A model for commercial adoption of photovoltaic systems in California

To promote the installations of solar photovoltaic (PV) systems efficiently, it is important to quantify the impact of government incentive programs and solar PV system life-cycle costs on customer adoption. In this paper, a model for commercial solar PV adoption is developed with explanatory variables such as government incentive programs and solar PV system installation costs. The adoption model is built on top of the Generalized Bass diffusion framework. The model is applied to forecast the commercial solar PV adoption in Southern California. Asymptotic standard errors of the parameter estimates are calculated to verify the significance of the explanatory variables. Empirical results show that decreasing solar PV system installation costs and government incentive programs are the main forces that drove the growth of commercial solar PV adoption. In the case of Southern California, we also discover that government incentive programs and PV system installation costs have a much higher impact on large com...

[1]  John A. Nelder,et al.  A Simplex Method for Function Minimization , 1965, Comput. J..

[2]  L. Frantzis,et al.  Rooftop Photovoltaics Market Penetration Scenarios , 2008 .

[3]  Michaela D. Platzer U.S. Solar Photovoltaic Manufacturing: Industry Trends, Global Competition, Federal Support , 2012 .

[4]  Galen Barbose,et al.  Tracking the Sun VII: An Historical Summary of the Installed Price of Photovoltaics in the United States from 1998 to 2013 , 2012 .

[5]  Andrew David U.S. Solar Photovoltaic (PV) Cell and Module Trade Overview , 2011 .

[6]  Varun Rai,et al.  Diffusion of environmentally-friendly energy technologies: buy versus lease differences in residential PV markets , 2013 .

[7]  Frank M. Bass,et al.  A New Product Growth for Model Consumer Durables , 2004, Manag. Sci..

[8]  Robert Margolis,et al.  Exploring the market for third-party-owned residential photovoltaic systems: insights from lease and power-purchase agreement contract structures and costs in California , 2015 .

[9]  Frank M. Bass,et al.  Comments on "A New Product Growth for Model Consumer Durables The Bass Model" , 2004, Manag. Sci..

[10]  Robert Margolis,et al.  Shared Solar. Current Landscape, Market Potential, and the Impact of Federal Securities Regulation , 2015 .

[11]  Donna Heimiller,et al.  The transformation of southern California's residential photovoltaics market through third-party ownership , 2012 .

[12]  Charlotte H. Mason,et al.  Technical Note---Nonlinear Least Squares Estimation of New Product Diffusion Models , 1986 .

[13]  Mani Chandy,et al.  A model for residential adoption of photovoltaic systems , 2015, 2015 IEEE Power & Energy Society General Meeting.

[14]  K. M. Chandy,et al.  Impact of residential PV adoption on Retail Electricity Rates , 2013 .

[15]  Vijay Mahajan,et al.  Maximum Likelihood Estimation for an Innovation Diffusion Model of New Product Acceptance , 1982 .

[16]  Robert Margolis,et al.  Estimating Rooftop Suitability for PV: A Review of Methods, Patents, and Validation Techniques , 2013 .

[17]  M. Guidolin,et al.  Cross-country diffusion of photovoltaic systems: Modelling choices and forecasts for national adoption patterns , 2010 .

[18]  Varun Rai,et al.  Decision-making and behavior change in residential adopters of solar PV , 2012 .

[19]  Chelsea Schelly Residential solar electricity adoption: What motivates, and what matters? A case study of early adopters , 2014 .

[20]  Dipak C. Jain,et al.  Why the Bass Model Fits without Decision Variables , 1994 .