Stefan Kern: 2013 Sandia National Laboratoies Wind Plant Reliability Workshop
- 1. This Document Contains the Following
Data Types
GE Confidential
Wind Plant Reliability
Complex Flow Research Perspectives
Stefan Kern, GE Global Research, Munich
August 14, 2013
- 2. @#GECON&*
Sandia Wind Plant Reliability Workshop
August 14 2013
Focus on Wind Plant
Holistic plant-level viewTurbine focus
Design
Siting
Operation
Reduce LCOE by improved design, operation & micrositing
Opt. performance w/ clean
blades in free-stream
Opt. plant power curve
Identical units according to
site wind class
Optimized product- &
component mix
„Cooperative“ control;
use excess margins
As independent units
- 3. @#GECON&*
Sandia Wind Plant Reliability Workshop
August 14 2013
Complex Flow Challenges
Design Siting Control
• Incomplete physics understanding
• Lack of data / limited exploitation of existing fleet data
• Limited modeling capabilities, standards lagging behind
- 4. @#GECON&*
Sandia Wind Plant Reliability Workshop
August 14 2013
Needs
Understand the problem & entitlement
• How much wake losses can we recover?
• Excess margins or underestimating loads?
Improved engineering practices & models
• Hierarchy of models - modular fidelity
• Proven & validated against field data
• Fleet data mining
New technology
• Rethink turbine design & siting
• Park level control strategies
Both internal R&D and collaborations with
external partners
- 5. @#GECON&*
Sandia Wind Plant Reliability Workshop
August 14 2013
Learning from Field Data
Wake behind single turbine
Wind velocity [m/s]
Std dev
95% conf int
mean
Heightaboveground[m]
Buffalo Gap wind park - one out
of hundreds in the GE fleet
Full scale flow field measurements
• Averaged velocity profiles of isolated/interacting wind
turbines pairs & wake turbulence
• Sparse data
Operational data of GE fleet
• Recorded 10min data of hundreds of wind parks
over many years
• Data quality can be challenging
• How to define/measure ideal farm performance?
Gaps: - Best practices for fleet data analysis
- Exploiting large data to full extent
- Limited load data inside plant along with
detailed inflow conditions
- 6. @#GECON&*
Sandia Wind Plant Reliability Workshop
August 14 2013
Learning from Scaled Experiments
Gaps: - Scalability questions for small scale models
- Medium scale experiments in largest facilities
Single turbines
• Validation data for predictions of blade aerodynamic
performance with controlled inflow
• Typically focussed on near wake, limited far wake data
Interacting turbines
• Typically models with D<50cm in ABL wind tunnels
• Limited flexibility in controlling turbine operation
Source http://wire.epfl.ch
Source http://wind.nrel.gov
NREL turbine in
NASA AMES wind tunnel
Wind farm in ABL wind tunnel
MEXICO experiment, DNW wind
tunne
Source http://www.ecn.nl
- 7. @#GECON&*
Sandia Wind Plant Reliability Workshop
August 14 2013
Engineering Models
Rotor & wake
• Largely focused on optimizing standalone unit performance
• Limited capability to capture complex inflow
Farm level
• Limited to steady state, assumption of constant wind
direction and wind speed
• Following IEC certification requirements/common practice
Gaps: - Comprehensive calibration of farm models to field
data/high fidelity models
- Capturing of unsteady effects & complex terrain
- 8. @#GECON&*
Sandia Wind Plant Reliability Workshop
August 14 2013
High Fidelity Simulation & HPC
Gaps: - Comprehensive validation
- Largely limited to simple terrain
- Flowdown to engineering tools
- Exploiting large data to full extent
PSU Cyber Wind Facility
Rotor & wake
• Capture complex inflow for detailed rotor aero & wake
• Long term vision: replace expensive field tests
• Assessing modeling approaches & numerical methods
Farm level
• Assess wake impact, control strategies & new architectures
• Reduce wake losses and fatigue loading
Partners: Penn State, NREL, LLNL, UC Louvain
- 9. @#GECON&*
Sandia Wind Plant Reliability Workshop
August 14 2013
Concerted Field Tests & Simulation
Source: energy.sandia.gov
…key to advance and validate modeling capabilities
Full scale
Wind farm
Red. scale
Few turbines
Test setup Simulation
Wind tunnel
Contr. cond
Measmt tech
Source: mexnext.org
Source: NREL
Source: Texas Tech University
Distance from rotor plane (m)
Source: mexnext.org
- 10. @#GECON&*
Sandia Wind Plant Reliability Workshop
August 14 2013
Conclusions
• Great momentum & progress in complex flow research
− Experimental facilities
− Measurement technology
− Simulation
• Overcome barriers to develop & deploy new technologies
− Demonstrate business value
− Flow down to engineering practices and tools