Study of Long-term Energy Storage System Capacity Configuration Based on Improved Grey Forecasting Model
نویسندگان
چکیده
Distributed generation equipment improves renewable energy utilization and economic benefits through an storage system (ESS). However, dominated by short-term data, the configuration of long-period ESS capacity is absent based on dynamic change load, which leads to a large deviation from expected return. Considering characteristics lack data less information, after introducing grey theory, we propose new long-term method for establish forecasting model (GFM) user improving basic improve accuracy model. Then, scheduling established with maximum social as optimization objective. Based forecast improved (IGFM), hierarchical solution used solve Finally, parameters are configured service life rate The simulation results show that higher realized in prediction model, algorithm gets convergence speed precision. Apart that, nonlinear correlation trend EES return between cycle revealed. Compared short period, this study provides more comprehensive accurate support ESS, reducing error actual significantly.
منابع مشابه
mortality forecasting based on lee-carter model
over the past decades a number of approaches have been applied for forecasting mortality. in 1992, a new method for long-run forecast of the level and age pattern of mortality was published by lee and carter. this method was welcomed by many authors so it was extended through a wider class of generalized, parametric and nonlinear model. this model represents one of the most influential recent d...
15 صفحه اولa study on construction of iranian life tables: the case study of modified brass logit system
چکیده ندارد.
15 صفحه اولstudy of hash functions based on chaotic maps
توابع درهم نقش بسیار مهم در سیستم های رمزنگاری و پروتکل های امنیتی دارند. در سیستم های رمزنگاری برای دستیابی به احراز درستی و اصالت داده دو روش مورد استفاده قرار می گیرند که عبارتند از توابع رمزنگاری کلیددار و توابع درهم ساز. توابع درهم ساز، توابعی هستند که هر متن با طول دلخواه را به دنباله ای با طول ثابت تبدیل می کنند. از جمله پرکاربردترین و معروف ترین توابع درهم می توان توابع درهم ساز md4, md...
Deformation Monitoring and Forecasting Model Study Based on Grey System Theory
The grey system theory studies the uncertainty of small sample size problems. This paper using grey system theory in the deformation monitoring field, based on analysis of present grey forecast models, developed the spatial multi-point model. By using residual modification, the spatial multi-point residual model was developed in further study. Then, combined with the sedimentation data of Xiaol...
متن کاملLong-Term Streamflow Forecasting Based on Relevance Vector Machine Model
Long-term streamflow forecasting is crucial to reservoir scheduling and water resources management. However, due to the complexity of internally physical mechanisms in streamflow process and the influence of many random factors, long-term streamflow forecasting is a difficult issue. In the article, we mainly investigated the ability of the Relevance Vector Machine (RVM) model and its applicabil...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
ژورنال
عنوان ژورنال: IEEE Access
سال: 2023
ISSN: ['2169-3536']
DOI: https://doi.org/10.1109/access.2023.3265083