Title :
Sensitivity-Indices-Based Risk Assessment of Large-Scale Solar PV Investment Projects
Author :
Das, Indrajit ; Bhattacharya, Kankar ; Canizares, Claudio ; Muneer, W.
Author_Institution :
Dept. of Electr. & Comput. Eng., Univ. of Waterloo, Waterloo, ON, Canada
fDate :
4/1/2013 12:00:00 AM
Abstract :
Large-scale solar photovoltaic (PV) generation is now a viable, economically feasible and clean energy supply option. Incentive schemes, such as the Feed-in-Tariff (FIT) in Ontario, have attracted large-scale investments in solar PV generation. In a previous work, the authors presented an investor-oriented planning model for optimum selection of solar PV investment decisions. In this paper, a method for determining the sensitivity indices, based on the application of duality theory on the Karush-Kuhn-Tucker (KKT) optimality conditions, pertaining to the solar PV investment model is presented. The sensitivity of the investors´ profit to various parameters, for a case study in Ontario, Canada are presented and discussed and these are found to be very close to those obtained using the Monte Carlo simulation and finite-difference (individual parameter perturbation) based approaches. Furthermore, a novel relationship is proposed between the sensitivity indices and the investor´s profit for a given confidence level to evaluate the risk for an investor in solar PV projects.
Keywords :
Monte Carlo methods; finite difference methods; investment; photovoltaic power systems; power generation economics; power generation planning; risk management; solar power stations; tariffs; Canada; FIT; KKT optimality conditions; Karush-Kuhn-Tucker optimality conditions; Monte Carlo simulation; Ontario; clean energy supply option; feed-in-tariff; finite-difference based approaches; investor-oriented planning model; large-scale solar PV generation; large-scale solar PV investment projects; large-scale solar photovoltaic generation; sensitivity-indices-based risk assessment; Computational modeling; Indexes; Investments; Monte Carlo methods; Optimization; Sensitivity; Standards; Duality theory; investor planning; risk assessment; sensitivity indices; solar photovoltaic (PV);
Journal_Title :
Sustainable Energy, IEEE Transactions on
DOI :
10.1109/TSTE.2012.2225078