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Addressing RE Intermittency and Operation Aspects
of Generating Units in Long-term System Planning
of Indian Power Sector
Anjali Jain, Dr. Rohit Bhakar, Prof. Jyotirmay Mathur
Centre for Energy and Environment,
Malaviya National Institute of Technology Jaipur, India
Introduction
Fig: Installed Capacities in GW
▪ INDC Targets of India –
1) Reduction in CO2 emission intensity of its
GDP by 30% - 35% from 2005 level by 2030
2) 40% capacity share of non-fossil fuel
generation by 2030
2
▪ A huge potential of solar and wind energy
resources available
▪ All planning models are at developing stage
▪ Current installed capacity of India: 365 GW
▪ Driven by concerns of energy security and
global warming, country is accelerating
towards a renewable energy (RE) future
Coal +
Lignite
199.594
Gas
24.99
Large-
hydro
45.69
Nuclear
6.78
Small-
hydro
4.712
Biomass
9.93
Solar
35.30
Wind
37.94
RES
87.89
▪ Traditional planning approaches use low level of spatial, temporal and technical
details to avoid associated computation
▪ Planning model with low spatial resolution fail to capture intra-regional
intermittency of renewable energy sources (RESs) in large geographical regions
▪ Low-temporal definition does not facilitate inclusion of seasonal/diurnal variation
of RE sources that demand additional system flexibility
▪ Neglecting techno-economic operational parameters may significantly alter the
generation portfolio and results in a sub-optimal capacity mix
3
Challenges in system planning with high RE
▪ Spatial resolution: 5 Regions - NR, ER, NER, WR, SR
▪ Calibration years: 2015-2019
▪ Planning years: 2020-2040
▪ Timeslices: 288
Annual
JAN FEB MAR APR MAY JUN JUL AUG SEP OCT NOV DEC
H01 H02 H03 - - - H22 H23 H24
Annual
Seasonal
Daynite
Fig: Timeslice level
4
Indian power sector TIMES (IPST) model: General settings
Fig: Regional load dispatch centres
Northern Region
Western Region
Southern Region
Eastern Region
North-eastern Region
▪ Existing generation technologies: Coal, Lignite, Gas, Nuclear, Large-hydro,
RE (Small-hydro, Wind, Solar, Biomass)
▪ New generation technologies: Coal, Gas, Large-hydro, RE
▪ Discount rate: 10%
▪ Techno-economic parameters: Fixed and variable operating cost, availability factor,
efficiency, start year of plant, plant life and investment cost for new technologies
▪ Solar and Wind energy: 1) Class wise categorization based on annual capacity factor
2) Timeslice wise capacity factor
▪ Hydro power plants: Region wise seasonal availability factor
5
Model description
▪ Assessment of total land availability and capacity potential of solar and wind plants for each
1x1 degree grid cell – GIS based study
▪ Categorization of grid cells in 10 different classes based on annual availability factor
Fig: Wind classesFig: Solar classes
6
Intra-regional solar and wind variability
Demand projection and inter-regional trading
▪ Exogenous projection of annual electricity consumption
▪ Drivers: Past electricity consumption and GDP
▪ Regional electricity consumption: estimated based on historical share of regions
▪ AT&C losses: 21.04% in 2017, assumed to reduce to 9.2% by 2040
▪ Inter-regional links are represented by existing inter-regional transmission capacities to
facilitate bi-directional trading - Total 7 links
7
Scenario and hypothesis
1) RE capacity targets: Interim target of 175 GW RE by 2022,
100 GW RE addition between 2023 and 2027
2) Carbon tax: an increasing price on CO2 emission
No new coal plants between 2023-2027 (except proposed or under commissioning)
Fig: Carbon tax year wise
a) Without Operational Constraint
b) With Operational Constraint (Unit
commitment – UC)
Considered cases:
8
Case 1 (C1): Without operational constraints
Fig: Scenario 1 (RE capacity targets)
Fig: Scenario 2 (Carbon tax)
▪ With 175 GW of RES in 2022,
the remaining total installed
capacity - 304 GW, comprising
47.7 GW Hydro, 215.8 GW coal,
25.4 GW Gas, 5.51 GW Lignite,
and 9.6 GW nuclear.
▪ Total installed capacity-
803.44 GW in 2030 and 1412.80
GW in 2040.
▪ Solar and wind generation
share - 36.38 % in 2030 and
45.02 % in 2040.
▪ Total installed capacity-
740.92 GW in 2030 and 1483.98
GW in 2040.
▪ Solar and wind generation
share - 32.75 % in 2030 and
49.55 % in 2040.
9
▪ Indian power system is dominated by inflexible coal plants
▪ Without UC parameters, model treats inflexible generation to be highly flexible
▪ With UC parameters, model increases investment in flexibility resources
Fig: Timeslice wise dispatch in 2040
10
Case 2 (C2): With operational constraints
Comparative analysis of different cases
Case 2-a (C2a) - Inclusion of minimum stable generation in C1
Case 2-b (C2b) - Inclusion of ramp rate in C2a
Case 2-c (C2c) - Inclusion of startup and shutdown cost in C2b
Case 2-d (C2d)- Inclusion of partial load efficiency in C2c
Particulars
Scenario 1
C1 C2a C2b C2c C2d
Solar capacity (GW) 635.5 435.3 433.2 361.2 362.6
Solar generation share (%) 25 17.3 17.2 14.3 14.34
Wind capacity (GW) 277.3 276 276 306.4 302.7
Wind generation share (%) 19.6 23 23 26.4 26.2
Storage capacity (GW) 77.5 104 103.6 96.5 101.7
Non-fossil fuel generation share (%) 58.6 50.4 50.4 48.8 48.7
Coal capacity (GW) 318.3 306.4 306.4 305.7 304.8
Average CUF of coal plants 0.58 0.72 0.72 0.75 0.75
Carbon emission (Mt) 1386 1706 1708 1778 1860
11
Final results with all UC constraints
Fig: Scenario 1 (RE capacity targets)
Fig: Scenario 2 (Carbon tax)
▪ Total installed capacity-
691.31 GW in 2030 and 1156.95
GW in 2040.
▪ Capacity share of solar and
wind – 47.24 % in 2030 and
57.51 % in 2040.
▪ Total storage capacity- 16.25
GW in 2030 and 101.72 GW in
2040.
▪ Total installed capacity-
692.41 GW in 2030 and 1255.42
GW in 2040.
▪ Capacity share of solar and
wind – 46.16 % in 2030 and
61.31 % in 2040.
▪ Total storage capacity - 25.54
GW in 2030 and 148.72 GW in
2040.
12
Spatial distribution of solar and wind capacity in 2040
13
(a) Solar energy (a) Wind energy
CO2 emissions and emission intensity
Fig: Yearly CO2 emissions and emission intensity
Fig: Regional CO2 emission intensity (a) year 2015 (b) scenario 1 - year 2040 (c) scenario 2 - year 2040
▪ Total CO2 emission in 2030:
1270.73 Mt in scenario 1 and
1191.03 Mt in scenario 2
▪ Total CO2 emission in 2040:
1860.31 Mt in scenario 1 and
1685.41 Mt in scenario 2
(a) (b) (c)
14
Conclusions
▪ Explicitly targeting renewable generation may not fully ensure power sector
decarbonization as fossil-fuel generation will continue to contribute to CO2 emissions
▪ An instrument like carbon tax can expedite decarbonization by promoting investments
in green technologies and improving efficiency of existing thermal power plants
▪ Methodology to classify RE sources in different classes, as opposed to increasing the
resolution of planning model, reduces computational complexity
▪ For a power system dominated by inflexible generation, incorporating all UC
constraints is vital to ensure adequate quantification of flexibility resources and analyze
emission related polices
▪ Computational efforts can be further reduced by removing ramping constraints (if
flexibility is not a concern)
15
Thank you for your attention!
Anjali Jain
2017ren9505@mnit.ac.in
Centre for Energy and Environment,
Malaviya National Institute of
Technology Jaipur
India

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Addressing RE Intermittency and Operation Aspects of Generating Units in Long-term System Planning of Indian Power Sector

  • 1. Addressing RE Intermittency and Operation Aspects of Generating Units in Long-term System Planning of Indian Power Sector Anjali Jain, Dr. Rohit Bhakar, Prof. Jyotirmay Mathur Centre for Energy and Environment, Malaviya National Institute of Technology Jaipur, India
  • 2. Introduction Fig: Installed Capacities in GW ▪ INDC Targets of India – 1) Reduction in CO2 emission intensity of its GDP by 30% - 35% from 2005 level by 2030 2) 40% capacity share of non-fossil fuel generation by 2030 2 ▪ A huge potential of solar and wind energy resources available ▪ All planning models are at developing stage ▪ Current installed capacity of India: 365 GW ▪ Driven by concerns of energy security and global warming, country is accelerating towards a renewable energy (RE) future Coal + Lignite 199.594 Gas 24.99 Large- hydro 45.69 Nuclear 6.78 Small- hydro 4.712 Biomass 9.93 Solar 35.30 Wind 37.94 RES 87.89
  • 3. ▪ Traditional planning approaches use low level of spatial, temporal and technical details to avoid associated computation ▪ Planning model with low spatial resolution fail to capture intra-regional intermittency of renewable energy sources (RESs) in large geographical regions ▪ Low-temporal definition does not facilitate inclusion of seasonal/diurnal variation of RE sources that demand additional system flexibility ▪ Neglecting techno-economic operational parameters may significantly alter the generation portfolio and results in a sub-optimal capacity mix 3 Challenges in system planning with high RE
  • 4. ▪ Spatial resolution: 5 Regions - NR, ER, NER, WR, SR ▪ Calibration years: 2015-2019 ▪ Planning years: 2020-2040 ▪ Timeslices: 288 Annual JAN FEB MAR APR MAY JUN JUL AUG SEP OCT NOV DEC H01 H02 H03 - - - H22 H23 H24 Annual Seasonal Daynite Fig: Timeslice level 4 Indian power sector TIMES (IPST) model: General settings Fig: Regional load dispatch centres Northern Region Western Region Southern Region Eastern Region North-eastern Region
  • 5. ▪ Existing generation technologies: Coal, Lignite, Gas, Nuclear, Large-hydro, RE (Small-hydro, Wind, Solar, Biomass) ▪ New generation technologies: Coal, Gas, Large-hydro, RE ▪ Discount rate: 10% ▪ Techno-economic parameters: Fixed and variable operating cost, availability factor, efficiency, start year of plant, plant life and investment cost for new technologies ▪ Solar and Wind energy: 1) Class wise categorization based on annual capacity factor 2) Timeslice wise capacity factor ▪ Hydro power plants: Region wise seasonal availability factor 5 Model description
  • 6. ▪ Assessment of total land availability and capacity potential of solar and wind plants for each 1x1 degree grid cell – GIS based study ▪ Categorization of grid cells in 10 different classes based on annual availability factor Fig: Wind classesFig: Solar classes 6 Intra-regional solar and wind variability
  • 7. Demand projection and inter-regional trading ▪ Exogenous projection of annual electricity consumption ▪ Drivers: Past electricity consumption and GDP ▪ Regional electricity consumption: estimated based on historical share of regions ▪ AT&C losses: 21.04% in 2017, assumed to reduce to 9.2% by 2040 ▪ Inter-regional links are represented by existing inter-regional transmission capacities to facilitate bi-directional trading - Total 7 links 7
  • 8. Scenario and hypothesis 1) RE capacity targets: Interim target of 175 GW RE by 2022, 100 GW RE addition between 2023 and 2027 2) Carbon tax: an increasing price on CO2 emission No new coal plants between 2023-2027 (except proposed or under commissioning) Fig: Carbon tax year wise a) Without Operational Constraint b) With Operational Constraint (Unit commitment – UC) Considered cases: 8
  • 9. Case 1 (C1): Without operational constraints Fig: Scenario 1 (RE capacity targets) Fig: Scenario 2 (Carbon tax) ▪ With 175 GW of RES in 2022, the remaining total installed capacity - 304 GW, comprising 47.7 GW Hydro, 215.8 GW coal, 25.4 GW Gas, 5.51 GW Lignite, and 9.6 GW nuclear. ▪ Total installed capacity- 803.44 GW in 2030 and 1412.80 GW in 2040. ▪ Solar and wind generation share - 36.38 % in 2030 and 45.02 % in 2040. ▪ Total installed capacity- 740.92 GW in 2030 and 1483.98 GW in 2040. ▪ Solar and wind generation share - 32.75 % in 2030 and 49.55 % in 2040. 9
  • 10. ▪ Indian power system is dominated by inflexible coal plants ▪ Without UC parameters, model treats inflexible generation to be highly flexible ▪ With UC parameters, model increases investment in flexibility resources Fig: Timeslice wise dispatch in 2040 10 Case 2 (C2): With operational constraints
  • 11. Comparative analysis of different cases Case 2-a (C2a) - Inclusion of minimum stable generation in C1 Case 2-b (C2b) - Inclusion of ramp rate in C2a Case 2-c (C2c) - Inclusion of startup and shutdown cost in C2b Case 2-d (C2d)- Inclusion of partial load efficiency in C2c Particulars Scenario 1 C1 C2a C2b C2c C2d Solar capacity (GW) 635.5 435.3 433.2 361.2 362.6 Solar generation share (%) 25 17.3 17.2 14.3 14.34 Wind capacity (GW) 277.3 276 276 306.4 302.7 Wind generation share (%) 19.6 23 23 26.4 26.2 Storage capacity (GW) 77.5 104 103.6 96.5 101.7 Non-fossil fuel generation share (%) 58.6 50.4 50.4 48.8 48.7 Coal capacity (GW) 318.3 306.4 306.4 305.7 304.8 Average CUF of coal plants 0.58 0.72 0.72 0.75 0.75 Carbon emission (Mt) 1386 1706 1708 1778 1860 11
  • 12. Final results with all UC constraints Fig: Scenario 1 (RE capacity targets) Fig: Scenario 2 (Carbon tax) ▪ Total installed capacity- 691.31 GW in 2030 and 1156.95 GW in 2040. ▪ Capacity share of solar and wind – 47.24 % in 2030 and 57.51 % in 2040. ▪ Total storage capacity- 16.25 GW in 2030 and 101.72 GW in 2040. ▪ Total installed capacity- 692.41 GW in 2030 and 1255.42 GW in 2040. ▪ Capacity share of solar and wind – 46.16 % in 2030 and 61.31 % in 2040. ▪ Total storage capacity - 25.54 GW in 2030 and 148.72 GW in 2040. 12
  • 13. Spatial distribution of solar and wind capacity in 2040 13 (a) Solar energy (a) Wind energy
  • 14. CO2 emissions and emission intensity Fig: Yearly CO2 emissions and emission intensity Fig: Regional CO2 emission intensity (a) year 2015 (b) scenario 1 - year 2040 (c) scenario 2 - year 2040 ▪ Total CO2 emission in 2030: 1270.73 Mt in scenario 1 and 1191.03 Mt in scenario 2 ▪ Total CO2 emission in 2040: 1860.31 Mt in scenario 1 and 1685.41 Mt in scenario 2 (a) (b) (c) 14
  • 15. Conclusions ▪ Explicitly targeting renewable generation may not fully ensure power sector decarbonization as fossil-fuel generation will continue to contribute to CO2 emissions ▪ An instrument like carbon tax can expedite decarbonization by promoting investments in green technologies and improving efficiency of existing thermal power plants ▪ Methodology to classify RE sources in different classes, as opposed to increasing the resolution of planning model, reduces computational complexity ▪ For a power system dominated by inflexible generation, incorporating all UC constraints is vital to ensure adequate quantification of flexibility resources and analyze emission related polices ▪ Computational efforts can be further reduced by removing ramping constraints (if flexibility is not a concern) 15
  • 16. Thank you for your attention! Anjali Jain 2017ren9505@mnit.ac.in Centre for Energy and Environment, Malaviya National Institute of Technology Jaipur India