Solar and Photovoltaic
Demonstrative research on PV performance in Thailand
August 17, 2006 Fuji Electric Systems Co., Ltd.
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Solar and Photovoltaic Demonstrative research on PV performance in - - PowerPoint PPT Presentation
1 Solar and Photovoltaic Demonstrative research on PV performance in Thailand August 17, 2006 Fuji Electric Systems Co., Ltd. 2 Todays Line up 1. Solar cell 2. PV system 3. PV market 4. Demonstrative sites and measurement items 5.
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・ Solar cell has a structure that p-type semiconductor and n-type semiconductor are joined together. ・ When sunlight is absorbed at p-n junction, positive hole and electron will be born. ・ If plus and minus terminals are connected through load, current is passing. Section view of solar cell (model)
P-type semiconductor N-type semiconductor
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PV panel area : 1m2
Irradiance : 1kW/m2 Output power (Pmax) : 100W Conversion efficiency = Output power (Pmax) Input power = 100W/1kW = 10% Equal to 100,000 luxes of illumination Temperature : 25deg.C
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1 2 3 4 5 6 7 5 10 15 20 25 30 35 Voltage (V) Current (A) 20 40 60 80 100 120 140 Power (W) Voltage-current performance Voltage-power performance
Pmax point
Light intensity : 1kW/m2 Temperature : 25 deg.C AM : 1.5
Example
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Crystal Amorphous Single crystal Polycrystal Single Crystal Polycrystal Silicon Compound PV Cell
(Silicon, Silicon Alloy) (SiGe, SiC, etc.) (GaAs Type) (Cds, CdTe , CuInGaSe2, etc.)
Silicon
(Silicon, Silicon Alloy) (SiGe, SiC, etc.) (GaAs Type) (Cds, CdTe
c-Si a-Si
Conversion Efficiency under STC
(average of product on the market)
15 ~ 19% 13 ~ 16% 6 ~ 10%
CIS : 8 ~ 10%
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Single Crystalline Type Poly-Crystalline Type Thin Film (Amorphous Silicon) Type See Through Type (Amorphous Silicon) Flexible Type (Amorphous Silicon)
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DC DC LOAD PV Array and Frame PV Array and Frame Junction Box Junction Box Power Conditioner
equipped with protective function for interconnection
AC Utility grid (PEA, MEA)
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DC LOAD AC Utility grid (PEA, MEA) PV Array and Frame Junction Box Power Conditioner
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DC LOAD AC PV Array and Frame Charge controller Inverter (CVCF) Battery
DC 14
DC AC PV Array and Frame Charge controller Battery
DC
LOAD Utility grid (PEA, MEA) Power Conditioner
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Power conditioner Inverter unit
Control unit Protection unit for interconnection Protection unit Inverter PV array Grid line Load
・Automatic start/stop operation ・Maximum power tracking system ・Automatic voltage regulation ・Disconnection function under abnormal condition Protection unit which disconnects power conditioner from grid line In case of trouble at grid line, including islanding detector
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Building integration Frame installation Flat roof Slope roof Ground Installation
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Source : PV system Guidebook, NEDO
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No. Items for check 1 PV 1) PV module (a) Dirt, breakage on surface array (b) Fracture, discoloration of cell (c) Distortion, breakage of frame (d) Damage of cable 2) Suport (a) Corrosion, erosion, rust frame (b) Damage of grounding wire 3) Electrical (a) Measurement of insulation resistance performance (b) Measurement of open-circuit voltage 2 Junction Box (a) Corrosion, erosion, rust of box (b) Damage of cable (c) Damage of grounding wire (d) Condition of door Equipment No. Items for check 3 Power 1) External (a) Corrosion, erosion, rust of box conditioner appearance (b) Damage of cable (c) Condition of door (d) Damage of devices inside (e) Damage of grounding wire (f) Abnormal sound and smell in operation (g) Clogged ventilating filter (h) Environment (high temperature, high humidity) 2) Electical (a) Operating condition of display performance (b) Measurement of insulation resistance (c) Sequence test of protection unit 3) Start and (a) Manual operation stop (b) Automatic operation (c) Pmax tracking unit 4) Protection (a) Relay test relay (b) Sequence test 4 Measurement 1) Pyranometer (a) Dirt, breakage on surface equipment (b) Damage of cable (c) Measurement of output voltage 2) Thermometer (a) Breakage (b) Damage of cable (c) Measurement of signal output 3) Personal (a) Display computer (b) Reserved data (c) Output power data Equipment
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10 15 20 25 30 35 Jan Feb Mar Apr May Jun Jul Aug Sep Oct Nov Dec Month Monthly average ambient temperature (deg.C) 1 2 3 4 5 6 7 Monthly average irradiation ( kWh/m2/d)
Global irradiaton in Bangkok Average ambient temperature in Tokyo Average ambient temperature in Bangkok Latitude Longitude
Monthly average ambient temperature (deg.C) Monthly average irradiation (kWh/m2/d)
Tokyo 35'41'' 139'46" 15.6 3.3 Bangkok 13'44" 100'34" 28.6 4.8
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Source : NEDO
Trial calculation
20 40 60 80 100 120 140 160 180 Jan Feb Mar Apr May Jun Jul Aug Sep Oct Nov Dec Month Monthly output energy (kWh/month)
Amorphous silicon Yearly amount of ourput energy c-Si : 1,295kWh/year a-Si : 1,378kWh/Year (a-Si/c-Si=1.064) Tilt angle : 10 deg. Direction of PV surface : south 22
Trial calculation
20 40 60 80 100 120 140 160 180 Jan Feb Mar Apr May Jun Jul Aug Sep Oct Nov Dec Month Monthly output energy (kWh/month)
Amorphous silicon
Yearly amount of ourput energy c-Si : 999kWh/year a-Si : 1,032kWh/Year (a-Si/c-Si=1.033) Tilt angle : 10 deg. Direction of PV surface : south
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832.6 154 470.1
560.3 744.1
302 1758.7
1194.7 57.9 60.1 69.4 79.6 88.6 125.8 153.2 201.3 277.8 390.5
200 400 600 800 1000 1200 1400 1600 1800 2000 1991 1992 1993 1994 1995 1996 1997 1998 1999 2000 2001 2002 2003 2004 2005 2006 Year Annual production of PV module ( MW) Japan USA Europe Other area Total
(Germany:347MW) (China:122MW, Taiwan : 88MW)
Total Japan Europe The other USA
Source : RTS corporation , PV News
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200 400 600 800 1000 1200 1400 1600 1800 2000 1991 1992 1993 1994 1995 1996 1997 1998 1999 2000 2001 2002 2003 2004 2005 Year Annual production of PV module ( MW)
Monocrystalline silicon Polycrystalline silicon Amorphous silicon (including hybrid) a-Si/c-Si Ribbon Si CdTe Poly Si (thin type) Light-gathering CIS Other kind Total sum p-Si 991.0MW p-Si 991.0MW c-Si 486.4MW a-Si/c-Si : 120.0MW a-Si : 73.3MW Ribbon Si : 53.0MW CdTe : 32.0MW CIS : 3.0MW Light-gathering : 0MW Total 1,758.7MW
Source : RTS corporation , PV News
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2 4 % 9 % 8 % 7 % 6 % 5 % 5 % 3 % 3 % 2 % 2 % 2 % 2 % 2 % 1 % 1 % 1 % 1 % 1 % 1 % 1 % 1 1 % Sharp (JPN) Q-Cell (GER) Kyocera (JPN) Sanyo (JPN) Mitsubishi Electric (JPN) Schott Solar (GER) Suntech (CHN) Motech (TWN) Isofoton (ESP) Shell Solar (USA) The other in China Deutsche Cell (GER) BP Solar (AUS) E-Ton (TWN) Photowatt (FRN) BP Solar (USA) Sun Power (PHI) Uni-Solar (USA) Kaneka (JPN) ErSol (GER) First Solar (USA)
Annual production of solar cell in 2005 in the world : 1,758.7MW
Source : RTS corporation , PV News
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Source : PVPS , IEA In 2004 Total in the world : 2,596MW Japan : 1,132.0MW Europe : 1,021.5MW (Germany : 794.0MW) USA : 365.2MW India : 86.0MW China : 60.0MW
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Source : PVPS , IEA
24 31 43 60 91 133 209 330 452 637 860 1132 3700 670 260 46 500 1000 1500 2000 2500 3000 3500 4000 1993 1994 1995 1996 1997 1998 1999 2000 2001 2002 2003 2004 Fiscal year Cost of PV system (kilo Yen /kW) 200 400 600 800 1000 1200 Cumulative installed capacity (MW) Cost of generated electricity per 1kWh (Yen /kWh)
Cost of residential PV system per 1kW (kilo Yen/kW) Cost of genereted electricity per 1kWh (Yen/kWh)
source : METI
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19, Moo, Petkasam Road, Yaicha, Sampran, Nakhon Pathom 73110, Thailand TEL 03-422-5240, 03-432-1661~3 FAX 03-422-5241, 03-432-1660
○ ○ Practical site for the subjects on Practical site for the subjects on “ “I Islanding prevention malfunction slanding prevention malfunction” ” and and “ “Prevention of over Prevention of over voltage voltage” ” ○ ○ Reference site for the subject on Reference site for the subject on “ “The most optimum combination of The most optimum combination of a a-
Si and and c c-
Si PV PV” ” ○ ○ Actual operation started on October 28, 2006. Actual operation started on October 28, 2006.
N Symbol : E/Ka Kind : a-Si Manufacturer : Kaneka Type : SMA088 Layout : 11×32 (Q'ty=352) Connection : 5series×70parallel (with 2 dummy) Capacity : 18.9kW
Symbol : E/M Kind : a-Si Manufacturer : Mitsubishi heavy industries Type : MA100J1-YF-04 Layout : 7×27 (Q'ty=189) Connection : 3series×63parallel Capacity : 18.9kW
Symbol : E/Ky Kind : p-Si Manufacturer : Kyocera Type : SPR1786 Layout : 11×11 (Q'ty=121) Connection : 13series×9parallel (with 4 dummy) Capacity : 20.9kW
Symbol : E/Sl Kind : c-Si Manufacturer : Shell solar japan Type : SQ80-P Layout : 18×14 (Q'ty=252) Connection : 18series×14parallel Capacity : 20.2kW
Symbol : W/M Kind : a-Si Manufacturer : Mitsubishi heavy industries Type : MA100J1-YF-04 Layout : 6×34 (Q'ty=204) Connection : 3series×68parallel Capacity : 20.4kW
Symbol : W/Ka Kind : a-Si Manufacturer : Kaneka Type : SMA088 Layout : 10×36 (Q'ty=360) Connection : 5series×72parallel Capacity : 19.4kW
Symbol : W/Sp Kind : p-Si Manufacturer : Sharp Type : ND-Q7L1K Layout : 9×15 (Q'ty=135) Connection : 13series×10parallel (with 5 dummy) Capacity : 21.7kW
16,930 14,290 31,634 29,750 19,985 33,470 39,838 28,000
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ID Islanding detector-1 UASB and Water reuse TR1 315kVA 22kV/400V 8.25/455A TR2 1000kVA TR6 1000kVA TR3 1500kVA TR4 1500kVA TR5 2500kVA PEA 22kV ID Islanding detector-2 R Dummy Load 10kW 18.9kW 20.2kW 19.4kW PV 20.4kW PV PV PV Junction box1 PV PV PV PV PV PV PV PV PV Power conditioner (20kW) ~ PV PV PV PV Inverter / Converter (20kVA) ~ 20.9kW PV PV PV PV ~ Low Voltage Switchboard Battery3 23.4kWh G Generator 195kVA Office A T S 600A Switchboard near TR1 Cable 430m 400A 400A 400A 50A 50A 50A 50A 100A 50A ~ ~ ~ ~ DU2 DU1 F-Box3 F-Box2 Battery2 23.4kWh A T S G not exist UASB switchboard (existing) 10kvar 10kvar 300A PC1 PC2 DU3 21.7kW PV PV PV PV ~ 100A ~ F-Box1 Battery1 23.4kWh 18.9kW PV PV PV PV 50A ~ PC3 INV1 DU4 PC4 PC5 DU5 DU6 PC6 INV2 DU7 PC7 INV3 Single Crystal Poly Crystal (B) Amorphous (B1) Amorphous (A1) Poly Crystal (A) Amorphous (A2) Amorphous (B2) L C J-box2 J-box3 J-box4 J-box5 J-box6 J-box7
[A] Environmental Data [B] PV temperature
(1) Total irradiance (2) Ambient temperature (3) Wind speed (4) Wind direction (5) Amount of Rain fall
[C] [D] [E] [F] [G] [H] 35
Note) Digital inputs / outputs, for instance failure of power conditioner and of grid line, are excluded in the following table. Group No. Items The number of measurement items Group No. Items The number of measurement items
1 Total irradiance 2 35 AC current (R) 1 2 Ambient temperature 1 36 AC current (S) 1 3 Wind speed 1 37 AC current (T) 1 4 Wind direction 1 38 AC voltage (RS) 1 5 Amount of Rain fall 1 39 AC voltage (ST) 1
PV module
40 AC voltage (TR) 1
[B]
41 AC active power 1 7 PV DC current 7 42 AC reactive power 1 8 PV DC voltage 7 43 AC current (R) 1 9 AC current (R) 7 44 AC current (S) 1 10 AC current (S) 7 45 AC current (T) 1 11 AC current (T) 7 46 AC voltage (RS) 1 12 AC voltage (RS) 7 47 AC voltage (ST) 1 13 AC voltage (ST) 7 48 AC voltage (TR) 1 14 AC voltage (TR) 7 49 AC active power 1 15 AC active power 7 50 AC reactive power 1 16 AC reactive power 7 51 Frequency 1 17 AC current (R) 1 52 AC current (R) 1 18 AC current (S) 1 53 AC current (S) 1 19 AC current (T) 1 54 AC current (T) 1 20 AC voltage (RS) 1 55 AC voltage (RS) 1 21 AC voltage (ST) 1 56 AC voltage (ST) 1 22 AC voltage (TR) 1 57 AC voltage (TR) 1 23 AC active power 1 58 AC active power 1 24 AC reactive power 1 59 AC reactive power 1 25 BAT DC current 3 153 26 BAT DC voltage 3 27 AC current (R) 3 28 AC current (S) 3 29 AC current (T) 3 30 AC voltage (RS) 3 31 AC voltage (ST) 3 32 AC voltage (TR) 3 33 AC active power 3 34 AC reactive power 3
Total PV system (not including dummy load) [F] Receiving point (Low Voltage) [G] UASB load (Already existing) [H] sum
14 6 PV temperature
Environment al Data [A] Battery system (Inverter- converter, Battery) [E] Dummy Load [D] Power conditioner [C]
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16/151-4 Muang Thong Thani, Bond Street Road, Bangpood Pakkred, Nonthaburi 11120, Thailand TEL 02-503-3333 FAX 02-504-4826~8
○ ○ Practical site for the subjects on Practical site for the subjects on “ “The most The most
a-
Si and and c c-
Si PV PV” ” ○ ○ Actual operation started on November 1, 2006. Actual operation started on November 1, 2006.
Detail investigation on performance of PV modules Measurement of IV curve Actual operating condition of PV system Measurement of input output of power conditioner PV module PV array Power conditioner Junction box MCCB
5th flr 2nd flr 1st flr
Personal computer MCCB WHM Meter pole Junction box Pyranometer IV curve tracer 38
y
h s s
E S
h i
E S
Area② Kind of PV : amorphous Q'ty : 45 (9×5) Connection : 4series×11 parallel (one for dummy) Capacity : 2.38kW Area① Kind of PV : poly crystal Q'ty : 27 (9×3) Connection : 9 series×3 parallel Capacity : 4.51kW Area④ Kind of PV : single crystal Q'ty : 50 (5×10) Connection : 12 series×4 parallel (two for dummy) Capacity : 3.84kW Area⑤ (Rooftop of elevater room) Ten (10) PV modules for test are installed on the rooftop of elevater room. Kind and q'ty of PV module are as follows. Single crystal : 1 Poly crystal : 2 Amorphous : 7
Capacity of PV modules : 15.3kW
Kind of PV : hybrid / HIT Q'ty : 24 (6×4) Connection : 4 series×6 parallel Capacity : 4.56kW
: Py ranometer (f or irradiance) Q'ty : 2 : Spectral irradiance meter Q'ty : 1 : Thermometer Q'ty : 1 : Anemometer Q'ty : 1 : Rain gauge Q'ty : 1
E S
E S
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Power conditioner 2.5kW(1φ) Pyranometer (total irradiance)
W H M Pole transformer
High voltage transmission line (22kV) Low voltage distribution line (400V)
MCCB for 5th floor Switchboard LP5 at 5th floor J- box1 J- box2
PV PV
J- box3 Warehouse at 5th floor Switchboard at ground floor Power conditioner 4.2kW(1φ)
a-Si PV 2.42kW ( Kaneka) p-Si PV 4.51kW ( Sharp) HIT PV 4.56kW ( Sanyo)
TC(1) TC(1) TC(1)Computer room at 2nd floor J- box4
c-Si PV 3.84kW ( Shell)
TC(1)Power conditioner 4.2kW(1φ) Power conditioner 4.2kW(1φ) Rain gauge Thermometer (ambient temperature)
PT100Ω
Anemometer (wind speed) (wind direction)
LCD
Spectral Pyranometer
PV PV PV PV PV PV
TD MCCB MCCB 3Φ3 W MCCB MCCB
Area (2) Area (1) Area (3) Area (4)
PC 1 PC 2 PC 3 PC 4
MCB-PV~ ~ ~ ~
TC(1)PV PV PV PV PV PV
TC(1) TC(1) TC(1) TC(1) TC(1)Elevater room at rooftop
a-Si PV ( Kaneka) a-Si PV ( M H I ) a-Si PV ( F E S ) c-Si PV ( Shell) p-Si PV ( Kyocera) p-Si PV ( Sharp) PV module for I-V measurement
Pyranometer (total irradiance) PV module switching box TC switching box I-V curve tracer Junction box for PV
TD Converter
Personal computer (No.1)
LCD
Personal computer (No.2) TEI Building
[I] [J] [K] [L] 40
Group No. Items Number of measurement 1 Total irradiance 1 2 Ambient temperature 1 3 Wind speed 1 4 Wind direction 1 5 Amount of Rain fall 1 6 PV temperature 4 Spectrum data [J] 8 PV DC current 4 9 PV DC voltage 4 10 PV DC power 4 11 AC current 4 12 AC voltage 4 13 AC active power 4 14 Frequency 4 15 Daily AC output energy (kWh) 4 16 I-V curve 6 17 PV temperature 6 18 Total irradiance 1 sum 55 Spectral irradiance 1 Environmental Data [I] Power conditioner data [K] IV performacen data [L] 7 41
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1 2 3 4 5 6 Nov-05 Dec-05 Jan-06 Feb-06 Mar-06 Apr-06 May-06 Jun-06 Month Monthly average daily irradiation (kWh/m2/d) Mearured daily irradiation at TEI
Average irradiation from October 23 to June 16 : 4.71 kWh/m2/day
44 Ambient temperature @TEI (data from Nov.24, 05 to Jun.30, 06) 5 10 15 20 25 30 35
May 2006
Date Average ambient temperature (deg.C)
45 Wind speed @TEI (data from Nov.24, 05 to Jun.30, 06) 2 4 6 8 10 12
May 2006
Date Wind speed (m/s) Average wind speed Maximum wind speed Average : 1.5m/s Maximum : 10.5m/s
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10 20 30 40 50 60 70
May 2006
Date
Daily average output energy (kWh/d)**
1 2 3 4 5 6 7
Daily average irradiation (kWh/m2/d)
Sharp Kaneka Sanyo Shell Irradiation
47 Generation efficiecy of PV arrays @TEI (data from Nov.24, 05 to Jun.16, 06)
2 4 6 8 10 12 14 16 2005/11/1 2005/12/1 2005/12/31 2006/1/30 2006/3/1 2006/3/31 2006/4/30 2006/5/30 2006/6/29 Date
Generation efficiecy (%)**
Sharp Kaneka Sanyo Shell
Sanyo : 12.1% Sharp : 9.6% Shell : 7.1% Kaneka : 5.1% Average Generation efficiency = Daily output energy (kWh/d) Daily irradiation (kWh/m2/d) × Area of PV module (m2) Trouble of measurement system
48 Normalized generation efficiecy of PV arrays @TEI (data from Nov.24, 05 to Jun.16, 06)
0.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8 0.9 1 2005/11/1 2005/12/1 2005/12/31 2006/1/30 2006/3/1 2006/3/31 2006/4/30 2006/5/30 2006/6/29 Date
Normalized generation efficiecy (pu)**
Sharp Kaneka Sanyo Shell
Sanyo : 0.75 Sharp : 0.76 Shell : 0.56 Kaneka : 0.82 Average
Normalized generation efficiency = Generation efficiency Conversion efficiency under standard test condition
Trouble of measurement system
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Daily generatiion efficiency at TEI site 2 4 6 8 10 12 14 Oct-05 Nov-05 Dec-05 Jan-06 Feb-06 Mar-06 Apr-06 May-06 Jun-06 Date Generation efficiency (%)
Generation efficiency = Daily output energy (kWh/d) Daily irradiation (kWh/m2/d) × Area of PV module (m2)
Kyocera Sharp Shell Kaneka MHI Abnormal condition (Obstacles on PV panels)
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Normalized efficiency at TEI site 0.2 0.4 0.6 0.8 1 1.2 1.4 Oct-05 Nov-05 Dec-05 Jan-06 Feb-06 Mar-06 Apr-06 May-06 Jun-06 Date Normalized efficiency
SHELL SHARP KYOCERA MHI KANEKA
Normalized efficiency = Generation efficiency Conversion efficiency under standard test condition Abnormal condition (Obstacles on PV panels)
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343.8 570.9 379.9 324.2 425.3 535.3 415.2 117.5 111.8 129.8 121.0 103.5 110.0 112.3 81.9 100 200 300 400 500 600 700 Nov.05 Dec.05 Jan.06 Feb.06 Mar.06 Apr.06 May.06 Jun.06 Date Daily PV output energy (kWh/d) 20 40 60 80 100 120 140 Peak PV output power (kW) Daily PV output energy Peak PV output power Nominal capacity : 140kW
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Yearly average of daily irradiation in Thailand
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Annual production of PV in the world (2005)
Source : RTS corporation, PV News
11.8% Amorphous silicon (including hybrid) 4.2% Poly-crystalline silicon 56.3% Mono-crystalline silicon 27.7%
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Si Bond Dangling bond Bond Si
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Crystalline Silicon Amorphous Silicon High Low (13~15%) (8~10%) Small Large (6.6~7.7m2/kW) (10.0~12.5m2/kW) Long Short (about 2.2years) (about 1.6years) Small Big (
(
Long wavelength Short wavelength (400~1200nm) (300~800nm) Yes Yes Range of Spectral Response Light Degradation of Efficiency Recover of efficiency by Annealing Effect No No Conversion Efficiency Necessary Area (PV surface area) Energy Payback Time Temperature Coefficient
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0.2 0.4 0.6 0.8 1 1.2 Sep Oct Nov Dec Jan Feb Mar Apr May Jun Jul Aug Sep Oct Nov Dec Month Normalized Efficiency Amorphous Silicon PV Crystalline silicon PV HOT SEASON COLD SEASON
Normalized Efficiency = Efficiency under outdoor condition Nominal Efficiency
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Comparison of dependence on cell temperature between amorphous silicon PV and mono-crystalline silicon PV (for reference)
Normalized Efficiency = Efficiency under outdoor condition Nominal Efficiency
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Spectral irradiance of standard sunlight and Spectral response of 2 kinds of PV (a-Si, c-Si) 200 400 600 800 1,000 1,200 1,400 1,600 1,800 500 1000 1500 2000 2500 3000 Wavelength ( nm) Spectral irradiance ( W・ m-2・ µm-1) 0.2 0.4 0.6 0.8 1 1.2 Relative response Spectral irradiance of standard sunlight Spectral response of c-Si PV Spectral response of a-Si PV
A B C
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Dark condition
Reference : Sophisticated Verification Method (SV method) 65
Irradiation (kWh/m2) [ HA*A ] Output Energy (kWh) [ EP ] KHS Kpdrn KPE KPS Loss Loss Loss ηPS
Performance parameter
KPT KPM KPDRS KC Loss by shadow Loss by incident-angle-dependance Loss by DC circuit Loss by dirt on the surface of PV Loss by temperature rise Loss by mismatch of Pmax tracking Coefficient of spectral response Loss by AC circuit KHS : Kpdrn : KPE : KPS : KPT : KPM : KPDRS : KC :
Output energy of PV : EP EP=K×HA×A×ηPS =K×HA×PPS
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HA : Irradiation [kWh/m2] A : Area of PV array [m2] ηP
S
: Conversion efficiency under standard test condition PPS : Nominal output power of PV array [kW] K : System performance ratio K = KHS×Kpdrn×KPE×KPS×KPT×KPM×KPDRS×KC
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Analysis of PV system(a-Si,poly-Si) using measurement results(Nov.05 to May 06) related to PV and weather