations that<br />

consider conventional generating outage and maintenance characteristics and the hourly annual<br />

demand shape. In order to appropriately consider the capacity contribution <strong>of</strong> variable<br />

generation, the output <strong>of</strong> the variable generation should be represented by hourly primary fuel<br />

(e.g. wind or solar) data and characteristics <strong>of</strong> the generator. Care should be taken to account for<br />

the correlation between hourly variable generation and the hourly demand series. To perform<br />

this analysis, a significant amount <strong>of</strong> time-synchronized 8,760 hourly wind generation and<br />

demand data is required and this data is needed for variable generation plants in the specific<br />

geographic regions being studied. Further, in the near-term, this data will also be required for<br />

variable generation plants that are yet to be built. Currently, for wind generation, the best<br />

approach for obtaining such data is through large-scale Numerical Weather Prediction (NWP)<br />

models. While limited efforts at validating NWP models for specific regional studies have shown<br />

that these models can provide good representations <strong>of</strong> wind output and variability, work is ongoing<br />

to validate these models for broader use. At the same time, the implementation <strong>of</strong> the<br />

53 Load Serving Entities (LSEs), Independent System Operators (ISO) and Regional Transmission Operators (RTO)<br />

<strong>Accommodating</strong> <strong>High</strong> <strong>Levels</strong> <strong>of</strong> <strong>Variable</strong> <strong>Generation</strong> 38

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