Creating Innovative
Solutions for a
Sustainable Future
‘Solar Resource Assessment for Solar PV Power Plants’
Presented at: “Capacity Building Programme for SBI Officials”
Er. Abhinav Jain
E&F Division, TERI
Creating Innovative
Solutions for a
Sustainable Future
The Importance of Solar Resource Assessment
a) Renewable energy technologies have distinctively different characteristics from more
conventional energy supplies, such as fossil-fuel or nuclear facilities;
b) Furthermore, the energy output is variable according to the variances of the resource,
requiring, in some cases, some form of storage system to stabilize the output to meet load
demand;
c) Investment decisions are based on various considerations, such as the Life Cycle Cost (LCC)
of a system.
LCC Graph
Creating Innovative
Solutions for a
Sustainable Future
Characteristics of Solar Irradiation Data
What kind of Irradiation Data is needed ?
a) Type:
I. Direct Normal Irradiation (DNI)
II. Global Horizontal Irradiation (GHI)
III. Diffuse Horizontal Irradiation (DHI)
b) Sources:
I. Ground Measurements;
II. Satellite derived Data.
c) Properties of Irradiation Data:
I. Spatial variability;
II. Inter-annual variability;
III. Long-term drifts.
Creating Innovative
Solutions for a
Sustainable Future
Direct Normal Irradiation (S)
It is the irradiance of the sun emitted from the solid angle of the sun’s disc, received by a unit surface held perpendicular to the
solar beam. It includes a small quantity of irradiance that is scattered by the intervening medium along this axis of the cone. The
solar constant is a special case, as it pertains to the value outside the earth’s atmosphere and it is denoted by So. The term “Beam
Solar Radiation” is used to denote the direct solar beam, incident on a horizontal surface.
Diffuse Horizontal Irradiation (Ed)
It is the downward irradiance scattered by the atmospheric constituents and reflected and transmitted by the cloud and incident
on a unit horizontal surface. This irradiance comes from the whole hemisphere of solid angle of 2π with the exception of the solid
angle subtended by the sun’s disc.
Global Horizontal Irradiation (Eg)
This is the irradiance that reaches a horizontal unit surface. It is made up of the direct solar beam irradiance and the scattered
diffuse solar irradiance. Since the direction of the incident solar beam changes continually from sunrise to sunset, the cosine
effect or cosine law comes into play.
Thus the Global Irradiation at a place can be written as:
Eg = S cos θ + Ed (Where ‘θ’ is the angle of incidence)
Characteristics of Solar Irradiation Data (Contd.)
Creating Innovative
Solutions for a
Sustainable Future
Ground measurements vs. Satellite derived data
Ground Measurements
Advantages:
a) High accuracy (depending upon the
sensors)
b) High time resolution.
Disadvantages:
a) High costs for installation and O&M;
b) Soiling of the sensors;
c) Sometimes sensor failure;
d) No possibility to gain data of the past.
Satellite Data
Advantages:
a) Spatial resolution;
b) Long term data (more than 20 years)
c) Effectively no failures;
d) No soiling;
e) No ground site necessary;
f) Low costs.
Disadvantages:
a) Lower time resolution;
b) Lower accuracy in particular at high time
resolution.
Creating Innovative
Solutions for a
Sustainable Future
How to get bankable Meteo Data ?
Quality checked Ground
Measurements to gain highly
accurate data.
Derivation of Irradiation from
Satellite Data to get:
a) Spatial distribution;
b) Long-term time series.
Validation of Satellite Data with
Ground Measurements.
Result: Accurate hourly time series, Irradiation maps and Long-term annual mean.
Creating Innovative
Solutions for a
Sustainable Future
Ground Measurements
REQUIRED INSTRUMENTS (HARDWARE & SOFTWARE)
 Details of the Hardware (s):
 Pyranometer ;
 Pyranometer with Shaded Ring/Balls ;
 Pyrheliometer ;
 Automated Solar Tracker System;
 Data Logger (with Inbuilt memory)
 Dedicated Personal Computer (PC)/Laptop System (with sufficient memory storage)
 Various communication technologies/Networking Interfaces like GPRS/GSM, Serial Port etc. (as per
the requirement)
 Cables & other accessories;
 Continuous Power Supply System (with back-up UPS/Battery bank)
 Details of the Software (s):
 Data Acquisition Software (including QA/QC) for the Data Logger System (including Real-time
Interface)
 Software for generating Reports, Charts, Customized Reports etc.
 Spatial Data Mapping Software like ArcGIS Desktop v10, GE Small-World CST etc.
 Software/Database to store Solar Radiation Data (MS SQL v2010, ORACLE v11G etc.)
Creating Innovative
Solutions for a
Sustainable Future
0.5
1.0
1.5
2.0
2.5
3.0
3.5
4.0
4.5
5.0
5.5
6.0
6.5
1.5
2.0
2.5
3.0
3.5
4.0
4.5
5.0
5.5
6.0
6.5
4.4
4.6
4.8
5.0
5.2
5.4
5.6
5.8
6.0
6.2
6.4
6.6
6.8
7.0
5.0
5.2
5.4
5.6
5.8
6.0
6.2
6.4
6.6
6.8
7.0
7.2
7.4
0 5 10 15 20 25 30 35
3
4
5
6
7
8
0 5 10 15 20 25 30
-1
0
1
2
3
4
5
6
7
8
Jan 2010
Global horizontal radiation
Global tilted radiation
Feb 2010
Mar 2010
Global
radiation
(kWh/m2)
Apr 2010
May 2010
Date of the month
Jun 2010
Date of the month
Example of Time Series Solar Radiation Data (NISE Campus)
Creating Innovative
Solutions for a
Sustainable Future
Satellite Platforms & Instruments
Primary Instruments:
 The VISSR Atmospheric Sounder (VAS)
 The Advanced Very High Resolution Radiometer (AVHRR)
 The High Resolution Infrared Radiation Sounder (HIRS)
Observational Platforms:
 Equatorial: These satellites generally orbit the
earth in a west-to-east direction, following a
sinusoidal path that crosses the equator at least
twice per orbit. As a result, these satellites do not
pass over every location on earth, and generally do
not pass over the Polar Regions at all;
 Polar: These satellites, also known as Polar Orbiting
Environmental Satellites (POES) orbit the earth
from the north to the South Pole, while the earth
rotates underneath;
 Geostationary: In this configuration, the orbit of
the satellite is such that it is always over the same
point on the earth’s surface, so that it constantly
looks at the same region.
Creating Innovative
Solutions for a
Sustainable Future
Validation
(Comparing Ground Measurements & Satellite Data: Time Scales)
 Ground measurements are typically pin point
measurements which are temporally integrated;
 Satellite measurements are instantaneous spatial
averages;
 Hourly values are calculated from temporal and spatial
averaging (cloud movement)
Creating Innovative
Solutions for a
Sustainable Future
Validation (Contd.)
Comparing Ground Measurements & Satellite Data: Sensor Size
Creating Innovative
Solutions for a
Sustainable Future
Validation (Contd.)
Comparing Ground Measurements & Satellite Data: Sensor Size
3.5
4.0
4.5
5.0
5.5
6.0
6.5
7.0
3.5
4.0
4.5
5.0
5.5
6.0
6.5
7.0
5.0
5.2
5.4
5.6
5.8
6.0
6.2
6.4
6.6
6.8
7.0
7.2
7.4
Jan Feb Mar Apr May Jun Jul Aug Sep Oct Nov Dec
4.5
5.0
5.5
6.0
6.5
7.0
Jan Feb Mar Apr May Jun Jul Aug Sep Oct Nov Dec
4.5
5.0
5.5
6.0
6.5
7.0
Ahmedabad
Global tilted ground measured
Global tilted satellite derived
Bhopal
Jodhpur
Global
tilted
radiation
(kWh/m20
Jaipur
Months
New Delhi
Months
General difficulties: Point versus Area
and Time integrated versus Area
integrated.
Global Tilted Time Series Data for NW-India.
Creating Innovative
Solutions for a
Sustainable Future
Month
s
Ahmedaba
d
Bhopal Jodhpur Jaipur New Delhi
Jan 4.54 4.3889 4.31 4.25 3.7
Feb 5.44 5.2 5.06 5.01 4.56
Mar 6.35 6.2389 6.04 6.11 5.73
Apr 6.95 7.0389 6.73 7.08 6.69
May 6.99 6.7528 6.97 7.25 6.79
Jun 6.02 5.5333 6.55 6.65 6.26
Jul 4.31 4.0056 5.46 5.13 5.3
Aug 4.31 3.8028 5.42 4.89 4.94
Sep 5.18 5.2028 5.85 5.45 5.25
Oct 5.26 5.325 5.31 5.05 4.67
Nov 4.65 4.7278 4.49 4.28 3.93
Dec 4.23 4.5778 4.12 3.74 3.31
Months
Ahmedaba
d
Bhopal Jodhpur Jaipur New Delhi
Jan 4.801 4.688 4.378 4.229 3.685
Feb 5.585 5.563 5.204 5.053 4.689
Mar 6.374 6.261 6.157 6.056 4.689
Apr 7.018 6.853 7.062 6.889 6.786
May 7.368 7.049 7.517 7.257 7.063
Jun 6.144 5.946 7.063 6.835 6.618
Jul 4.854 4.659 6.234 5.910 5.841
Aug 4.425 4.059 5.621 5.379 5.455
Sep 5.463 5.254 6.011 5.807 5.305
Oct 5.777 5.802 5.696 5.595 5.329
Nov 4.931 4.876 4.732 4.636 4.348
Dec 4.538 4.433 4.183 3.997 3.585
Stations MPE MBE RMSE
Ahmedabad -5.120 0.255 0.301
Bhopal -4.693 0.220 0.326
Jodhpur -5.125 0.294 0.362
Jaipur -4.783 0.229 0.358
New Delhi -4.192 0.189 0.463
Ahmedabad
Bhopal
Jodhpur
Jaipur
New Delhi
-5 -4 -3 -2 -1 0
(a)
MPE
MPE
Stations
* Statistical parameters (MPE, MBE and RMSE) for Global Horizontal Irradiation.
Ground Measurements & Satellite Data of Global Horizontal Irradiation (kWh/m2)
Validation (Results)
Creating Innovative
Solutions for a
Sustainable Future
Adjusting Ground & Satellite Data
Simple Method: Scaling with the MPE (Mean Percentage Error)
 E.g. with a MPE of (– 5 %), every value is multiplied with (1.05)
+ Suitable for Average values;
+ Very easy to apply.
- Modification of frequency distribution at the extreme end:
• A factor > 1 may produce unrealistic high values;
• A factor < 1 may omit high values.
Advance Method: Error analysis and correction functions.
 Analysis of the Deviations:
 At clear sky ? (e.g. due to incorrect atmospheric data)
 During cloud situations ? (e.g. incorrect cloud modelling)
Ref. Paper: http://www.geospatialworld.net/Paper/Application/ArticleView.aspx?aid=30355
Creating Innovative
Solutions for a
Sustainable Future
NREL India Solar Resource Data-sets
Source: http://www.nrel.gov/international/ra_india.html
Creating Innovative
Solutions for a
Sustainable Future
Annual Global Horizontal Irradiation (GHI)
Creating Innovative
Solutions for a
Sustainable Future
Annual Direct Normal Irradiation (DNI)
Creating Innovative
Solutions for a
Sustainable Future
SRRA Stations
Creating Innovative
Solutions for a
Sustainable Future
http://niwe.res.in/department_srra.php
List of SRRA Stations
Creating Innovative
Solutions for a
Sustainable Future
India Solar Atlas
Creating Innovative
Solutions for a
Sustainable Future
India Solar Atlas (Data Finder)
Creating Innovative
Solutions for a
Sustainable Future
Sample Solar Radiation Data-sets
Creating Innovative
Solutions for a
Sustainable Future
Solar Radiation Maps of India
Contact Us
CORPORATE OFFICE
Darbari Seth Block, IHC Complex, Lodhi Road,
New Delhi - 110 003, INDIA
Tel. (+91 11) 2468 2100 and 41504900
Fax (+91 11) 2468 2144 and 2468 2145
For general inquires contact
mailbox@teri.res.in
Thanks You
Abhinav Jain
Mo- 8882828606
Email- Abhinav.jain@teri.res.in

Solar resource assessment

  • 1.
    Creating Innovative Solutions fora Sustainable Future ‘Solar Resource Assessment for Solar PV Power Plants’ Presented at: “Capacity Building Programme for SBI Officials” Er. Abhinav Jain E&F Division, TERI
  • 2.
    Creating Innovative Solutions fora Sustainable Future The Importance of Solar Resource Assessment a) Renewable energy technologies have distinctively different characteristics from more conventional energy supplies, such as fossil-fuel or nuclear facilities; b) Furthermore, the energy output is variable according to the variances of the resource, requiring, in some cases, some form of storage system to stabilize the output to meet load demand; c) Investment decisions are based on various considerations, such as the Life Cycle Cost (LCC) of a system. LCC Graph
  • 3.
    Creating Innovative Solutions fora Sustainable Future Characteristics of Solar Irradiation Data What kind of Irradiation Data is needed ? a) Type: I. Direct Normal Irradiation (DNI) II. Global Horizontal Irradiation (GHI) III. Diffuse Horizontal Irradiation (DHI) b) Sources: I. Ground Measurements; II. Satellite derived Data. c) Properties of Irradiation Data: I. Spatial variability; II. Inter-annual variability; III. Long-term drifts.
  • 4.
    Creating Innovative Solutions fora Sustainable Future Direct Normal Irradiation (S) It is the irradiance of the sun emitted from the solid angle of the sun’s disc, received by a unit surface held perpendicular to the solar beam. It includes a small quantity of irradiance that is scattered by the intervening medium along this axis of the cone. The solar constant is a special case, as it pertains to the value outside the earth’s atmosphere and it is denoted by So. The term “Beam Solar Radiation” is used to denote the direct solar beam, incident on a horizontal surface. Diffuse Horizontal Irradiation (Ed) It is the downward irradiance scattered by the atmospheric constituents and reflected and transmitted by the cloud and incident on a unit horizontal surface. This irradiance comes from the whole hemisphere of solid angle of 2π with the exception of the solid angle subtended by the sun’s disc. Global Horizontal Irradiation (Eg) This is the irradiance that reaches a horizontal unit surface. It is made up of the direct solar beam irradiance and the scattered diffuse solar irradiance. Since the direction of the incident solar beam changes continually from sunrise to sunset, the cosine effect or cosine law comes into play. Thus the Global Irradiation at a place can be written as: Eg = S cos θ + Ed (Where ‘θ’ is the angle of incidence) Characteristics of Solar Irradiation Data (Contd.)
  • 5.
    Creating Innovative Solutions fora Sustainable Future Ground measurements vs. Satellite derived data Ground Measurements Advantages: a) High accuracy (depending upon the sensors) b) High time resolution. Disadvantages: a) High costs for installation and O&M; b) Soiling of the sensors; c) Sometimes sensor failure; d) No possibility to gain data of the past. Satellite Data Advantages: a) Spatial resolution; b) Long term data (more than 20 years) c) Effectively no failures; d) No soiling; e) No ground site necessary; f) Low costs. Disadvantages: a) Lower time resolution; b) Lower accuracy in particular at high time resolution.
  • 6.
    Creating Innovative Solutions fora Sustainable Future How to get bankable Meteo Data ? Quality checked Ground Measurements to gain highly accurate data. Derivation of Irradiation from Satellite Data to get: a) Spatial distribution; b) Long-term time series. Validation of Satellite Data with Ground Measurements. Result: Accurate hourly time series, Irradiation maps and Long-term annual mean.
  • 7.
    Creating Innovative Solutions fora Sustainable Future Ground Measurements REQUIRED INSTRUMENTS (HARDWARE & SOFTWARE)  Details of the Hardware (s):  Pyranometer ;  Pyranometer with Shaded Ring/Balls ;  Pyrheliometer ;  Automated Solar Tracker System;  Data Logger (with Inbuilt memory)  Dedicated Personal Computer (PC)/Laptop System (with sufficient memory storage)  Various communication technologies/Networking Interfaces like GPRS/GSM, Serial Port etc. (as per the requirement)  Cables & other accessories;  Continuous Power Supply System (with back-up UPS/Battery bank)  Details of the Software (s):  Data Acquisition Software (including QA/QC) for the Data Logger System (including Real-time Interface)  Software for generating Reports, Charts, Customized Reports etc.  Spatial Data Mapping Software like ArcGIS Desktop v10, GE Small-World CST etc.  Software/Database to store Solar Radiation Data (MS SQL v2010, ORACLE v11G etc.)
  • 8.
    Creating Innovative Solutions fora Sustainable Future 0.5 1.0 1.5 2.0 2.5 3.0 3.5 4.0 4.5 5.0 5.5 6.0 6.5 1.5 2.0 2.5 3.0 3.5 4.0 4.5 5.0 5.5 6.0 6.5 4.4 4.6 4.8 5.0 5.2 5.4 5.6 5.8 6.0 6.2 6.4 6.6 6.8 7.0 5.0 5.2 5.4 5.6 5.8 6.0 6.2 6.4 6.6 6.8 7.0 7.2 7.4 0 5 10 15 20 25 30 35 3 4 5 6 7 8 0 5 10 15 20 25 30 -1 0 1 2 3 4 5 6 7 8 Jan 2010 Global horizontal radiation Global tilted radiation Feb 2010 Mar 2010 Global radiation (kWh/m2) Apr 2010 May 2010 Date of the month Jun 2010 Date of the month Example of Time Series Solar Radiation Data (NISE Campus)
  • 9.
    Creating Innovative Solutions fora Sustainable Future Satellite Platforms & Instruments Primary Instruments:  The VISSR Atmospheric Sounder (VAS)  The Advanced Very High Resolution Radiometer (AVHRR)  The High Resolution Infrared Radiation Sounder (HIRS) Observational Platforms:  Equatorial: These satellites generally orbit the earth in a west-to-east direction, following a sinusoidal path that crosses the equator at least twice per orbit. As a result, these satellites do not pass over every location on earth, and generally do not pass over the Polar Regions at all;  Polar: These satellites, also known as Polar Orbiting Environmental Satellites (POES) orbit the earth from the north to the South Pole, while the earth rotates underneath;  Geostationary: In this configuration, the orbit of the satellite is such that it is always over the same point on the earth’s surface, so that it constantly looks at the same region.
  • 10.
    Creating Innovative Solutions fora Sustainable Future Validation (Comparing Ground Measurements & Satellite Data: Time Scales)  Ground measurements are typically pin point measurements which are temporally integrated;  Satellite measurements are instantaneous spatial averages;  Hourly values are calculated from temporal and spatial averaging (cloud movement)
  • 11.
    Creating Innovative Solutions fora Sustainable Future Validation (Contd.) Comparing Ground Measurements & Satellite Data: Sensor Size
  • 12.
    Creating Innovative Solutions fora Sustainable Future Validation (Contd.) Comparing Ground Measurements & Satellite Data: Sensor Size 3.5 4.0 4.5 5.0 5.5 6.0 6.5 7.0 3.5 4.0 4.5 5.0 5.5 6.0 6.5 7.0 5.0 5.2 5.4 5.6 5.8 6.0 6.2 6.4 6.6 6.8 7.0 7.2 7.4 Jan Feb Mar Apr May Jun Jul Aug Sep Oct Nov Dec 4.5 5.0 5.5 6.0 6.5 7.0 Jan Feb Mar Apr May Jun Jul Aug Sep Oct Nov Dec 4.5 5.0 5.5 6.0 6.5 7.0 Ahmedabad Global tilted ground measured Global tilted satellite derived Bhopal Jodhpur Global tilted radiation (kWh/m20 Jaipur Months New Delhi Months General difficulties: Point versus Area and Time integrated versus Area integrated. Global Tilted Time Series Data for NW-India.
  • 13.
    Creating Innovative Solutions fora Sustainable Future Month s Ahmedaba d Bhopal Jodhpur Jaipur New Delhi Jan 4.54 4.3889 4.31 4.25 3.7 Feb 5.44 5.2 5.06 5.01 4.56 Mar 6.35 6.2389 6.04 6.11 5.73 Apr 6.95 7.0389 6.73 7.08 6.69 May 6.99 6.7528 6.97 7.25 6.79 Jun 6.02 5.5333 6.55 6.65 6.26 Jul 4.31 4.0056 5.46 5.13 5.3 Aug 4.31 3.8028 5.42 4.89 4.94 Sep 5.18 5.2028 5.85 5.45 5.25 Oct 5.26 5.325 5.31 5.05 4.67 Nov 4.65 4.7278 4.49 4.28 3.93 Dec 4.23 4.5778 4.12 3.74 3.31 Months Ahmedaba d Bhopal Jodhpur Jaipur New Delhi Jan 4.801 4.688 4.378 4.229 3.685 Feb 5.585 5.563 5.204 5.053 4.689 Mar 6.374 6.261 6.157 6.056 4.689 Apr 7.018 6.853 7.062 6.889 6.786 May 7.368 7.049 7.517 7.257 7.063 Jun 6.144 5.946 7.063 6.835 6.618 Jul 4.854 4.659 6.234 5.910 5.841 Aug 4.425 4.059 5.621 5.379 5.455 Sep 5.463 5.254 6.011 5.807 5.305 Oct 5.777 5.802 5.696 5.595 5.329 Nov 4.931 4.876 4.732 4.636 4.348 Dec 4.538 4.433 4.183 3.997 3.585 Stations MPE MBE RMSE Ahmedabad -5.120 0.255 0.301 Bhopal -4.693 0.220 0.326 Jodhpur -5.125 0.294 0.362 Jaipur -4.783 0.229 0.358 New Delhi -4.192 0.189 0.463 Ahmedabad Bhopal Jodhpur Jaipur New Delhi -5 -4 -3 -2 -1 0 (a) MPE MPE Stations * Statistical parameters (MPE, MBE and RMSE) for Global Horizontal Irradiation. Ground Measurements & Satellite Data of Global Horizontal Irradiation (kWh/m2) Validation (Results)
  • 14.
    Creating Innovative Solutions fora Sustainable Future Adjusting Ground & Satellite Data Simple Method: Scaling with the MPE (Mean Percentage Error)  E.g. with a MPE of (– 5 %), every value is multiplied with (1.05) + Suitable for Average values; + Very easy to apply. - Modification of frequency distribution at the extreme end: • A factor > 1 may produce unrealistic high values; • A factor < 1 may omit high values. Advance Method: Error analysis and correction functions.  Analysis of the Deviations:  At clear sky ? (e.g. due to incorrect atmospheric data)  During cloud situations ? (e.g. incorrect cloud modelling) Ref. Paper: http://www.geospatialworld.net/Paper/Application/ArticleView.aspx?aid=30355
  • 15.
    Creating Innovative Solutions fora Sustainable Future NREL India Solar Resource Data-sets Source: http://www.nrel.gov/international/ra_india.html
  • 16.
    Creating Innovative Solutions fora Sustainable Future Annual Global Horizontal Irradiation (GHI)
  • 17.
    Creating Innovative Solutions fora Sustainable Future Annual Direct Normal Irradiation (DNI)
  • 18.
    Creating Innovative Solutions fora Sustainable Future SRRA Stations
  • 19.
    Creating Innovative Solutions fora Sustainable Future http://niwe.res.in/department_srra.php List of SRRA Stations
  • 20.
    Creating Innovative Solutions fora Sustainable Future India Solar Atlas
  • 21.
    Creating Innovative Solutions fora Sustainable Future India Solar Atlas (Data Finder)
  • 22.
    Creating Innovative Solutions fora Sustainable Future Sample Solar Radiation Data-sets
  • 23.
    Creating Innovative Solutions fora Sustainable Future Solar Radiation Maps of India
  • 24.
    Contact Us CORPORATE OFFICE DarbariSeth Block, IHC Complex, Lodhi Road, New Delhi - 110 003, INDIA Tel. (+91 11) 2468 2100 and 41504900 Fax (+91 11) 2468 2144 and 2468 2145 For general inquires contact mailbox@teri.res.in Thanks You Abhinav Jain Mo- 8882828606 Email- Abhinav.jain@teri.res.in