Vortex generators were installed on over 500 turbines in 2014 to study their effects on reliability and performance. Trials showed that VGs provided production gains compared to unmodified turbines, though the gains were small and validation is challenging. VGs were found to positively impact airflow attachment along turbine blades to reduce stall effects. Testing also indicated that VGs may impact wind sensor readings on nacelles.
The Impacts of Uprating and Derating on Wind Turbine ReliabilitySentient Science
How can you know the impact of uprating and derating wind turbines?
Today, most OEMs offer uprating packages (GE PowerUp, Vestas PowerPlus, etc.) that allow for existing wind turbines to realize higher annual power production. The impact on reliability through derating or uprating is unknown through industry standard techniques. This has led to well under 20 year life of current wind turbine gearboxes.
Investigating the Impacts of Uprating or Derating for the GE 1.5MWSentient Science
Many wind turbine operators that own GE 1.5MW turbines are considering to either uprate (using e.g. GE PowerUp) or derate their GE turbine fleet. Unfortunately, the impact on reliability, especially on the gearbox, through uprating or derating is unknown using standard industry techniques. This results in uncertainties that do not allow the operators to estimate the financial impact of uprating or derating correctly.
The Impacts of Uprating and Derating on Wind Turbine ReliabilitySentient Science
How can you know the impact of uprating and derating wind turbines?
Today, most OEMs offer uprating packages (GE PowerUp, Vestas PowerPlus, etc.) that allow for existing wind turbines to realize higher annual power production. The impact on reliability through derating or uprating is unknown through industry standard techniques. This has led to well under 20 year life of current wind turbine gearboxes.
Investigating the Impacts of Uprating or Derating for the GE 1.5MWSentient Science
Many wind turbine operators that own GE 1.5MW turbines are considering to either uprate (using e.g. GE PowerUp) or derate their GE turbine fleet. Unfortunately, the impact on reliability, especially on the gearbox, through uprating or derating is unknown using standard industry techniques. This results in uncertainties that do not allow the operators to estimate the financial impact of uprating or derating correctly.
VTU Notes for Testing and commissioning of Electrical Equipment
Department of Electrical and Electronics
Faculty Name: Mrs Veena Bhat
Designation: Assistant Professor
Subject: Testing and Commissioning of Electrical equipment
Semester: VII
Fabrication of Advanced Hybrid Savonius Wind TurbineDigvijay Gabhane
As indicated by most recent situation about the water issue additionally everyday expanded necessity power mulled over here chose to create such kind framework that, this framework can ready to chip away at non-customary fuel source. As indicated by topographical designs taken into vision, at each spot there is accessibility of Non-regular fuel source with distinctive extent so here we have chosen to make such a framework which can be put anyplace and can have the option to work at any extent of non-regular fuel source. This framework can create yield in excess of 20 watts over a solitary generator. At last, this framework utilizes 8 unique generators so that, this framework can produce most extreme yield and it relies upon RPM of turbine. The assembling of framework is such a way that, with the base pivot of Turbine, the generator can turn with most extreme RPM. This can be conceivable with the utilization of stuff box plan and related gathering. This total framework is half breed framework that implies it tends to be utilized to work on any sort of fuel source, i.e., wind speed and Water power
This is about magnetically levitated maglev windmill.
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Immunizing Image Classifiers Against Localized Adversary Attacksgerogepatton
This paper addresses the vulnerability of deep learning models, particularly convolutional neural networks
(CNN)s, to adversarial attacks and presents a proactive training technique designed to counter them. We
introduce a novel volumization algorithm, which transforms 2D images into 3D volumetric representations.
When combined with 3D convolution and deep curriculum learning optimization (CLO), itsignificantly improves
the immunity of models against localized universal attacks by up to 40%. We evaluate our proposed approach
using contemporary CNN architectures and the modified Canadian Institute for Advanced Research (CIFAR-10
and CIFAR-100) and ImageNet Large Scale Visual Recognition Challenge (ILSVRC12) datasets, showcasing
accuracy improvements over previous techniques. The results indicate that the combination of the volumetric
input and curriculum learning holds significant promise for mitigating adversarial attacks without necessitating
adversary training.
Hybrid optimization of pumped hydro system and solar- Engr. Abdul-Azeez.pdffxintegritypublishin
Advancements in technology unveil a myriad of electrical and electronic breakthroughs geared towards efficiently harnessing limited resources to meet human energy demands. The optimization of hybrid solar PV panels and pumped hydro energy supply systems plays a pivotal role in utilizing natural resources effectively. This initiative not only benefits humanity but also fosters environmental sustainability. The study investigated the design optimization of these hybrid systems, focusing on understanding solar radiation patterns, identifying geographical influences on solar radiation, formulating a mathematical model for system optimization, and determining the optimal configuration of PV panels and pumped hydro storage. Through a comparative analysis approach and eight weeks of data collection, the study addressed key research questions related to solar radiation patterns and optimal system design. The findings highlighted regions with heightened solar radiation levels, showcasing substantial potential for power generation and emphasizing the system's efficiency. Optimizing system design significantly boosted power generation, promoted renewable energy utilization, and enhanced energy storage capacity. The study underscored the benefits of optimizing hybrid solar PV panels and pumped hydro energy supply systems for sustainable energy usage. Optimizing the design of solar PV panels and pumped hydro energy supply systems as examined across diverse climatic conditions in a developing country, not only enhances power generation but also improves the integration of renewable energy sources and boosts energy storage capacities, particularly beneficial for less economically prosperous regions. Additionally, the study provides valuable insights for advancing energy research in economically viable areas. Recommendations included conducting site-specific assessments, utilizing advanced modeling tools, implementing regular maintenance protocols, and enhancing communication among system components.
Overview of the fundamental roles in Hydropower generation and the components involved in wider Electrical Engineering.
This paper presents the design and construction of hydroelectric dams from the hydrologist’s survey of the valley before construction, all aspects and involved disciplines, fluid dynamics, structural engineering, generation and mains frequency regulation to the very transmission of power through the network in the United Kingdom.
Author: Robbie Edward Sayers
Collaborators and co editors: Charlie Sims and Connor Healey.
(C) 2024 Robbie E. Sayers
1. 2014 Blade Reliability Presentation
Field Trials of Vortex Generators Sandia Blade Workshop Albuquerque, NM
Ron Grife
Manager, Turbine Performance and Reliability
Aug 26-28, 2014
2. 2014 Blade Reliabiltiy Presentation
2
Vortex Generators (VGs)
The typical turbine blade is designed as a compromise between the ideal/theoretical airfoil shape and the structural efficiency of a practical rotor set. As a result, turbine blades can suffer from stall losses (especially around the root section) due to the detachment of air flow.
3. 2014 Blade Reliabiltiy Presentation
3
Vortex Generators (VGs)
Typical VG installations are applied to the root section of the blade, however, VGs can also be applied along the entire span of the blade to prevent stall for a variety of reasons
KEY FACTS
•Gains – production benefits from VGs are relatively small compared to typical power variations, validating gains is challenging
•Preparation – design and placement is unique to every blade type; requires intensive studies to visualize air-flow attachment
•Material - VGs may be made of metal or injection-molded plastic
•Installation – requires detailed installation procedure, but can usually be done uptower via rope access, platforms, etc. In some cases VG installs combined with other blade improvement
•Life - VGs are exposed to difficult environmental conditions and therefore need to be designed to be robust and maintenance- free
EDPR has installed VGs on 500+ turbines in 2014, trials in progress for additional units in coming years
4. 2014 Blade Reliabiltiy Presentation
4
Met Mast Reference (IEC style)
•Two turbines near met in IEC conditions
•One of the turbines gets VG’s installed
•One turbine unmodified as a control
•Data requirements similar/same as IEC
•Relative production difference is VG gain
No Met Mast (Long Term Production)
•Various turbines selected at wind farm
•Turbine production monitored for 12 months
•Unmodified neighbor turbines provide reference
•Very little filtering (attempting to get “actual” production effects)
•Relative gain compared to unmodified neighbors is the VG effect
Types of Gain Analysis
5. 2014 Blade Reliabiltiy Presentation
5
Summary of VG Trials
Turbine
Trial Description
Status
Turbine Type 1
Trialed 2 Different VGs
Initial Measurements Complete
Turbine Type 2
Trialed 2 Different VGs + additional blade impr.
Initial Measurements Complete
Turbine Type 3
Trialed 3 Different VGs + additional blade impr.
Measurements in Review
Turbine Type 3
VGs in different positions in park:
•Edge of array
•waked positions
•with control improvement
Measurement period almost complete
6. 2014 Blade Reliabiltiy Presentation
6
VG Gain Comparisons
0
1
2
Relative Production Gain
Turbine Type
Turbine Type 1 - VG Type 1
Turbine Type 1 - VG Type 2
Turbine Type 2 - VG Type 1
Turbine Type 2 - VG Type 2
Turbine Type 2 - VG Type 3
•Gains on Type 2 are generally higher
•Spread in results between turbine types is similar
•Analysis for type 3 not completed
7. 2014 Blade Reliabiltiy Presentation
7
Environmental variation (Siting, TI, Shear, etc.)
VGs change the blades sensitivity to changes in local angle of attack which are driven by TI, shear
Configuration differences (pitch settings, blade condition)
Small changes in blade settings and actual conditions could have a relatively large influence on the overall effect from VGs
Anemometer impact (only issue if referencing WTG anemometer)
The change in aerodynamics at the blade root affects the flow in the area near the nacelle where the anemometer is located
Confounding Factors (Sources of variation)
8. 2014 Blade Reliabiltiy Presentation
8
Anemometer Impacts
Analysis: Wind sensor readings on trial turbines compared to control neighbor in IEC conditions before and after VGs were installed. Results: Conclusions: VGs may have an impact on wind sensors. Results not unexpected, although magnitudes don’t have clear correlation yet.
Turbine
Measured Impact
Comments
Turbine Type 1
No Clear Change
Large “seasonal” variations in correlation without VGs.
Turbine Type 2
Increase in Indicated WS
Clear change in wind speeds across various VG types
Turbine Type 3
[Apparent Increase in Indicated WS, still verifying]
Initial indicators: Seasonal variations in baseline turbine, needs further study
9. 2014 Blade Reliabiltiy Presentation
9
•VGs consistently produced positive gains in trials
•Gains appear to have a consistent variation according to trial results
•Gains appear to be larger on some turbine types
•Anemometers were impacted on some of the turbines that were tested
•Longer term trials showing that VGs have longevity to justify investment
Conclusions