HomeMy WebLinkAboutNJUS ESS Modeling For Wind-Diesel, Rev1, Saft America - July 3, 2018 TTG-AE-SR 2018090558
Nome Joint Utility Services
ESS Modeling for Wind-Diesel System
Date: July 3, 2018
Project #: 20180703JMcD Rev 1
By: Jax Application Engineering
ESS Business Unit, TTG
This document contains information that is proprietary to Saft America Inc. The recipient may disclose this document only to third
parties who are directly assisting with this RFP, solely for the purpose of obtaining their assistance during the selection process and
during contract negotiations. Any other disclosure shall require the prior written consent of Saft America Inc.
TTG Application Engineering September 5, 2018
TTG-AE-SR 2018090558
This document contains information that is proprietary to Saft America Inc.
Page 2 of 18
Change History
REV Date Change Description By
- Initial JMcD
1 20180907 Modified diesel dispatch parameters JMcD
Contents
Change History ........................................................................................................................................................................................... 2
Contents ..................................................................................................................................................................................................... 2
Background ................................................................................................................................................................................................ 3
Available wind production ......................................................................................................................................................................... 3
Historical curtailment ................................................................................................................................................................................ 3
Model parameters ..................................................................................................................................................................................... 5
Methodology.............................................................................................................................................................................................. 5
Simulation results ...................................................................................................................................................................................... 6
Annex 1: Simulation graphs ....................................................................................................................................................................... 7
TTG Application Engineering September 5, 2018
TTG-AE-SR 2018090558
This document contains information that is proprietary to Saft America Inc.
Page 3 of 18
Background
The purpose of this analysis is to assess potential savings in wind curtailment from use of an energy storage system (ESS) to work in
concert with existing diesel plant for NJUS. The diesels operated by NJUS are as follows:
Unit Description Year
Installed
Rating /
Size Min Load **kWh/gal Remarks
12 Cat#3616 1991 3,660 2,200 15.9 Old Plant - infrequently
used
14 Cat#3516B-LS 1999 1,875 1,200 14 Old Plant - infrequently
used
15 Wartsila#12V32B 2005 5,211 2,800 15.6 primary generator
16 Wartsila#12V32B 2005 5,211 2,800 15.7 primary generator
18a Cat#3456B
(blackstart) 2005 400 240 < 15
have used in concert
with others at peak
times.
** The kWh/gal info was gleaned from operation load logs and represents a day of use or part of a day of use (12/14).
Information provided by NJUS for startup times is as follows:
#12 if not run for a while needs to be blown down first, which takes about ten minutes, then ten minutes warm up before going on
line, then another fifteen minutes to get up to operating temp before going to ISOCH and leading the parade.
#14 has no blow down feature so it warms up for six and a half minutes before going on line. It should get ten minutes at 500 kw to
get the temps up before loading it up. #14 would be capable of running in ISOCH if there were enough wind and battery power to
leave 1300 kw for it to carry so it has room to follow the load.
#15 and #16 need five minutes to make sure all pumps are running and has sufficient start air. Then five minutes running at fifty
percent load to warm up before shutting the other engine off.
Available wind production
Monthly 10-second data for 2016 was provided by NJUS for wind speed and output for each of their two EWT DW 52 900 kW wind
turbines, plus total load. The output figures are after curtailment, so the available production was calculated from the wind speed
using the DW 52 output curve. To accurately reflect turbine outages and to avoid ‘negative curtailment,’ if the actual turbine output
was less than or equal to zero (turbine offline) or was higher than the calculated output (due to some data scattering), the actual
output was used in place of the calculated figure.
The normal operation for NJUS is to run with one of the Wartsila units and to curtail wind output to keep the diesel operating at the
minimum level of 2.8 MW. The simulations described below use one of the smaller CAT units along with an ESS to provide spinning
reserve/ridethrough power for wind fluctuations.
Historical curtailment
For each month the actual output was compared to the calculated output to establish the level of curtailment. The following table
provides the total curtailment by month:
TTG Application Engineering September 5, 2018
TTG-AE-SR 2018090558
This document contains information that is proprietary to Saft America Inc.
Page 4 of 18
Month Curtailment
(MWh) Comments
Jan 131.7 EWT1 offline for most of month
EWT2 curtailed for significant period
Feb 53.4 Significant offline periods for both EWTs
Mar 17.7 EWT1 offline for full month
Apr 59.5 EWT1 offline for full month
May 77.5 EWT1 offline for full month
Jun 60.9 EWT1 offline for full month
Jul 43.7 EWT1 offline for full month
Aug 75.6 EWT1 offline for half the month
Sep 196.8
Oct 380.8
Nov 138.0 Offline periods for both EWTs
Dec 93.9 Offline periods for both EWTs
The September data was used to validate the Saft models, since this was a month with both turbines fully operational. The Saft
diesel-only model was run using one of the Wartsila units with the calculated wind power and no ESS, and recorded approximately
540,000 liters of fuel consumed and 205 MWh of curtailment. This curtailment is consistent with the 197 MWh figure using actual
wind output.
Having validated the diesel-only curtailment model, it was decided to recalculate the available wind output for both turbines for the
entire year. The new values are based on wind speed only and are not modified according to actual output.
The original Saft model for this analysis was based on a single diesel being used for an entire month: either CAT #12 (augmented by
CAT #18a as needed), or one of the Wartsila units (#15 or #16). Because of the low level of available fuel savings in the winter
months, the diesel dispatch was made more dynamic, as a function of the smoothed load. Load smoothing was carried out by
calculating the difference between the current load and the smoothed value, applying a smoothing factor to that difference, and
adding the result to the smoothed value. The following chart illustrates this principle, based on a smoothing factor of 3% for each
10-second load change.
TTG Application Engineering September 5, 2018
TTG-AE-SR 2018090558
This document contains information that is proprietary to Saft America Inc.
Page 5 of 18
The dispatch rules are as follows:
• If CAT #12 is running and the smoothed load exceeds 4100 kW, switch to Wartsila
• If a Wartsila unit is running and the smoothed load drops below 3800 kW, switch to CAT #12
Model parameters
Simulations were run with a single Saft Intensium Max +20M (G2). All simulations are based on an aged battery at 80% of rated
energy. Standard model parameters were as follows:
% parameters for Matlab/Simulink model
SAFT_mod_dTime=0.5; % in s simulation step time
p_cell=2*17*1;
s_cell=7*28;
initSOC=90; % en %
initSOCabs=initSOC;
init_cell_Temp=22; % in °C
ext_temp=22;
InitAgeC=0.8;
InitAgeR=2;
h=2;
t_ch1=5;
t_ch2=20;
t_dch1=5;
t_dch2=20;
Mode=1; %Norm=1 HR=0
AM_active=0;
Methodology
Two models were used for this analysis:
• A diesel-only model, representing the existing operational setup. A Wartsila unit is used throughout, with wind
being curtailed whenever the net load was less than the 2.8 MW minimum operating level for the diesel. Fuel
consumption and curtailment are quantified.
• The revised model incorporating dynamic diesel dispatch as described above, incorporating an ESS with the
Intensium Max +20M battery container and a power conversion system with flexible output constrained only by
the maximum charge capability of the battery system. If #12 CAT is running, the ESS discharges when the net
load rises above the CAT #12 maximum and the #18a unit is started when the battery state of charge (SOC) falls
to a threshold level. Battery charging is preferentially from wind generation that would otherwise be curtailed
but charging from diesel is also used to an intermediate SOC level. The diesel manages the wind intermittency.
TTG Application Engineering September 5, 2018
TTG-AE-SR 2018090558
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Page 6 of 18
Simulation results
The following table shows the simulation results by month:
Full graphical output from these simulations is shown in Annex 1. The following charts show a four-day snapshot of output from
September. The left-hand chart shows diesel-only operation, while the right-hand charts show the impact of running CAT #12 in
conjunction with the ESS. The ‘Net Wind’ plot show the level of curtailment in the different scenarios.
Fuel
(L)
Curtailment
(MWh)
Fuel
(L)
Fuel
savings (L)
Curtailment
(MWh)
Max disch
(kW)
Max chg
(kW)
Batt aging
(%/yr)
January 586,098 151 567,986 18,112 62 563 1,073 0.64%
February 569,068 79 560,235 8,833 34 622 1,066 0.58%
March 624,628 54 617,754 6,874 19 691 1,074 0.60%
April 547,503 134 525,904 21,599 38 591 1,068 0.66%
May 530,823 177 502,517 28,306 60 406 1,063 0.62%
June 525,130 131 497,228 27,902 32 386 1,068 0.63%
July 558,497 73 538,414 20,083 8 504 1,068 0.63%
August 542,939 98 523,225 19,714 26 449 1,068 0.62%
September 537,161 223 501,237 35,924 74 438 1,060 0.67%
October 533,469 421 479,775 53,694 191 580 1,086 0.74%
November 586,050 122 570,790 15,260 53 572 1,077 0.61%
December 628,096 121 616,164 11,932 60 616 1,076 0.57%
Totals 1,784 268,233 657
No ESS
Month
With ESS
1.5 1.55 1.6 1.65 1.7 1.75 1.8
Time(s)10 6
0
1000
2000
3000
4000
Power (kW)Load
Diesel
Net Wind
Wind
1.5 1.55 1.6 1.65 1.7 1.75 1.8
Time(s)10 6
0
1000
2000
3000
4000
Power (kW)Load
Diesel
D 18a
Net Wind
Wind
1.5 1.55 1.6 1.65 1.7 1.75 1.8
Time(s)10 6
-600
-400
-200
0
200
400
ESS power (kW)
TTG Application Engineering September 5, 2018
TTG-AE-SR 2018090558
This document contains information that is proprietary to Saft America Inc.
Page 7 of 18
Annex 1: Simulation graphs
For each month, the first chart shows the diesel-only simulation, and the second and third charts represent the impact of adding the
ESS.
January:
0 0.5 1 1.5 2 2.5 3
Time(s)10 6
0
1000
2000
3000
4000
5000
Power (kW)Load
Diesel
Net Wind
Wind
0 0.5 1 1.5 2 2.5 3
Time(s)10 6
0
1000
2000
3000
4000
5000
Power (kW)Load
Diesel
D 18a
Net Wind
Wind
0 0.5 1 1.5 2 2.5 3
Time(s)10 6
-1500
-1000
-500
0
500
1000
ESS power (kW)
TTG Application Engineering September 5, 2018
TTG-AE-SR 2018090558
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February:
0 0.5 1 1.5 2 2.5 3
Time(s)10 6
0
1000
2000
3000
4000
5000
Power (kW)Load
Diesel
Net Wind
Wind
0 0.5 1 1.5 2 2.5 3
Time(s)10 6
0
1000
2000
3000
4000
5000
Power (kW)Load
Diesel
D 18a
Net Wind
Wind
0 0.5 1 1.5 2 2.5 3
Time(s)10 6
-1500
-1000
-500
0
500
1000
ESS power (kW)
TTG Application Engineering September 5, 2018
TTG-AE-SR 2018090558
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March:
0 0.5 1 1.5 2 2.5 3
Time(s)10 6
0
1000
2000
3000
4000
5000
Power (kW)Load
Diesel
Net Wind
Wind
0 0.5 1 1.5 2 2.5 3
Time(s)10 6
0
1000
2000
3000
4000
5000
Power (kW)Load
Diesel
D 18a
Net Wind
Wind
0 0.5 1 1.5 2 2.5 3
Time(s)10 6
-1500
-1000
-500
0
500
1000
ESS power (kW)
TTG Application Engineering September 5, 2018
TTG-AE-SR 2018090558
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April:
0 0.5 1 1.5 2 2.5 3
Time(s)10 6
0
1000
2000
3000
4000
5000
Power (kW)Load
Diesel
Net Wind
Wind
0 0.5 1 1.5 2 2.5 3
Time(s)10 6
0
1000
2000
3000
4000
5000
Power (kW)Load
Diesel
D 18a
Net Wind
Wind
0 0.5 1 1.5 2 2.5 3
Time(s)10 6
-1500
-1000
-500
0
500
1000
ESS power (kW)
TTG Application Engineering September 5, 2018
TTG-AE-SR 2018090558
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May:
0 0.5 1 1.5 2 2.5 3
Time(s)10 6
0
1000
2000
3000
4000
5000
Power (kW)Load
Diesel
Net Wind
Wind
0 0.5 1 1.5 2 2.5 3
Time(s)10 6
0
1000
2000
3000
4000
5000
Power (kW)Load
Diesel
D 18a
Net Wind
Wind
0 0.5 1 1.5 2 2.5 3
Time(s)10 6
-1500
-1000
-500
0
500
ESS power (kW)
TTG Application Engineering September 5, 2018
TTG-AE-SR 2018090558
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June:
0 0.5 1 1.5 2 2.5 3
Time(s)10 6
0
1000
2000
3000
4000
5000
Power (kW)Load
Diesel
Net Wind
Wind
0 0.5 1 1.5 2 2.5 3
Time(s)10 6
0
1000
2000
3000
4000
5000
Power (kW)Load
Diesel
D 18a
Net Wind
Wind
0 0.5 1 1.5 2 2.5 3
Time(s)10 6
-1500
-1000
-500
0
500
ESS power (kW)
TTG Application Engineering September 5, 2018
TTG-AE-SR 2018090558
This document contains information that is proprietary to Saft America Inc.
Page 13 of 18
July:
0 0.5 1 1.5 2 2.5 3
Time(s)10 6
0
1000
2000
3000
4000
5000
Power (kW)Load
Diesel
Net Wind
Wind
0 0.5 1 1.5 2 2.5 3
Time(s)10 6
0
1000
2000
3000
4000
5000
Power (kW)Load
Diesel
D 18a
Net Wind
Wind
0 0.5 1 1.5 2 2.5 3
Time(s)10 6
-1500
-1000
-500
0
500
1000
ESS power (kW)
TTG Application Engineering September 5, 2018
TTG-AE-SR 2018090558
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Page 14 of 18
August:
0 0.5 1 1.5 2 2.5 3
Time(s)10 6
0
1000
2000
3000
4000
5000
Power (kW)Load
Diesel
Net Wind
Wind
0 0.5 1 1.5 2 2.5 3
Time(s)10 6
0
1000
2000
3000
4000
5000
Power (kW)Load
Diesel
D 18a
Net Wind
Wind
0 0.5 1 1.5 2 2.5 3
Time(s)10 6
-1500
-1000
-500
0
500
ESS power (kW)
TTG Application Engineering September 5, 2018
TTG-AE-SR 2018090558
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Page 15 of 18
September:
0 0.5 1 1.5 2 2.5 3
Time(s)10 6
0
1000
2000
3000
4000
5000
Power (kW)Load
Diesel
Net Wind
Wind
0 0.5 1 1.5 2 2.5 3
Time(s)10 6
0
1000
2000
3000
4000
5000
Power (kW)Load
Diesel
D 18a
Net Wind
Wind
0 0.5 1 1.5 2 2.5 3
Time(s)10 6
-1500
-1000
-500
0
500
ESS power (kW)
TTG Application Engineering September 5, 2018
TTG-AE-SR 2018090558
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Page 16 of 18
October:
0 0.5 1 1.5 2 2.5 3
Time(s)10 6
0
1000
2000
3000
4000
5000
Power (kW)Load
Diesel
Net Wind
Wind
0 0.5 1 1.5 2 2.5 3
Time(s)10 6
0
1000
2000
3000
4000
5000
Power (kW)Load
Diesel
D 18a
Net Wind
Wind
0 0.5 1 1.5 2 2.5 3
Time(s)10 6
-1500
-1000
-500
0
500
1000
ESS power (kW)
TTG Application Engineering September 5, 2018
TTG-AE-SR 2018090558
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Page 17 of 18
November:
0 0.5 1 1.5 2 2.5 3
Time(s)10 6
0
1000
2000
3000
4000
5000
Power (kW)Load
Diesel
Net Wind
Wind
0 0.5 1 1.5 2 2.5 3
Time(s)10 6
0
1000
2000
3000
4000
5000
Power (kW)Load
Diesel
D 18a
Net Wind
Wind
0 0.5 1 1.5 2 2.5 3
Time(s)10 6
-1500
-1000
-500
0
500
1000
ESS power (kW)
TTG Application Engineering September 5, 2018
TTG-AE-SR 2018090558
This document contains information that is proprietary to Saft America Inc.
Page 18 of 18
December:
END of Report
0 0.5 1 1.5 2 2.5 3
Time(s)10 6
0
2000
4000
6000
Power (kW)Load
Diesel
Net Wind
Wind
0 0.5 1 1.5 2 2.5 3
Time(s)10 6
0
2000
4000
6000
Power (kW)Load
Diesel
D 18a
Net Wind
Wind
0 0.5 1 1.5 2 2.5 3
Time(s)10 6
-1500
-1000
-500
0
500
1000
ESS power (kW)