60 Hertz - kmetbiz.com

15
60 Hertz 2021. 05 Forecasting of Renewable Generation using AI and Cloud

Transcript of 60 Hertz - kmetbiz.com

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60 Hertz

2021. 05

Forecasting of Renewable Generation using AI and Cloud

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Curtailment Problem

Sometimes solar and wind power plants are disconnected from grid. In South Korea, Wind power plants in Jeju islands were disconnected 77 times in 2020. The renewables do not require fuels, and do not produce Green House Gas (GHG). Therefore, it is not just economical loss but also environmental loss.

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Stability of Electricity Grid

To maintain the grid stability, we must find balance between supply and demand. Or there could be catastrophic situation such as black-out. In South Korea 60 Hertz is the frequency of the grid when those condition is met.

Supply

Wind Solar Bio E-Car

Demand

Building Electrics

Balance ➔ 60 Hertz Joe Eto, Lawrence Berkeley National Lab

주파수 하락(수요 > 공급)

수요 감축 공급 증가

주파수 회복(수요 ~= 공급)

60 Hertz

30초 30분

Grid

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0.07

0.12

0.05

0.00 0.10 0.20

태양광

해상풍력

육상풍력

Expansion of Renewables

7.6

20.0

35.0 31.0

40.0

46.0

0.0

10.0

20.0

30.0

40.0

50.0

2017, 2020 2030 2040

Ren

ew

ab

les

Mix

(%

)

한국 세계

U.S. Energy Information Administration, International Energy Outlook, 2019Ministry of Industry (Korea), The 3rd Energy Plan, 2019

(▼38%, comp. to 2010)

(▼ 29%)

(▼ 82%)

Renewable Cost(LCOE,USD/kWh, 2019 World Avg.)

Fossil fuels(0.05~0.18)

IRENA, Renewable Power Generation Costs, 2019

“Only use Renewables ”Chosun Biz

2020.07

“RE100 participation”EnergyDaily

2020.10

“Renewable 100%” Electric Times

2020.07

“RE100 membersAsia Economy

2020.12

RE100 Members

The Climate Group, Progress and Insights Annual Report, 2017-2020

119155

211

260

100

200

300

`17 `18 `19 `20

Cheapest Country

Solar France, Italy, Spain

Wind Germany, Denmark

Gas Russian, Belgium

Coal Korea, Vietnam

Bloomberg, New Energy Outlook, 2019

Korea World

Wind

solar

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RE100 Compaign

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Grid Stability x Renewable Expansion➔ New Challenge

Demand Solar Wind

Intermittency

Barnhart et al., Energy & Environmental Science, 2013

2005 2020

Coal

Renew

able

Doan et al., What's the World's Biggest Climate Victory?, Bloomberg, 2019

Small and Distributed

(US, 2010.4)

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Virtual Power Plant (VPP)

Company Description Peer Connections

AirbnbAccommodation without

own buildingHouse 3 Million

Uber Mobility without own cars Car 4 Million

60 Hertz(VPP)

Energy Plant 1 Million

0.957

3.179

0 1 2 3 4

2019

2027

VPP Market Size (Unit: 1 Trillion South Korean Won)

Fortune Business Insights, Virtual Power Plant Market Size, 2020

The Guardian, How Airbnb took over the world, 2019Uber website, Company Info, 2020

“Software Eats Everything”

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South Korea Case

U.S. Energy Information Administration, International Energy Outlook, 2019산업통상자원부, 제3차에너지기본계획, 2019

StepRenewable

(%)Keywords Country

① 0 ~ 3 Grid code Indonesia

② 3 ~ 15 Renewable Forecasting Korea,

Australia

③ 15 ~ 25 Flexiblie ResourcesGermany,

UK

④ 25 ~ 50 Dynamic AllocationDenmark,

Ireland

International Energy Agency’s Guideline

International Energy Agency, Getting Wind and Sun onto the Grid, 2017

3.3

7.6

20

35

0

10

20

30

40

50

2011 2017 2030 2040

Ren

ew

ab

le M

ix (

%) 2040 World Avg. (46%)

2020 World Avg. (31%)

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Renewable Forecasting Regime (begins at 2021)

Source: Korean Power Exchange

20

60

0

50

2020 2030

80

240

0

100

200

Mark

et

Siz

e(M

illion U

SD

)Renew

able

s(G

W)

Korean Ministry of Industry (2019)

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Virtual Power Plant Korea (https://60hz.io)

Renewable Forecasting( > 80,000 Renewables Plants)

Jeju Island

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Virtual Power Plant Korea (https://60hz.io)

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Virtual Power Plant Korea (https://60hz.io)

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Virtual Power Plant Korea (https://60hz.io)

제주도

바람

햇빛

기온

구름

시도별 발전 현황

미래 예측

확대

발전소 검색

https://map.60hz.io

Notable user’s institutions

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The Team

Jongkyu Kim (CEO)

Former software engineer at Samsung Electronics (2009 ~ 2011)

Former CTO at Haezoom (2012 ~ 2020)

• Seoul National University (MS, Bioinformatics)

• Freie University Berlin / Max Planck Institute for Molecular Genetics (PhD Candidate, Bioinformatics)

You-jin Lee (Research Engineer)

Former data scientist at Woowa Brothers (2019 ~ 2020)

• Seoul National University (MS, Statistics)

Jae-hyun Kim (Operation and Marketing)

Former senior manager at Coupang (2021)

• Handong Global University (BS, management)

(Acquired by Delivery Hero)

(Nasdaq IPO)

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Thank you