The impact of co-adopting electric vehicles, solar photovoltaics, and battery storage on electricity consumption patterns: Empirical evidence from Arizona

Shen, Xingchi; Qiu, Yueming; Xing, Bo; Patwardhan, Anand; Hultman, Nathan; Dong, Bing

doi:10.1016/j.resconrec.2023.106914

Cited by 11 publications

(4 citation statements)

References 24 publications

Supporting

Mentioning

Contrasting

Order By: Relevance

“…Understanding why these incentives are crucial in driving electric vehicle adoption is paramount. Firstly, electric vehicles often come with higher prices compared to traditional fuel-powered vehicles [12]. Therefore, financial incentives such as tax deductions or purchase subsidies can make electric vehicles more affordable for consumers, offsetting the initial price difference.…”

Section: The Importance Of Incentives In Driving Electric Vehicle Ado...mentioning

confidence: 99%

Sentiment Unleashed: Electric Vehicle Incentives Under the Lens of Support Vector Machine and TF-IDF Analysis

2024

J. Appl. Data Sci.

View full text Add to dashboard Cite

This research examines public sentiment regarding electric vehicle incentives through sentiment analysis of online comments. These incentives include tax deductions and other financial rewards offered to promote the adoption of electric vehicles. In this study, the researchers collected and analyzed over 1,000 comments from various online platforms to understand the public's perspective on these incentives. The study employs Support Vector Machine (SVM), a powerful machine learning algorithm, as the main method and utilizes Term Frequency-Inverse Document Frequency (TF-IDF) to analyze comment texts. The research findings depict significant variation in public sentiment regarding electric vehicle incentives, with approximately 57.3% of comments expressing negative sentiment, 33.2% positive, and the rest neutral. This study makes a unique contribution to the existing literature by shedding light on the nuanced perspectives of the public, revealing strong support for incentives from a financial standpoint, coupled with notable concerns about electric vehicle prices and charging infrastructure availability. External factors such as government policies and vehicle prices significantly influence public sentiment, and easy access to charging infrastructure plays a crucial role in shaping positive sentiment. Furthermore, the study emphasizes the positive influence of environmental concerns on public support for electric vehicle incentives. The results provide valuable insights into public sentiment, contributing to a better understanding of the factors influencing it, and offer practical policy recommendations for the design and implementation of effective electric vehicle incentives to foster sustainable and environmentally friendly transportation.

show abstract

Section: The Importance Of Incentives In Driving Electric Vehicle Ado...mentioning

confidence: 99%

Sentiment Unleashed: Electric Vehicle Incentives Under the Lens of Support Vector Machine and TF-IDF Analysis

2024

J. Appl. Data Sci.

View full text Add to dashboard Cite

show abstract

“…Grid integration challenges of high-penetration solar PV systems have been studied extensively, highlighting the need for innovative solutions. Researchers have also investigated the impact of solar PV adoption on residential electricity consumption patterns [12].…”

Section: Introductionmentioning

confidence: 99%

Solar-Powered Electric Vehicles: Enhancing Endurance and Sustainability through Photovoltaic Integration

Ogunrinola,

Udechukwu,

Akinyemi

et al. 2024

IOP Conf. Ser.: Earth Environ. Sci.

View full text Add to dashboard Cite

The potential of solar photovoltaic (PV) technology as a transformative and sustainable energy solution in the context of global energy challenges is explored in this work. The advancements in solar PV technology, including innovative cell architectures like heterojunction and Passivated Emitter Rear Contact (PERC) cells, the emergence of perovskite solar cells, and the influence of roll-to-roll manufacturing processes are discussed in this paper. The paper also highlights the diversification of energy portfolios, enhanced energy system reliability, resilient energy infrastructure, energy security, and the profound environmental benefits associated with solar PV technology. The results of a performance study involving a prototype electric vehicle, both with and without integrating a solar panel as an alternative energy source are noted. The findings reveal a substantial increase in the vehicle’s endurance when the solar panel is incorporated, emphasizing the transformative potential of solar PV in reshaping energy systems, mitigating environmental hazards, and promoting responsible land use. The work underscores the ongoing journey towards a cleaner and more resilient energy future, empowered by the harnessing of solar energy.

show abstract

“…Most studies examine the impact of renewable energy or distributed energy resources. Shen et al (2023) analyze the impact of co-adopting EV, rooftop solar PV, and home battery storage. Earle et al (2023) propose a promising strategy of combining traditional energy-efficiency upgrades and behind-the-meter DERs to achieve residential electrification.…”

Section: Introductionmentioning

confidence: 99%

The impact of rooftop solar on wholesale electricity demand in the Australian National Electricity Market

Gao

Han

2023

Front. Energy Res.

View full text Add to dashboard Cite

Solar energy from rooftop photovoltaic (PV) systems in Australia’s National Electricity Market (NEM) has been continuously increasing during the last decade. How much this change has affected power demand from electricity networks is an important question for both regulators and utility investors. This study aims to quantify the impact of rooftop solar energy generation on spot electricity demand and also to forecast power system load in the post-covid-19 era. Using half-hourly data from 2009 to 2019, we develop a novel approach to estimate rooftop solar energy generation before building regression models for wholesale electricity demand of each state. We find that the adoption of solar PV systems has significantly changed the levels and intra-day patterns of power demand, especially by reducing daytime power consumption from the grid and creating a “duck curve”. The results also show that most states in the NEM would see decreased electricity demand during 2019–2034.

show abstract

The impact of co-adopting electric vehicles, solar photovoltaics, and battery storage on electricity consumption patterns: Empirical evidence from Arizona

Cited by 11 publications

References 24 publications

Sentiment Unleashed: Electric Vehicle Incentives Under the Lens of Support Vector Machine and TF-IDF Analysis

Sentiment Unleashed: Electric Vehicle Incentives Under the Lens of Support Vector Machine and TF-IDF Analysis

Solar-Powered Electric Vehicles: Enhancing Endurance and Sustainability through Photovoltaic Integration

The impact of rooftop solar on wholesale electricity demand in the Australian National Electricity Market

Contact Info

Product

Resources

About