Improved Synthesis of Global Irradiance with One-Minute Resolution for PV System Simulations. (26th November 2014)
- Record Type:
- Journal Article
- Title:
- Improved Synthesis of Global Irradiance with One-Minute Resolution for PV System Simulations. (26th November 2014)
- Main Title:
- Improved Synthesis of Global Irradiance with One-Minute Resolution for PV System Simulations
- Authors:
- Hofmann, Martin
Riechelmann, Stefan
Crisosto, Cristian
Mubarak, Riyad
Seckmeyer, Gunther - Other Names:
- Borse Pramod H. Academic Editor.
- Abstract:
- Abstract : High resolution global irradiance time series are needed for accurate simulations of photovoltaic (PV) systems, since the typical volatile PV power output induced by fast irradiance changes cannot be simulated properly with commonly available hourly averages of global irradiance. We present a two-step algorithm that is capable of synthesizing one-minute global irradiance time series based on hourly averaged datasets. The algorithm is initialized by deriving characteristic transition probability matrices (TPM) for different weather conditions (cloudless, broken clouds and overcast) from a large number of high resolution measurements. Once initialized, the algorithm is location-independent and capable of synthesizing one-minute values based on hourly averaged global irradiance of any desired location. The one-minute time series are derived by discrete-time Markov chains based on a TPM that matches the weather condition of the input dataset. One-minute time series generated with the presented algorithm are compared with measured high resolution data and show a better agreement compared to two existing synthesizing algorithms in terms of temporal variability and characteristic frequency distributions of global irradiance and clearness index values. A comparison based on measurements performed in Lindenberg, Germany, and Carpentras, France, shows a reduction of the frequency distribution root mean square errors of more than 60% compared to the two existing synthesizingAbstract : High resolution global irradiance time series are needed for accurate simulations of photovoltaic (PV) systems, since the typical volatile PV power output induced by fast irradiance changes cannot be simulated properly with commonly available hourly averages of global irradiance. We present a two-step algorithm that is capable of synthesizing one-minute global irradiance time series based on hourly averaged datasets. The algorithm is initialized by deriving characteristic transition probability matrices (TPM) for different weather conditions (cloudless, broken clouds and overcast) from a large number of high resolution measurements. Once initialized, the algorithm is location-independent and capable of synthesizing one-minute values based on hourly averaged global irradiance of any desired location. The one-minute time series are derived by discrete-time Markov chains based on a TPM that matches the weather condition of the input dataset. One-minute time series generated with the presented algorithm are compared with measured high resolution data and show a better agreement compared to two existing synthesizing algorithms in terms of temporal variability and characteristic frequency distributions of global irradiance and clearness index values. A comparison based on measurements performed in Lindenberg, Germany, and Carpentras, France, shows a reduction of the frequency distribution root mean square errors of more than 60% compared to the two existing synthesizing algorithms. … (more)
- Is Part Of:
- International journal of photoenergy. Volume 2014(2014)
- Journal:
- International journal of photoenergy
- Issue:
- Volume 2014(2014)
- Issue Display:
- Volume 2014, Issue 2014 (2014)
- Year:
- 2014
- Volume:
- 2014
- Issue:
- 2014
- Issue Sort Value:
- 2014-2014-2014-0000
- Page Start:
- Page End:
- Publication Date:
- 2014-11-26
- Subjects:
- Photochemistry -- Periodicals
Photobiology -- Periodicals
Chemistry, Physical and theoretical -- Periodicals
Photochimie
Photobiologie
Chimie physique et théorique
Chemistry, Physical and theoretical
Photobiology
Photochemistry
Electronic journals
Periodicals
541.35 - Journal URLs:
- https://www.hindawi.com/journals/ijp/ ↗
http://www.hindawi.com/GetJournal.aspx?journal=ijp ↗ - DOI:
- 10.1155/2014/808509 ↗
- Languages:
- English
- ISSNs:
- 1110-662X
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library HMNTS - ELD Digital store
- Ingest File:
- 23052.xml