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Offshore Wind Foundations: Digital Tools for Lifecycle Management
Seoul, South Korea
May 2019
At a glanceArup is a leading advisory and engineering firm in the global infrastructure market
$2.05 bn
40+Countries where deals have been closed, since 2013
290Deals closed since 2008
Over
$230 bn +in successful transactions since 2008
>70Years of delivering successful engineering design projects around the world
13,840Staff working in 40 countries
2018 turnover
2017Top advisor in infrastructure investment for the past 20 years
2014Global Infrastructure Technical Adviser of the year
2016Technical Advisor of the Year of Europe and Africa
2018Technical Advisor of the Year by Value ($25bn)
Arup Credentials in offshore wind
Asia
# Wind Farm MW Developer Country
1 Hai Long 1,000 Confidential Taiwan
2 Yunlin 640 Confidential Taiwan
3 Akita Port 55 Confidential Japan
4 Nojiro Port 88 Confidential Japan
5 Kashima Port 30 Confidential Japan
6 Mutsu Bay 800 Confidential Japan
2
1
6
5
4
3
Arup Credentials in offshore wind
Europe
# Wind Farm MW Client Countr
y
1 Anholt 400 Dong Energy Denmark
2 Borkum Riffgrund 1 277 Dong Energy Germany
3 Burbo Banks Extension 254.2 Dong Energy UK
4 Galloper 336 RWE Innogy UK
5 Gemini 600 Siemens/ Northland UK
6 Global Tech 1 400 Global Tech 1 Germany
7 Gunfleet Sands 1&2 172 Dong Energy UK
8 Gwynt y Mor 576 RWE Innogy UK
9 Horns Rev 2 209 Dong Energy Denmark
10 London Array (LTA OFTO) 630 Dong Energy UK
11 Lynn and Inner Dowsing 194 GIB UK
12 Meerwind (M&A and Lender scope) 288 WindMW UK
13 Nordsee 1 332RWE Innogy/
NorthlandGermany
14 Nysted 166 Dong Energy Denmark
15 Rampion 400 EON UK
16 Rhyl Flats 90 RWE Innogy UK
17 Rodsand 207 EON Denmark
18Sheringham Shoal (DD + LTA
OFTO)317 Statoil UK
19 Walney 1 & 2 (LTA OFTO) 368 Dong Energy UK
20 West of Duddon Sands (LTA OFTO) 389 Dong Energy UK
21 Westermost Rough 210 Dong Energy UK
22 Dudgeon 402 CRP UK
23 Race Bank 573.3 Confidential UK
24 Triton Knoll 860 Confidential UK
25 Neart Na Gaoithe (LTA) 448 Confidential UK
26 Bard 400 Confidential Germany
27 Veja Mate 402 Confidential Germany
28 Gode Wind 1 330 Confidential Germany
1
9
8
6
10
11
12
13
14
15
16
17
18
20
21
23
24
25
2627
28
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3
22
52
4
7
Offshore Wind Foundations: Digital Tools for Lifecycle Management
Agenda
1. The Value of Offshore Wind Foundation Life Extension
2. Arup Capability in Offshore Wind Foundation Assessment + Design
3. An Integrated Tool for Lifecycle Management
4. Conclusion: Arup’s Unique Offering
Offshore Wind Foundations: Digital Tools for Lifecycle Management
The Value of Offshore Wind Foundation Life Extension
• The foundation is one of the few irreplaceable
items on an offshore wind asset. Considerable
value can be realised by justifying life extension.
• We have demonstrated life extension on 3 wind
farms by:
• ‘Counting’ accumulated fatigue with strain
gauge data on a single asset.
• Including wave loading below the waterline.
• Forecasting future damage and extrapolating
across the wind farm based on wind data from
the nacelle.
• Fatigue damage of
foundations controls
operational life
• Arup has completed
several projects using
strain gauge data to
‘count’ fatigue damage
Offshore Wind Foundations: Digital Tools for Lifecycle Management
Arup Capability in Offshore Wind Foundation Assessment
• We are currently undertaking internally funded research to investigate the potential of using machine
learning to enable ubiquitous SCADA data to predict damage on substructures without the requirement
for strain gauge instrumentation.
• ‘SCADA’ performance data
– available on all turbines
• Strain gauge data – installed on
a small number of foundations
Can we train a model which allows SCADA data to
be used as a proxy for strain gauge data?
Offshore Wind Foundations: Digital Tools for Lifecycle Management
Arup Capability in Offshore Wind Foundation Assessment
• The initial results of this internal research are promising. The trained machine learning model can
predict the accumulated fatigue damage based on SCADA data.
Fat
igue
Dam
age
Time
Recurring Neural
NetworkFATIGUE DAMAGESCADA DATA
TARGET:
(Derived from strain gauge data)
COMPARE & ADJUST MODEL
• Arup has led foundation assessment and
design on UK, Japanese and US wind
farms
• We have developed an ‘expert tool’ to
enable automated selection and sizing
of a range of foundation types with the
most basic information
• This enable efficient development of
design concepts to feed into decisions
for feasibility, planning and investment
Offshore Wind Foundations: Digital Tools for Lifecycle Management
Arup Capability in Offshore Wind Foundation Design
Offshore Wind Foundations: Digital Tools for Lifecycle Management
Spreadsheet input template
for design information
Builds, analyses and extracts
information from SESAM &
GSA models
Generates reports and
dashboards for the designer
3 minutes per design case
from 1 hour
=
+
+
• We have also developed
automation tools for
detailed design enabling
rapid assessment of
structural utilisation
Arup Capability in Offshore Wind Foundation Design
Offshore Wind Foundations: Digital Tools for Lifecycle Management
An Integrated Tool for Lifecycle Management
Planning + Concept
DesignDetailed Design Construction
In-Service
ManagementDecommissioning
‘As Designed’ ‘As Built’ ‘As Is’
Automation tool: technical insight In-service measured data and inspection: as-is condition
The combination and delivery of automation tools with in-service data would enable
continually updated structural information: more insights + reduced effort
Continuously Updated Input Data
• SCADA (direct link or store)
• Continuous strain gauge measurements
• Scour measurement
• Corrosion surveys + weld NDT results
• Met mast + wave buoy data
• Inspection and maintenance records
• Design documentation
The tool would enable more efficient management of offshore wind foundations, including:
• Current condition status.
• Remaining life.
• Cost/life benefit of future maintenance.
• Required inspections.
• Potential for re-powering.
Offshore Wind Foundations: Digital Tools for Lifecycle Management
An Integrated Tool for Lifecycle Management
Current fatigue
damage level
Cu
rren
t co
rrosi
on
con
dit
ion
Design documentation and inspection records
SCADA and strain gauge raw data Event Assessment:
• Scour Event Depth
• Corrosion Event
• Turbine Variation
GE 12MW
Halide
MHI Vestas
9.5MW
MHI Vestas
4.2 MW
UK Wind Farm | A04 Turbine | Foundation Condition Summary
15.03.2019 11:26
A01 A02 A04 A04
A05 A06 A07 A08 A09
A10 A11 A12 A13
Confidential UK Wind Farm | Foundation Condition Summary
15.03.2019 11:26
Offshore Wind Foundations: Digital Tools for Lifecycle Management
Conclusion: Arup’s Unique Offering
Why Arup?
• We have demonstrated life extension using measured
data on several wind farms
• We have developed ML/AI methods to predict
foundation life from SCADA data
• We have developed automated tools for both the
Concept and Detailed design of offshore wind
foundations
We are uniquely placed to combine our automated
engineering tools with in-service data to obtain more
value from the lifecycle management of offshore wind
foundations