Marine renewable energy (MRE) resources are
highly predictable and persistent sources of energy, when compared
to other renewable sources like wind and solar. These
lend them favorably for potential grid applications, particularly
for coastal/island power systems where their generation potential
is high. Island power systems, on the other hand, are either
supported by onsite generation or by transported energy from
the mainland grid. Therefore, robustness of grid operations
depend heavily on the diversity of onsite generation resources
and the reliability of the power transportation medium. Issues
relating to either of these two factors may lead to impediments
in smooth and reliable operation of the power system. Analyzing
and quantifying operational risks for such island power systems
with diverse non-conventional generation portfolios through conventional
techniques can also prove to be cumbersome, often
requiring multiple different inputs. Therefore, in this paper, we
firstly present a novel, purely data-driven formulation which
quantifies the operational reliability of such island power systems
through minimal input data. Specifically, our proposed methodology
only relies on historical knowledge of typical hourly load
and generation profiles to quantify associated operational risks.
Subsequently, we use our proposed formulation to evaluate the
effectiveness of MRE resources (over other renewable resources
like wind and solar) in providing resilience benefits to island
power systems. The proposed formulation is demonstrated with
a case study for an island power system in Nantucket, MA.
Published: March 18, 2022
Citation
Chalishazar V.H., S. Bhattacharya, S. Hanif, D. Bhatnagar, M.E. Alam, B. Robertson, and D.C. Preziuso, et al. 2021.Data-Driven Reliability Assessment for Marine Renewable Energy Enabled Island Power Systems. In IEEE Power & Energy Society General Meeting (PESGM 2021), July 26-29, 2021, Washington DC, 1-5. Piscataway, New Jersey:IEEE.PNNL-SA-157769.doi:10.1109/PESGM46819.2021.9637995