Electricity consumption in Finland decreased 6% in 2022 compared to 2021, totaling 82 terawatt hours. The largest decreases were seen in the forest industry which saw consumption drop 2.5 terawatt hours. Domestic production and imports both decreased, with imports dropping nearly 30% and domestic production decreasing 5.3 terawatt hours compared to 2021. CO2 emissions from electricity generation decreased 6% in 2022 and have fallen 77% since 2010.
Finnish Energy Industries' field of activity comprises production, procurement, transmission, distribution and sales of electricity, district heating and district cooling, and the design, implementation, operation, maintenance and construction of networks and power plants, as well as provision of other services for the branch. Finnish Energy Industries will be responsible for promoting development of the sector and monitoring and improving its members’ operational preconditions in terms of industrial and labour market policy in Finland and abroad, particularly in the Nordic countries and the EU.
Presentation on IEA Net Zero Pathways/RoadmapIEA-ETSAP
Presentation on IEA Net Zero Pathways/Roadmap
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16–17th november 2023, Turin, Italy, etsap meeting, etsap winter workshop, semi-annual meeting, november 2023, Politecnico di Torino Lingotto, Torino
TotalEnergies Energy Outlook Report 2023TotalEnergies Energy Outlook Report 2023TotalEnergies Energy Outlook Report 2023TotalEnergies Energy Outlook Report 2023TotalEnergies Energy Outlook Report 2023TotalEnergies Energy Outlook Report 2023
Sustainable Infrastructure Assistance Program (46380-023)
TA 9511–INO: Indonesia Energy Sector Assessment and Priorities 2020–2024
Energy Policy Feedback (Power)
Focus Group Discussion
Jakarta, 18 October 2019
Cédric PHILIBERT, analyst in Energy and Climate Change, IEA, provided an overview of the renewable energies development and of the associated challenges and opportunities for the power grids.
Finnish Energy Industries' field of activity comprises production, procurement, transmission, distribution and sales of electricity, district heating and district cooling, and the design, implementation, operation, maintenance and construction of networks and power plants, as well as provision of other services for the branch. Finnish Energy Industries will be responsible for promoting development of the sector and monitoring and improving its members’ operational preconditions in terms of industrial and labour market policy in Finland and abroad, particularly in the Nordic countries and the EU.
Presentation on IEA Net Zero Pathways/RoadmapIEA-ETSAP
Presentation on IEA Net Zero Pathways/Roadmap
Uwe Remme, IEA
16–17th november 2023, Turin, Italy, etsap meeting, etsap winter workshop, semi-annual meeting, november 2023, Politecnico di Torino Lingotto, Torino
TotalEnergies Energy Outlook Report 2023TotalEnergies Energy Outlook Report 2023TotalEnergies Energy Outlook Report 2023TotalEnergies Energy Outlook Report 2023TotalEnergies Energy Outlook Report 2023TotalEnergies Energy Outlook Report 2023
Sustainable Infrastructure Assistance Program (46380-023)
TA 9511–INO: Indonesia Energy Sector Assessment and Priorities 2020–2024
Energy Policy Feedback (Power)
Focus Group Discussion
Jakarta, 18 October 2019
Cédric PHILIBERT, analyst in Energy and Climate Change, IEA, provided an overview of the renewable energies development and of the associated challenges and opportunities for the power grids.
Explore our comprehensive data analysis project presentation on predicting product ad campaign performance. Learn how data-driven insights can optimize your marketing strategies and enhance campaign effectiveness. Perfect for professionals and students looking to understand the power of data analysis in advertising. for more details visit: https://bostoninstituteofanalytics.org/data-science-and-artificial-intelligence/
As Europe's leading economic powerhouse and the fourth-largest hashtag#economy globally, Germany stands at the forefront of innovation and industrial might. Renowned for its precision engineering and high-tech sectors, Germany's economic structure is heavily supported by a robust service industry, accounting for approximately 68% of its GDP. This economic clout and strategic geopolitical stance position Germany as a focal point in the global cyber threat landscape.
In the face of escalating global tensions, particularly those emanating from geopolitical disputes with nations like hashtag#Russia and hashtag#China, hashtag#Germany has witnessed a significant uptick in targeted cyber operations. Our analysis indicates a marked increase in hashtag#cyberattack sophistication aimed at critical infrastructure and key industrial sectors. These attacks range from ransomware campaigns to hashtag#AdvancedPersistentThreats (hashtag#APTs), threatening national security and business integrity.
🔑 Key findings include:
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🔍 Escalation of state-sponsored and criminally motivated cyber operations.
🔍 Active dark web exchanges of malicious tools and tactics.
Our comprehensive report delves into these challenges, using a blend of open-source and proprietary data collection techniques. By monitoring activity on critical networks and analyzing attack patterns, our team provides a detailed overview of the threats facing German entities.
This report aims to equip stakeholders across public and private sectors with the knowledge to enhance their defensive strategies, reduce exposure to cyber risks, and reinforce Germany's resilience against cyber threats.
Chatty Kathy - UNC Bootcamp Final Project Presentation - Final Version - 5.23...John Andrews
SlideShare Description for "Chatty Kathy - UNC Bootcamp Final Project Presentation"
Title: Chatty Kathy: Enhancing Physical Activity Among Older Adults
Description:
Discover how Chatty Kathy, an innovative project developed at the UNC Bootcamp, aims to tackle the challenge of low physical activity among older adults. Our AI-driven solution uses peer interaction to boost and sustain exercise levels, significantly improving health outcomes. This presentation covers our problem statement, the rationale behind Chatty Kathy, synthetic data and persona creation, model performance metrics, a visual demonstration of the project, and potential future developments. Join us for an insightful Q&A session to explore the potential of this groundbreaking project.
Project Team: Jay Requarth, Jana Avery, John Andrews, Dr. Dick Davis II, Nee Buntoum, Nam Yeongjin & Mat Nicholas
Levelwise PageRank with Loop-Based Dead End Handling Strategy : SHORT REPORT ...Subhajit Sahu
Abstract — Levelwise PageRank is an alternative method of PageRank computation which decomposes the input graph into a directed acyclic block-graph of strongly connected components, and processes them in topological order, one level at a time. This enables calculation for ranks in a distributed fashion without per-iteration communication, unlike the standard method where all vertices are processed in each iteration. It however comes with a precondition of the absence of dead ends in the input graph. Here, the native non-distributed performance of Levelwise PageRank was compared against Monolithic PageRank on a CPU as well as a GPU. To ensure a fair comparison, Monolithic PageRank was also performed on a graph where vertices were split by components. Results indicate that Levelwise PageRank is about as fast as Monolithic PageRank on the CPU, but quite a bit slower on the GPU. Slowdown on the GPU is likely caused by a large submission of small workloads, and expected to be non-issue when the computation is performed on massive graphs.
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4. Electricity consumption 2022
12.1.2022
4
Housing and
agriculture
30%
Services and building
22%
Losses
4%
Forest industry
20%
Chemical industry
8%
Metal industry
10%
Other industry
6%
O
Industry
total 44 %
82 TWh Other
Consumption
total 52%
5. Electricity consumption of industry decreased 6 percent
Consumption total 36 TWh
12.1.2022
5
0
10
20
30
40
50
2010 2011 2012 2013 2014 2015 2016 2017 2018 2019 2020 2021 2022
TWh
Forest industry Chemical industry Metal industry Other industry
6. Industrial electricity consumption 2021-2022:
most of decrease in forest industry
12.1.2022
6
-2.5
-2
-1.5
-1
-0.5
0
0.5
1
Forest industry Chemical industry Metal industry Other industry
TWh
7. Change of Industrial Electricity Consumption 2021-2022
12.1.2022
7
-14
-12
-10
-8
-6
-4
-2
0
2
4
6
8
Forest industry Chemical industry Metal industry Other industry
%
8. Electricity by energy source and net imports 2022
12.1.2022
8
Hydro power
16.3 %
Wind power
14.1 %
Solar power
0.5 %
Biomass
14.8 %
Peat
2.1 %
Waste fuels
1.0 %
Net imports
15.3 %
Nuclear power
29.7 %
Natural gas
1.3 %
Coal
4.7 %
Oil
0.2 %
82 TWh
9. The share of CO2-neutral electricity 89 percent
Renewable: 54 % (53 % in year 2021)
CO2-neutral: 89 % (87 % in year 2021)
Domestic: 57 % (57 % in year 2021) 12.1.2022
9
2021
2022
Hydro power
19.3 %
Wind power
16.7 %
Solar power
0.6 %
Biomass
17.4 %
Peat
2.5 %
Waste fuels
1.2 %
Nuclear power
35.0 %
Natural gas
1.5 %
Coal
5.6 %
Oil
0.2 %
69 TWh
Hydro power
22.5 %
Wind power
11.8 %
Solar power
0.4 %
Biomass
18.3 %
Peat
2.9 %
Waste fuels
1.2 %
Nuclear power
32.7 %
Natural gas
5.3 %
Coal
4.7 %
Oil
0.2 %
69 TWh
10. Electricity production in Finland and net imports
decreased
12.1.2022
10
2022 2021
Nuclear power
29.7 %
CHP, district
heating
10.6 %
CHP, industry
9.0 %
Condense etc
4.5 %
Net imports
15.3 %
Hydro power
16.3 %
Wind power
14.1 %
Solar power
0.5 %
82 TWh
Nuclear power
26.0 %
CHP, district
heating
12.2 %
CHP, industry
10.4 %
Condense etc
3.3 %
Net imports
20.4 %
Hydro power
18.0 %
Wind power
9.4 %
Solar power
0.3 %
87 TWh
11. The end of imports from Russia and Energy crisis
changed Energy procurement compared to 2021
12.1.2022
11
-5
-3
-2
-1 [CELLRANGE]
[CELLRANGE]
[CELLRANGE]
-12
-10
-8
-6
-4
-2
0
Net
imports
Gas
Hydro
Power
Bio/Peat/Waste
Coal
Nuclear
Power
Wind
Power
TWh
Finlands electricity energy source changes 2022 vs 2021
12. Net imports of electricity decreased almost
30 percent (5.3 TWh)
12.1.2022
12
• Imports from Russia ended in
May 204 %
• Imports from Nordic countries
increased 3% (0.4TWh)
• Exports to Estonia increased 2 %
(+0.1 TWh)
-10
-5
0
5
10
15
20
25
30
2010 2011 2012 2013 2014 2015 2016 2017 2018 2019 2020 2021 2022
TWh
Nordic countries Estonia Russia
Imports
Exports
13. Net imports of electricity
12.5 TWh in year 2022
12.1.2022
13
0
5
10
15
20
25
2010 2011 2012 2013 2014 2015 2016 2017 2018 2019 2020 2021 2022
TWh
15. Wind power grows rapidly:
Capacity increased 76 percent and production 41 percent
12.1.2022
15
109 142 146 196 199 259 453 631
1,004 1,532
2,044 2,041 2,284 2,586
3,257
5,677
188 261 277 294 481 494
774
1,107
2,327
3,068
4,795
5,839 6,025
7,938 8,180
11,545
0
2,000
4,000
6,000
8,000
10,000
12,000
14,000
2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 2017 2018 2019 2020 2021 2022
Installed generation capacity at the end of year (MW) Generation (GWh)
MW and GWh
16. Hydropower generation
12.1.2022
16
Average year
= hydropower production
calculated when flows of
built rivers are in average
level
0
2
4
6
8
10
12
14
16
18
2010 2011 2012 2013 2014 2015 2016 2017 2018 2019 2020 2021 2022
TWh
17. Generation and capacity of CHP in district heating
12.1.2022
17
*Peak load capacity is not included from year 2017
*Source: Statistics Finland, Energy 2022 table service, table 3.5
3,150 3,150 3,350 3,490 3,490 3,550 3,430 3,350 3,250 3,021 3,051 3,051 3,061 3,097 3,097
14,591
15,257
16,909
14,804
13,897
13,602
12,785
12,119 11,988
11,607
12,267 11,983
9,475
10,647
8,625
0
2,000
4,000
6,000
8,000
10,000
12,000
14,000
16,000
18,000
2008 2009 2010 2011 2012 2013 2014 2015 2016 2017 2018 2019 2020 2021 2022
Electricity generation capacity in peak load period (MW)* Generation (GWh)
MW and GWh
21. CO2-emissions of power generation-downward trend
continues
CO2-emissions of power
generation:
• 4.4 Mt in year 2022
• 4.7 Mt in year 2021
• 4.3 Mt in year 2020
• 6.9 Mt in year 2015
• 19 Mt in year 2010
2022 vs. 2021 -6 %
Emissions -39 % in last 5
years
Emissions -77 % vs 2010
12.1.2023
21
EU-27, v. 2020: 229 g CO2 / kWh
Source: EEA
227
182
124
160
133
97
111
95
107
83
64 68 64
0
50
100
150
200
250
0
5,000
10,000
15,000
20,000
25,000
30,000
2010 2011 2012 2013 2014 2015 2016 2017 2018 2019 2020 2021 2022
1000 t CO2
Condense etc CHP Specific carbon dioxide emissions
g
g CO2 / kWh(e)
22. Peak loads of electricity
maximum electricity MW
12.1.2022
22
0
2,000
4,000
6,000
8,000
10,000
12,000
14,000
16,000
1980 1984 1988 1992 1996 2000 2004 2008 2012 2016 2020
MW
Peak of year 2022 14 058 MW (11.1.2022)
24. Variation of Electricity Production and Imports in 2022
average week power
12.1.2022
24
0
2,000
4,000
6,000
8,000
10,000
12,000
14,000
1 3 5 7 9 11 13 15 17 19 21 23 25 27 29 31 33 35 37 39 41 43 45 47 49 51
MW
Nuclear power CHP, industry CHP, district heating Condence etc Hydro power Wind power Solar power Net imports
26. In 2022, wholesale electricity price in Finland was
considerably higher than in the previous years
12.1.2023
Tekijä tai esityksen nimi
26
Source: Nord Pool
0
20
40
60
80
100
120
140
160
180
2013 2014 2015 2016 2017 2018 2019 2020 2021 2022
€/MWh
Annual electricity spot prices in Finland
27. Price of electricity in Finland was the second-lowest in the
entire EU ̶ great price differences compared to Central
Europe
12.1.2023
Tekijä tai esityksen nimi
27
Source: Nord Pool
0
50
100
150
200
250
300
Finland Northern
Sweden
Stockholm Oslo Copenhagen Germany France Estonia
€/Mwh
Electricity spot prices on average 2022
28. Electricity prices rose in Europe mainly due to the reduced
amounts of Russian natural gas and other energy in the
market
12.1.2023
Tekijä tai esityksen nimi
28
Lähde: Nord Pool
Society starts to
open up after
COVID-19
restrictions and the
demand for
electricity
increases.
Exceptionally low
prices come to an
end.
Cold December
raised gas and
electricity prices.
Russia attacks
Ukraine.
Gas and electricity
imports from Russia
are reduced
considerably during
spring and summer.
Russia starts to limit
gas imports to
Europe.
0
100
200
300
400
500
600
jan 2020 April-20 July-20 October-20 January-21 April-21 July-21 October-21 January-22 April-22 July-22 October-22
€/MWh
Electricity spot prices 2020-2022
Finland Stockholm France Germany
29. Price of electricity has followed the price of natural gas,
which has multiplied in Central Europe
12.1.2023
Tekijä tai esityksen nimi
29
• The price of natural gas has
increased 20–30-fold from the low
prices in 2020.
• About 20% of electricity in the EU is
produced with natural gas. In many
countries this share is much higher.
• For the time being, gas is a
necessary fuel with respect to
sufficient electricity supplies.
• The wholesale price of electricity in
Finland partly follows the Central
European prices, but not in full.
When there is plenty of Nordic
production on offer, our price level
falls considerably lower.
Sources: Nord Pool & Trading Economics
0
50
100
150
200
250
300
0
50
100
150
200
250
300
350
400
450
500
€/MWh
(Gas)
€/MWh
(Electricity)
Finland Germany Gas (TTF)
Electricity spot price and the price of monthly gas products in
Finland and Germany
30. In addition to gas, the hot and dry summer and challenges
in nuclear power plants also contributed to the crisis
• The rise in electricity prices is also partly
explained by the reduced supply of nuclear and
hydro power.
• There are a number of faults and maintenance
issues especially in French nuclear power
plants, due to which production has
plummeted.
• The dry year has reduced the supply of hydro
power.
• Reduced use of electricity and increased
production of wind and solar power have not
been enough to meet the shortfall in nuclear
and hydro power.
• It has been necessary to utilise more coal
power in electricity production, and even the
hugely expensive natural gas has been slightly
more in demand than in the previous year.
12.1.2023
Tekijä tai esityksen nimi
30
Sources: Bruegel & Ember
-112
-65
-5 -2
-1 [CELLRANGE]
[CELLRANGE]
[CELLRANGE]
[CELLRANGE]
-200
-180
-160
-140
-120
-100
-80
-60
-40
-20
0
Nuclear
Power
Hydro
Power
Other
Fossiles
Bio
Energy
Other
Renewables
Gas
Coal
Wind
Power
Solar
Power
TWh
Change in electricity production by production form 2022 vs. 2021
January-November
31. High prices are not only a
Finnish phenomenon
12.1.2023
Tekijä tai esityksen nimi
31 Source: Nord Pool
• Prices have been very high throughout Europe.
• The electricity wholesale market is common,
i.e. pricing takes place according to supply
and demand in the entire region.
• Electricity is transmitted in the grid towards
a higher price.
• Electricity transmission links are not enough
to ensure the same price in all areas.
• The prices have been highest in countries that
have a lot of production based on fossil fuels or
not enough own production capacity.
• Sweden has had the lowest prices, and Finland
has imported a lot of electricity from Sweden.
Correspondingly, electricity has been exported
from Finland to Estonia.
Electricity spot prices by country 2022
Prices in Norway,
Denmark, Sweden and
Italy are from the price
areas of the capital cities
32. Electricity price fluctuations have been high this year –
highest prices seen in August and in early December
12.1.2023
Tekijä tai esityksen nimi
32
0
50
100
150
200
250
300
350
400
450
1 3 5 7 9 11 13 15 17 19 21 23 25 27 29 31 33 35 37 39 41 43 45 47 49 51
€/MWh
Weekly electricity spot prices in Finland in 2022
Lähde: Nord Pool
• In January–April, Finland had the
lowest wholesale electricity prices in
Europe together with Sweden.
• The prices increased when electricity
imports from Russia stopped and gas
became more expensive.
• In late November and early December,
the weather was widely cold with low
winds in Central and North-West
Europe.
33. Price difference between Finland and Sweden grew further
12.1.2023
Tekijä tai esityksen nimi
33
Lähde: Nord Pool
• The reason for the price difference between
Finland and Sweden is the insufficient
transmission capacity to transmit lower-
priced electricity to the neighbouring
country.
• In the past few years, Finland has usually
imported a substantial volume of electricity
from Sweden.
• The challenge for Finland is that our
production capacity is not sufficiently high.
In sub-zero temperatures during high
demand or low winds, the prices can rise
extremely high even if electricity prices in
Sweden were lower.
• Increasing own power production and
growing the transmission capacity will
reduce the price difference.
0
20
40
60
80
100
120
140
160
180
2002 2003 2004 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 2017 2018 2019 2020 2021 2022
€/MWh
Annual electricity spot prices in Finland and the Stockholm region
Finland Stockholm (2002-2011 Sweden)
34. Outlook for electricity prices is promising
especially in terms of Finland and Sweden
12.1.2023
Tekijä tai esityksen nimi
34
Sources: Nord Pool, Nasdaq OMX & EEX
Futuure prices from 29.12.2022
• Future electricity deliveries are
traded on the electricity derivatives
market.
• The price outlook is declining in
Finland and Sweden.
• In Germany, high prices seem to be
continuing.
• The situation in Finland and Sweden
is explained by the fact that we have
a constant plentiful supply of new
electricity production. Moreover, we
are not dependent on gas in
electricity production which would
keep prices at a constantly high level.
0
50
100
150
200
250
300
350
400
450
500
€/MWh
Actual electricity spot prices & futures
Finland Stockholm Germany Finland Fut. Stockholm Fut. Germany Fut.
36. Petrol and diesel car sales in Finland
(new passenger cars, plug-in hybrid cars not included)
12.1.2022
36
0
20,000
40,000
60,000
80,000
100,000
120,000
2016 2017 2018 2019 2020 2021 2022
No.
Diesel Petrol Source: Traficom
37. Alternative power sources for the first registration of
passenger cars
12.1.2022
37
0
5
10
15
20
25
30
35
40
45
2016 2017 2018 2019 2020 2021 2022
%
Gas cars Plug-in hybrid cars Electric cars Source: Traficom
38. Alternative power sources in passenger cars
in traffic by end of the year
12.1.2022
38
614 844 1,449 2,404 4,661
9,697
22,921
44,889
1,508 1,825 3,161 5,607
9,388
12,366
14,395
15,622
1,017
2,437 5,719
13,095
24,704
45,621
76,990
104,039
0
20,000
40,000
60,000
80,000
100,000
120,000
2015 2016 2017 2018 2019 2020 2021 2022
No.
Electric vehicles Gas vehicles Plug-in hybrid cars Source: Traficom