1384 IEEE TRANSACTIONS ON POWER SYSTEMS, VOL. 25, NO. 3, AUGUST 2010
Application of a Joint Deterministic-Probabilistic
Criterion to Wind Integrated Bulk Power
System Planning
Roy Billinton, Life Fellow, IEEE, Yi Gao, Student Member, IEEE, and Rajesh Karki, Senior Member, IEEE
Abstract—The basic objective of bulk power system planning is
to develop the system as economically as possible while maintaining
an acceptable level of service reliability. The traditional methods
used by system planners to maintain acceptable bulk power system
reliability are challenged in the present move to incorporate higher
wind power penetration levels. Combining deterministic consider-
ations with probabilistic assessment in order to evaluate the quan-
titative system risk and conduct bulk power system planning has
therefore become increasingly necessary and important in recent
years.
This paper examines the capacity value of wind generation
using various approaches and the utilization of this value under
the deterministic criterion. The application of a joint
deterministic-probabilistic criterion for bulk system expansion
planning in wind integrated systems is presented. The application
of the conventional deterministic , the basic probabilistic
and the joint deterministic-probabilistic criteria is illustrated in a
wind integrated test system in this paper.
Index Terms—Bulk power system, joint deterministic and prob-
abilistic criterion, planning, wind capacity credit, wind energy.
I. INTRODUCTION
T
HE addition of wind generation to bulk power systems is
increasing rapidly throughout the world. Unlike conven-
tional generation sources, wind power is variable due to its in-
termittent and diffuse nature and traditional planning methods
will have to adapt to ensure bulk power system reliability levels
are maintained as wind power penetration levels increase. The
deterministic planning criterion has been used by many
electric power utilities for many years due to attractive charac-
teristics such as, simple implementation, straightforward under-
standing, assessment and judgment. The criterion has gen-
erally resulted in acceptable security levels, but in its basic sim-
plest form does not provide an assessment of the actual system
reliability as it does not incorporate the probabilistic nature of
system behavior and component failures.
There is a growing interest in combining deterministic con-
siderations with probabilistic assessment in order to evaluate
Manuscript received June 11, 2009; revised December 11, 2009. First pub-
lished January 29, 2010; current version published July 21, 2010. Paper no.
TPWRS-00446-2009.
The authors are with the Department of Electrical and Computer Engineering,
University of Saskatchewan, Saskatoon, SK S7N 5A9, Canada (e-mail: roy.
billinton@usask.ca; yig189@mail.usask.ca; rajesh.karki@usask.ca).
Color versions of one or more of the figures in this paper are available online
at http://ieeexplore.ieee.org.
Digital Object Identifier 10.1109/TPWRS.2009.2039652
the quantitative system risk and conduct bulk power system
planning. A relatively new approach that incorporates determin-
istic and probabilistic considerations in a single risk assessment
framework has been designated as the joint deterministic-prob-
abilistic (D-P) approach [1]. This paper extends this approach
to wind integrated bulk power system planning.
This paper examines the capacity value of wind generation
using various approaches and how this capacity value can be
utilized under a deterministic criterion. The application
of capacity credit in the conventional approach is the first
step in the application of the D-P method. Factors such as wind
farm location, wind farm correlation levels, and installed wind
capacity are considered in the studies described in this paper.
The paper also illustrates the traditional deterministic
criterion (D), the basic probabilistic (P) criterion and the D-P
criterion by application to a bulk power system incorporating
wind energy.
II. STUDY SYSTEM AND METHODS
A. Study Methods
In a basic deterministic (D) approach, using the cri-
terion, the system should be able to withstand the loss of any
single element at the peak load condition. An criterion
is used in some systems. In the probabilistic (P) approach, the
system risk should not exceed a designated criterion value (Rc).
In the D approach, the likelihood of the designated single ele-
ment failing is not included in the analysis, while in the P ap-
proach this likelihood is included together with similar proba-
bilities for all the elements in the system to calculate the system
risk (Rc). The joint deterministic-probabilistic (D-P) approach
includes both deterministic and probabilistic criteria and is de-
fined as follows: The system is required to satisfy a deterministic
criterion and also meet an acceptable risk criterion (Pc)
under the designated outage condition [1]. The D-P tech-
nique provides a bridge between the accepted deterministic and
probabilistic methods. The basic deterministic technique
results in a variable risk level under each critical outage condi-
tion. This is particularly true when the critical outage switches
from a transmission element to a generating unit or vice versa.
In the D-P approach the system must first satisfy the D crite-
rion. The system risk given that the critical element has failed
must then be equal to or less than a specified probabilistic risk
criterion (Pc). If this risk is less than or equal to the criterion
value, the D and D-P approaches provide the same result. If the
risk exceeds this value then the load must be reduced to meet
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