This slideshare provides geotechnical engineers and nondestructive testing professional with information on low strain impact integrity testing of deep foundations and piles.
This slideshare provides geotechnical engineers and nondestructive testing professional with information on low strain impact integrity testing of deep foundations and piles.
Impact of Different Wake Models on the Estimation of Wind Farm Power GenerationWeiyang Tong
For citations, please refer to the journal version of this paper,
by Tong et al., "Sensitivity of Wind Farm Output to Wind Conditions, Land Configuration, and Installed Capacity, Under Different Wake Models", J. Mech. Des. 137(6), 061403 (Jun 01, 2015) (11 pages), Paper No: MD-14-1339; doi: 10.1115/1.4029892
available at:
http://mechanicaldesign.asmedigitalcollection.asme.org/article.aspx?articleid=2173776
Get an overview of self-service analytics, plus some tools of the trade and best practices for developing in Logi Studio.
Get the sample Styled Self-Service Module here: http://apps.logianalytics.com/responsive/rdPage.aspx
Learn more in the Gartner 2016 Critical Capabilities Report for BI and Analytics Platforms at https://goo.gl/IGNRO5
Windpower Engineering Webinar - Vortex Generators on Wind TurbinesUpWind Solutions
Smart Blade and UpWind Solutions present on how vortex generators can be applied to wind turbine blades and help improve lift, ultimate increasing AEP by 1-3%.
Large scale topological optimisation: aircraft engine pylon caseAltair
An engine pylon holds the engine to the wing and ensures multiple others functions: aerodynamics, structure and systems. Moreover, it is designed to prevent a fire in the engine area from spreading to the wing. These multi-functions make the global pylon architecture design highly complex. Existing designs reach their limits regarding the aircraft performance requirements, with ever more powerful, bigger and hotter engines. Thus, the technological breakthrough becomes necessary to achieve better performance.
In the present work, we propose a new concept based on Additive Layer Manufacturing (ALM) process which eliminates many conventional constraints from the manufacturing process and can produce complex, precisely designed shapes.
Topological optimization, using ALTAIR’s finite element analysis software, is realized by integrating systems elements, fluid pipes mainly, to structural parts. Thus, these elements become structural unlike the existing design.
One objective of this work is to demonstrate the numerical feasibility of topology optimisation of large-size (5 m long, 0.83 m width and 1.19 m in height) and highly complex architecture design of an aeronautical structure.
The results show that a significant mass saving, more than 20%, can be achieved even with heavily constrained structure in terms of stresses, dimensions, interfaces, systems, etc. Furthermore, this study highlights benefits in the parts number which dropped by 97%.
Note that the existing engine pylon is made mostly of Titanium and Steel materials but for the topology optimisation a single material, Inconel 718, was chosen due to its best thermal and mechanical properties.
In order to ensure aerodynamic function, obtained organic shape structure is covered by custom-made cowls.
1/8 scale model is 3D printed by INITIAL company, using plastic material, can be exposed during the Altair Technology Conference.
Speakers
Abdelkader Salim, Innovation Engineer, SOGECLAIR Aerospace
The International Journal of Engineering & Science is aimed at providing a platform for researchers, engineers, scientists, or educators to publish their original research results, to exchange new ideas, to disseminate information in innovative designs, engineering experiences and technological skills. It is also the Journal's objective to promote engineering and technology education. All papers submitted to the Journal will be blind peer-reviewed. Only original articles will be published.
The papers for publication in The International Journal of Engineering& Science are selected through rigorous peer reviews to ensure originality, timeliness, relevance, and readability.
Integration of prebend optimization in a holistic wind turbine design toolLuca Sartori
We illustrate a method to recursively design the prebend of large wind turbine blades. The routine is then added to the multi-disciplinary design tool Cp-Max in order to obtain an optimal aero-structural configuration in terms of tilt and cone angles, prebend and blade internal structure. This work was presented at TORQUE 2016: The Science of making Torque from wind.
Conceptual Design and Structural Analysis of Solid Rocket Motor Casingijceronline
This paper is concern with theoretical design of the 100 kg solid rocket motor with predefined values of the burning rate is 100 mm/ sec, specific impulse is 240 sec and chamber pressure is 1000 psi. confined with selection of the material and basic concept of the rocket motor and its aspect during static test. Rocket motor is a highly complex aerospace component that consists of a metal casting, ablative liner and propellant grain. Also to determine the design pressure and burst pressure of a solid rocket motor casing .Preliminary design provided key propulsion outputs that would later be refined and assessed in the final design.
Free-form design of rotors - An overviewLuca Sartori
A contribution to the 12th EAWE PhD Seminar (Copenhagen, May 2016) illustrating a free-form approach to the multi-disciplinary design of wind turbine blades. Background, formulation and a range of applications.
Welcome to International Journal of Engineering Research and Development (IJERD)IJERD Editor
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Airbus - Topology Optimization Methods for Optimal Aircraft ComponentsAltair ProductDesign
Application of Topology, Sizing and Shape Optimization Methods to Optimal Design of Aircraft Components - a Technical Engineering & Analysis Paper from Altair ProductDesign
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Forklift Classes Overview by Intella PartsIntella Parts
Discover the different forklift classes and their specific applications. Learn how to choose the right forklift for your needs to ensure safety, efficiency, and compliance in your operations.
For more technical information, visit our website https://intellaparts.com
Courier management system project report.pdfKamal Acharya
It is now-a-days very important for the people to send or receive articles like imported furniture, electronic items, gifts, business goods and the like. People depend vastly on different transport systems which mostly use the manual way of receiving and delivering the articles. There is no way to track the articles till they are received and there is no way to let the customer know what happened in transit, once he booked some articles. In such a situation, we need a system which completely computerizes the cargo activities including time to time tracking of the articles sent. This need is fulfilled by Courier Management System software which is online software for the cargo management people that enables them to receive the goods from a source and send them to a required destination and track their status from time to time.
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.
About
Indigenized remote control interface card suitable for MAFI system CCR equipment. Compatible for IDM8000 CCR. Backplane mounted serial and TCP/Ethernet communication module for CCR remote access. IDM 8000 CCR remote control on serial and TCP protocol.
• Remote control: Parallel or serial interface.
• Compatible with MAFI CCR system.
• Compatible with IDM8000 CCR.
• Compatible with Backplane mount serial communication.
• Compatible with commercial and Defence aviation CCR system.
• Remote control system for accessing CCR and allied system over serial or TCP.
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Technical Specifications
Indigenized remote control interface card suitable for MAFI system CCR equipment. Compatible for IDM8000 CCR. Backplane mounted serial and TCP/Ethernet communication module for CCR remote access. IDM 8000 CCR remote control on serial and TCP protocol.
Key Features
Indigenized remote control interface card suitable for MAFI system CCR equipment. Compatible for IDM8000 CCR. Backplane mounted serial and TCP/Ethernet communication module for CCR remote access. IDM 8000 CCR remote control on serial and TCP protocol.
• Remote control: Parallel or serial interface
• Compatible with MAFI CCR system
• Copatiable with IDM8000 CCR
• Compatible with Backplane mount serial communication.
• Compatible with commercial and Defence aviation CCR system.
• Remote control system for accessing CCR and allied system over serial or TCP.
• Indigenized local Support/presence in India.
Application
• Remote control: Parallel or serial interface.
• Compatible with MAFI CCR system.
• Compatible with IDM8000 CCR.
• Compatible with Backplane mount serial communication.
• Compatible with commercial and Defence aviation CCR system.
• Remote control system for accessing CCR and allied system over serial or TCP.
• Indigenized local Support/presence in India.
• Easy in configuration using DIP switches.
Vaccine management system project report documentation..pdfKamal Acharya
The Division of Vaccine and Immunization is facing increasing difficulty monitoring vaccines and other commodities distribution once they have been distributed from the national stores. With the introduction of new vaccines, more challenges have been anticipated with this additions posing serious threat to the already over strained vaccine supply chain system in Kenya.
Industrial Training at Shahjalal Fertilizer Company Limited (SFCL)MdTanvirMahtab2
This presentation is about the working procedure of Shahjalal Fertilizer Company Limited (SFCL). A Govt. owned Company of Bangladesh Chemical Industries Corporation under Ministry of Industries.
Democratizing Fuzzing at Scale by Abhishek Aryaabh.arya
Presented at NUS: Fuzzing and Software Security Summer School 2024
This keynote talks about the democratization of fuzzing at scale, highlighting the collaboration between open source communities, academia, and industry to advance the field of fuzzing. It delves into the history of fuzzing, the development of scalable fuzzing platforms, and the empowerment of community-driven research. The talk will further discuss recent advancements leveraging AI/ML and offer insights into the future evolution of the fuzzing landscape.
Sachpazis:Terzaghi Bearing Capacity Estimation in simple terms with Calculati...Dr.Costas Sachpazis
Terzaghi's soil bearing capacity theory, developed by Karl Terzaghi, is a fundamental principle in geotechnical engineering used to determine the bearing capacity of shallow foundations. This theory provides a method to calculate the ultimate bearing capacity of soil, which is the maximum load per unit area that the soil can support without undergoing shear failure. The Calculation HTML Code included.
Water scarcity is the lack of fresh water resources to meet the standard water demand. There are two type of water scarcity. One is physical. The other is economic water scarcity.
Quality defects in TMT Bars, Possible causes and Potential Solutions.PrashantGoswami42
Maintaining high-quality standards in the production of TMT bars is crucial for ensuring structural integrity in construction. Addressing common defects through careful monitoring, standardized processes, and advanced technology can significantly improve the quality of TMT bars. Continuous training and adherence to quality control measures will also play a pivotal role in minimizing these defects.
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.
COLLEGE BUS MANAGEMENT SYSTEM PROJECT REPORT.pdfKamal Acharya
The College Bus Management system is completely developed by Visual Basic .NET Version. The application is connect with most secured database language MS SQL Server. The application is develop by using best combination of front-end and back-end languages. The application is totally design like flat user interface. This flat user interface is more attractive user interface in 2017. The application is gives more important to the system functionality. The application is to manage the student’s details, driver’s details, bus details, bus route details, bus fees details and more. The application has only one unit for admin. The admin can manage the entire application. The admin can login into the application by using username and password of the admin. The application is develop for big and small colleges. It is more user friendly for non-computer person. Even they can easily learn how to manage the application within hours. The application is more secure by the admin. The system will give an effective output for the VB.Net and SQL Server given as input to the system. The compiled java program given as input to the system, after scanning the program will generate different reports. The application generates the report for users. The admin can view and download the report of the data. The application deliver the excel format reports. Because, excel formatted reports is very easy to understand the income and expense of the college bus. This application is mainly develop for windows operating system users. In 2017, 73% of people enterprises are using windows operating system. So the application will easily install for all the windows operating system users. The application-developed size is very low. The application consumes very low space in disk. Therefore, the user can allocate very minimum local disk space for this application.
1. Technische Universität München
Wind Energy Institute
Aero-Structural Design of Rotors Carlo L. Bottasso P. Bortolotti, A. Croce, F. Gualdoni, L. Sartori Technische Universität München & Politecnico di Milano Sandia Wind Turbine Blade Workshop August 26-28, 2014
2. Aero-Structural Design of Rotors
Presentation Outline
•Introduction and motivation: the need for an integrated aero- structural design approach
•Aero-structural design algorithms
•Free-form design: towards a genuine 3D optimization of rotor blades
•Applications and results, including the design of Low Induction Rotors (LIRs)
•Conclusions and outlook
3. Aero-Structural Design of Rotors
Pitch-torque control laws:
- Regulating the machine at different set points depending on wind conditions
- Reacting to gusts
- Reacting to wind turbulence
- Keeping actuator duty-cycles within admissible limits
- Handling transients: run-up, normal and emergency shut- down procedures
- …
- Annual Energy Production (AEP)
- Noise
- …
- Loads: envelope computed from large number of Design Load Cases (DLCs, IEC-61400)
- Fatigue (25 year life), Damage Equivalent Loads (DELs)
- Maximum blade tip deflections
- Placement of natural frequencies wrt rev harmonics
- Stability: flutter, LCOs, low damping of certain modes, local buckling
- Complex couplings among rotor/drive- train/tower/foundations (off-shore: hydro loads, floating & moored platforms)
- Weight: massive size, composite materials (but shear quantity is an issue, fiberglass, wood, clever use of carbon fiber)
- Manufacturing technology, constraints
- Generator (RPM, weight, torque, drive-train, …)
- Pitch and yaw actuators
- Brakes
- …
GE wind turbine (from inhabitat.com)
Wind Turbine Design
4. Aero-Structural Design of Rotors
Motivation: the Need for Combined Aero-Structural Design
Cost model (Fingersh at al., 2006): 푪풐푬 = 푭풊풙풆풅푪풉풂풏품풆푹풂풕풆∗푰풏풊풕풊풂풍푪풂풑풊풕풂풍푪풐풔풕풑 푨푬푷풑 + 푨풏풏풖풂풍푶풑풆풓풂풕풊풏품푬풙풑풆풏풔풆풔풑 where 풑 = design parameters Strong couplings between aerodynamic shape (AEP) and structural sizing (blade cost) Example:
Spar cap thickness ⇧
Blade thickness ⇩
Reduce solidity to increase efficiency (AEP ⇧) Consequence: effect on weight ⇧
5. Aero-Structural Design of Rotors
Increase solidity Consequence: effect on weight ⇧
Motivation: the Need for Combined Aero-Structural Design
Cost model (Fingersh at al., 2006): 푪풐푬 = 푭풊풙풆풅푪풉풂풏품풆푹풂풕풆∗푰풏풊풕풊풂풍푪풂풑풊풕풂풍푪풐풔풕풑 푨푬푷풑 + 푨풏풏풖풂풍푶풑풆풓풂풕풊풏품푬풙풑풆풏풔풆풔풑 where 풑 = design parameters Strong couplings between aerodynamic shape (AEP) and structural sizing (blade cost) Example:
Skin buckling critical load ⇩
Skin core thickness ⇧
6. Aero-Structural Design of Rotors
Motivation: the Need for Combined
Aero-Structural Design
Example: INNWIND 10 MW HAWT (class 1A, D=178.3, H=119m)
Baseline design by INNWIND consortium
1. Perform purely aerodynamic optimization for max(AEP)
2. Follow with structural optimization for minimum weight
Dramatic reduction in solidity to improve AEP leads to large increase in weight
Chord ▼ Spar cap ▼
7. Aero-Structural Design of Rotors
Motivation: the Need for Combined Aero-Structural Design
Standard blade design process: select collection of existing suitable airfoils Exploration is limited to pre-assumed airfoils Airfoil shape: strong influence on aero performance but also on structural sizing Issues with current approach:
•Incomplete exploration of design space
•Suboptimal solutions Free-form optimization (Bottasso et al. 2014, with ECN): 1) Genuine 3D optimization:
•Airfoils are designed together with the rest of the blade
•More complete exploration of the design space 2) Relieve the designer from a priori choices
8. Aero-Structural Design of Rotors
Blade Design Environment
Cost: AEP Aerodynamic parameters: chord, twist
Cost: Blade weight (or cost model if available) Structural parameters: thickness of shell and spar caps, width and location of shear webs
Cost: Physics-based CoE Parameters: Aerodynamic and structural
Controls: model-based (self-adjusting to changing design)
9. Aero-Structural Design of Rotors
Blade Design Environment Combined Aero-Structural Optimization Structural Optimization + Controls Aerodynamic Optimization
•SQP optimization of chord and twist for max AEP
•Constraints on max chord, tip speed, geometry
•SQP optimization of rotor (and possibly tower)
•Load freezing for reduced computational time and handling of solution space roughness
•Multi-level coarse-fine iterations
•Multiple algorithms (complexity/cost trade-offs)
•Free-form design (genuine 3D optimization)
10. Aero-Structural Design of Rotors
Blade Design Environment Combined Aero-Structural Optimization Structural Optimization + Controls Aerodynamic Optimization
•SQP optimization of chord and twist for max AEP
•Constraints on max chord, tip speed, geometry
•SQP optimization of rotor (and possibly tower)
•Load freezing for reduced computational time and handling of solution space roughness
•Multi-level coarse-fine iterations
•Multiple algorithms (complexity/cost trade-offs)
•Free-form design (genuine 3D optimization)
11. Aero-Structural Design of Rotors
Blade: - Geometrically exact beam model - Span-wise interpolation
Blade:
- ANBA 2D FEM sectional analysis
- Compute 6x6 stiffness matrices
Blade: definition of structural design parameters
Blade constraints:
-Maximum tip deflection
-Natural frequencies
-Max stresses/strains (ANBA)
-Fatigue (ANBA) ▶ Update blade mass & cost
Tower constraints:
-Natural frequencies
-Max stresses/strains
-Fatigue ▶ Update tower mass & cost
Tower:
- Geom. exact beam model
- Height-wise interpolation
Tower:
- Compute stiffness matrices
Tower: definition of structural design parameters
SQP optimizer min cost subject to constraints
Update complete HAWT Cp- Lambda multibody model
- DLCs simulation
- Campbell diagram
- AEP
DLC post-processing:
load envelope, DELs, Markov, max tip deflection
Coarse-Level Structural Optimization
13. Aero-Structural Design of Rotors
Structural Optimization
Use gradient based SQP because of the many constraints that need to be enforced Issues:
•Large cost of recomputing DLCs
•Possible non-smoothness of the solution space Solution: temporary load freezing (Bottasso et al 2012 and 2014a) Structural design parameters: 풑푠; aerodynamic design parameters: 풑풂 Typically converges in 2-3 iterations (starting from reasonable guess) As long as it converges, freezing will not negatively affect the solution accuracy
Structural Optimization min 풑푠 퐶푂퐸 subject to constraints
DLCs update
Aero-shape (풑풂)
Design (풑풂)
14. Aero-Structural Design of Rotors
The Importance of Multi-Level Blade Design
Stress/strain/fatigue:
-Fatigue constraint not satisfied at first iteration on 3D FEM model
-Modify constraint based on 3D FEM analysis
-Converged at 2nd iteration
Fatigue damage constraint satisfied
Buckling:
-Buckling constraint not satisfied at first iteration
-Update skin core thickness
-Update trailing edge reinforcement strip
-Converged at 2nd iteration
Peak stress on initial model
Increased trailing edge strip
ITERATION 1
ITERATION 0
ITERATION 1
ITERATION 0
ITERATION 1
ITERATION 0
ITERATION 1
ITERATION 0
Normalized stress
Fatigue damage index
Thickness
Trailing edge strip thickness
Increased skin core thickness
15. Aero-Structural Design of Rotors
Blade Design Environment Combined Aero-Structural Optimization Structural Optimization + Controls Aerodynamic Optimization
•SQP optimization of chord and twist for max AEP
•Constraints on max chord, tip speed, geometry
•SQP optimization of rotor (and possibly tower)
•Load freezing for reduced computational time and handling of solution space roughness
•Multi-level coarse-fine iterations
•Multiple algorithms (complexity/cost trade-offs)
•Free-form design (genuine 3D optimization)
16. Aero-Structural Design of Rotors
Aero-Structural Optimization
Monolithic with Load Update (MLU) (Bottasso et al 2014b):
Pre-Assumed Aerodynamic Shapes (PAAS) (Bottasso et al 2012):
External Aerodynamic Internal Structure (EAIS) (Bottasso et al 2014b):
Aero-Structural Optimization min 풑푎풑푠 퐶푂퐸
subject to constraints
DLCs update
Structural Optimization min 풑푠 퐶푂퐸
subject to constraints
DLCs update
Assumed
aero-shapes (풑풂)
Designs (풑풂)
Optimization min 풑푎 퐶푂퐸
Structural Optimization min 풑푠 퐶푂퐸
subject to constraints
DLCs update
Aero-shape (풑풂)
Design (풑풂)
Optimization min 풑푎 퐶푂퐸
17. Aero-Structural Design of Rotors
Aero-Structural Optimization
Monolithic with Load Update (MLU) (Bottasso et al 2014b): Structural 풑푠 and aerodynamic 풑풂 design parameters are optimized simultaneously Conceptually, a straightforward generalization of the structural sizing problem Frozen loads must be approximatively updated during optimization (because of change of aerodynamic shape):
-Ultimate loads: scaled by chord-radius changes
-Fatigue loads: updated with reduced aeroelastic model Cons: load updating is a possible weakness/fragility
Aero-Structural Optimization min 풑푎풑푠 퐶푂퐸
subject to constraints
DLCs update
18. Aero-Structural Design of Rotors
Aero-Structural Optimization
Pre-Assumed Aerodynamic Shapes (PAAS) (Bottasso et al 2012): Assumed aero shapes optimized by max(AEP) Family indexed in terms of suitable parameters: solidity, tapering, … Example: indexing by solidity 흈 ▶ Pros: trivial implementation, potentially fast Cons: limited by goodness of family of assumed shapes
Structural Optimization min 풑푠 퐶푂퐸 subject to constraints
DLCs update
Assumed
aero-shapes (풑풂)
Designs (풑풂)
Optimization min 풑푎 퐶푂퐸
19. Aero-Structural Design of Rotors
Aero-Structural Optimization
External Aerodynamic Internal Structure (EAIS) (Bottasso et al 2014b): External optimizer handles only chord design parameters Twist design parameters have modest effect on COE ⇨ handled by aero optimization for max(CP) Pros: general, robust, potential for global optimization (depending on external optimization algorithm) Cons: possibly high computational cost
Structural Optimization min 풑푠 퐶푂퐸 subject to constraints
DLCs update
Aero-shape (풑풂)
Design (풑풂)
Optimization min 풑푎 퐶푂퐸
20. Aero-Structural Design of Rotors
Aero-Structural Optimization
Comparison of algorithms on the INNWIND 10 MW (class 1A, D=178.3, H=119m)
MLU: limited set of DLCs to simplify updating
PAAS: assumed shapes parameterized for solidity ▶
EAIS: external pattern search optimizer
(matlab opt toolbox)
Similar solutions in terms of COE, AEP and mass for EAIS, MLU, PAAS(3)
21. Aero-Structural Design of Rotors
Aero-Structural Optimization
Comparison of algorithms on the INNWIND 10 MW (class 1A, D=178.3, H=119m)
Aerodynamic and structural solutions are also similar:
Computational cost: PAAS=1, MLU=1.25, EAIS=3
Chord ▼
Spar cap ▼
◀ Skin
◀ Shear webs
22. Aero-Structural Design of Rotors
Integrated approach for aero-structural optimization of
Blades
Case Study
Results: Optimal blade 3D
Three-dimensional view with detail of thick trailing edge and
flatback airfoils.
Free-Form 3D Aero-Structural
Optimization (with ECN)
Design airfoils together with blade:
• Bezier airfoil parameterization
• Airfoil aerodynamics by Xfoil + Viterna extrapolation
Simplified implementation for proof of concept:
• Min(COE)
• Constraints: frequency, max stress (storm load), CL max (margin to stall),
max thrust, geometry
Automatic appearance
of flatback airfoil!
23. Aero-Structural Design of Rotors
Application to Low Induction Rotors
Objective function: max(AEP) (as in Chaviaropoulos et al. 2014), or min(COE) Design variables: radius, chord, twist, airfoils (about 100 dofs) Constraints: thrust (not to exceed baseline), 1st flap frequency, CL max (margin to stall), ultimate stress (vstorm=50 m/s) LIR appears only for max(AEP), not min(COE)
max(AEP)
min(COE)
min(COE) free-form
CP
0.434 (LIR)
0.473
0.483
Radius
+15.60 %
+3.97 %
+3.34 %
Limiting constr.
Frequency
Stress
Stress
AEP
+ 7.83 %
+2.68 %
+2.95 %
Blade mass
+16.17 %
-25.10 %
-27.60 %
COE
-1.14 %
-2.40 %
-2.91 %
min(AEP)
min(COE)
min(COE) free-form
CP
0.466 (LIR)
0.480
0.480
Radius
+ 6.54 %
+2.64 %
+2.48 %
Limiting constr.
Frequency
Stress
Stress
AEP
+ 4.93 %
+2.62 %
+2.56 %
Blade mass
+6.60 %
-12.40 %
-15.13 %
COE
+0.22 %
-1.89 %
-2.20 %
◀ INNWIND 10MW ▼ 2MW
24. Aero-Structural Design of Rotors
Application to Low Induction Rotors
INNWIND 10 MW Slight adjustment of airfoils:
•Small increase in camber
•Improved efficiency Diameter growth limited by spar stress allowable
25. Aero-Structural Design of Rotors
Conclusions
•Strong couplings between aero and structural design variables
•Various algorithms differ in complexity/generality/robustness: EAIS is costlier, but probably the best candidate for wide applicability
•Free-form design further enlarges the solution space Open issues/outlook:
•COE: solutions are sensitive to cost model, need detailed reliable models that truly account for all significant effects
•Free-from: need higher fidelity tools (CFD) for airfoil design (multi-level Xfoil-CFD?)
•Freeing of additional parameters: prebend, precone, sweep, BTC, …
26. Aero-Structural Design of Rotors
Acknowledgements
Research funded in part from the European Union through the FP7 INNWIND project, through the Politecnico di Milano