Implications of Geographic Diversity for Short-Term Variability and Predictability of Solar Power

被引:0
|
作者
Mills, Andrew D. [1 ]
Wiser, Ryan H. [1 ]
机构
[1] Univ Calif Berkeley, Lawrence Berkeley Lab, Energy Anal Dept, Berkeley, CA 94720 USA
关键词
WIND TURBINES; SYSTEMS;
D O I
暂无
中图分类号
TE [石油、天然气工业]; TK [能源与动力工程];
学科分类号
0807 ; 0820 ;
摘要
Worldwide interest in the deployment of photovoltaic generation (PV) is rapidly increasing. Operating experience with large PV plants, however, demonstrates that large, rapid changes in the output of PV plants are possible. Early studies of PV grid impacts suggested that short-term variability could be a potential limiting factor in deploying PV. Many of these early studies, however, lacked high-quality data from multiple sites to assess the costs and impacts of increasing PV penetration. As is well known for wind, accounting for the potential for geographic diversity can significantly reduce the magnitude of extreme changes in aggregated PV output, the resources required to accommodate that variability, and the potential costs of managing variability. We use measured 1-min solar insolation for 23 time-synchronized sites in the Southern Great Plains network of the Atmospheric Radiation Measurement program and wind speed data from 10 sites in the same network to characterize the variability of PV with different degrees of geographic diversity and to compare the variability of PV to the variability of similarly sited wind. We find in our analysis of PV and wind plants similarly sited in a 5 X 5 grid with 50 km spacing that the variability of PV is only slightly more than the variability of wind on time scales of 5-15 min. Over shorter and longer time scales the level of variability is nearly identical. Finally, we use a simple approximation method to estimate the cost of carrying additional reserves to manage sub-hourly variability. We conclude that the costs of managing the short-term variability of PV are dramatically reduced by geographic diversity and are not substantially different from the costs for managing the short-term variability of similarly sited wind in this region.
引用
收藏
页数:9
相关论文
共 50 条
  • [21] The impact of short-term variability and uncertainty on long-term power planning
    Henrik C. Bylling
    Salvador Pineda
    Trine K. Boomsma
    Annals of Operations Research, 2020, 284 : 199 - 223
  • [22] Solar Power Plant Generation Short-Term Forecasting Model
    Eroshenko, Stanislav
    Kochneva, Elena
    Kruchkov, Pavel
    Khalyasmaa, Aleksandra
    2018 3RD INTERNATIONAL CONFERENCE ON MEASUREMENT INSTRUMENTATION AND ELECTRONICS (ICMIE 2018), 2018, 208
  • [23] A review of very short-term wind and solar power forecasting
    Tawn, R.
    Browell, J.
    RENEWABLE & SUSTAINABLE ENERGY REVIEWS, 2022, 153
  • [24] Short-term solar power forecasting using satellite images
    Shobana Devi A.
    Maragatham G.
    Boopathi K.
    Prabu M.R.
    International Journal of Powertrains, 2021, 10 (02) : 125 - 142
  • [25] Impacts of Short-Term Solar Power Forecasts in System Operations
    Ibanez, Eduardo
    Krad, Ibrahim
    Hodge, Bri-Mathias
    Ela, Erik
    2016 IEEE/PES TRANSMISSION AND DISTRIBUTION CONFERENCE AND EXPOSITION (T&D), 2016,
  • [26] An analog ensemble for short-term probabilistic solar power forecast
    Alessandrini, S.
    Delle Monache, L.
    Sperati, S.
    Cervone, G.
    APPLIED ENERGY, 2015, 157 : 95 - 110
  • [27] Short-Term Solar Power Forecasting: A Combined Long Short-Term Memory and Gaussian Process Regression Method
    Wang, Ying
    Feng, Bo
    Hua, Qing-Song
    Sun, Li
    SUSTAINABILITY, 2021, 13 (07)
  • [28] Short-term solar effects
    Harrison, RA
    PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES, 2003, 361 (1802): : 79 - 93
  • [29] Short-term predictability of photovoltaic production over Italy
    De Felice, Matteo
    Petitta, Marcello
    Ruti, Paolo M.
    RENEWABLE ENERGY, 2015, 80 : 197 - 204
  • [30] SHORT-TERM PREDICTABILITY OF EPICARDIAL POTENTIAL FIELDS IN VF
    BAYLY, PV
    JOHNSON, EE
    WOLF, PD
    SMITH, WM
    IDEKER, RE
    JOURNAL OF THE AMERICAN COLLEGE OF CARDIOLOGY, 1994, : A152 - A152