Optimisation of Broadband Energy Harvesters Using Bistable Composites

Lead Research Organisation: University of Bath
Department Name: Mechanical Engineering

Abstract

This proposal will develop optimum broadband energy harvesters at the large/meso-scale by creating an optimisation methodology. This will be achieved by bistable composite laminates with piezoelectric materials converting mechanical vibration to electrical energy.

Energy harvesting is an active research area developing ways of capturing energy from the external environment to power low energy electronics such as wireless sensor networks. One source of energy is vibration and piezoelectric materials are commonly used to convert mechanical vibration to electrical energy. The current state-of-the-art devices are designed to capture electrical energy at resonant frequencies. Whilst this works well in a well-controlled frequency environment, the harvesting performance falls dramatically outside the resonant frequencies and the resonant frequencies of a structure can quickly become unattainable as a device becomes small or large. This limits the application areas where vibratory energy harvesting devices can be used.

The proposed bistable composite mechanism has recently been discovered by Inman (Co-I) to have an excellent harvesting performance over a range of frequencies due to its nonlinear dynamics. Bistable composite plates have an inherent bistability arising from anisotropic material properties of an asymmetrical layup. These bistable composites have been extensively studied in the context of piezo-actuated morphing structures in recent years and Kim (PI) and Bowen (Co-I) introduced the first and the only optimisation methodology for bistable composites in 2011. The project combines these expertise together with mixed signal electronics of Clarke (Co-I) to develop broadband energy harvesters suitable for ambient vibration. The National Physical Laboratory (NPL) and Perpetuum will support this project via their experimental expertise, facilities and data on the industrial and customers' needs.

The complex physics of nonlinear bistable composites is difficult to understand and design, and the optimisation methodology for bistable composites recently developed by the applicants offers a systematic exploration of the design space to find the optimum combination of size, thickness and stacking sequence of fibre orientations. Building on from this foundation, the project will develop static and dynamic models of bistable enegy harvesting composites supported by experimental investigations and formulate an optimisation methodology which will be used to design and build demonstrators based on real world applications.

There are three main challenges which will be addressed in this project:
(1) The nonlinearity of the system behaviour, multiple equilibrium states of bistability, piezoelectric configuration and discrete composite lay-ups all present significant scientific challenges. The proposed research takes a novel approach of optimisation to account for the complex interaction of physics and offers engineers a methodology for designing bistable broadband energy harvesters for any given requirements.
(2) No research to date has studied the role of nonlinearities in bistable energy harvesting. We will explore this in the modelling of energy harvesting performance including dynamic nonlinearity with experimental characterisation of coupled electromechanical properties.
(3) One popular mechanism for generating bistability is via an external electromagnetic field which can be cumbersome and obtrusive to the surrounding system and the electrical components. Bistability is inherent to asymmetrical composite laminates, therefore the resulting system can be more compact and easily installed.

Planned Impact

(1) Engineering Industry
The proposed research will bring a real opportunity to pioneer new areas for vibratory energy harvesting technology by developing a compact broadband system and offering an optimum design methodology. This will maximise the efficiency and economy of harvesters and significantly reduce the complexity of design and the time to market. The proposed broadband system has a potential to dramatically widen the application areas. The broadband nature of energy harvesting together with advances in low power electronics can widen the beneficiaries to industries such as aerospace, automotive, construction and medical engineering as well as military sectors. We will work closely with Perpetuum to produce technology demonstrators addressing the real customers needs to maximise the impact.

The underlying science which will be developed in this project has direct relevance in multifunctional structures and smart materials. Multifunctional structures have a potential to bring a transformative change to the design of light weight structures at a fundamental level. This will have significant impact on aerospace, automotive, robotics and military sectors. Defence Technology Strategy for the Demands of the 21st Century [MoD] specifically identifies smart materials and active structures as a priority emerging cross-cutting technology. The proposed research is critically timely for UK to maintain the competitiveness as the interests in smart multifunctional structures are growing internationally.

(2) Economy and Society
With increasingly scarce resources, the concept of energy harvesting from ambient environment and eliminating the need for a power source is unquestionably relevant to the wider society. Energy harvesting industry is currently $0.7Billion size market and is estimated to grow to $4.4Billion in 2021, of which a quarter is predicted to be piezoelectric-based [Energy Harvesting Market Analysis Report by IDTechEx, 2011]. Today, $13.75Million is being spent on energy harvesters for wireless sensors alone. Although over 50% of the current energy harvesting market is concentrated on consumer electronics, the application areas are set to diversify and interests in vibratory energy harvesting are growing. Taking a long-term view (>10 years) our research will benefit customers through low operating cost, and ultimately benefit the environment through low carbon emissions, a reduction in the use of batteries with toxic chemicals and resource efficiency. A fast transition of the technology into industry is ensured by the active dissemination plans. This will ensure that the ultimate benefits to the economy and security of the society are realised in a timely manner.

Harvesting energy through smart adaptive structures can capture people's imagination, exemplified in our previous bistable composites projects which was successfully exhibited at the Science Museum London and the invitation to be presented at the House of Commons. It is an excellent tool to engage the public in research of science and engineering and can have an important impact on the society's future by attracting talented young people to the profession of science and engineering.

(3) Investigators and PDRA
The potential of high impact scientific research represented in this project provides an opportunity for the researchers to become world leaders by making significant contributions in the relatively young research field of broadband energy harvesting. The project will lead to the identification of new challenges in research and open up new opportunities to secure future funding. Working closely with industrial partners provides a route for the researchers to make a direct impact in engineering industry and the society.

Publications

10 25 50
 
Description The key parameters that are required to model the nonlinear mechanics of bistable composites.
Broadband energy harvesting is achieved and their characteristics can be manipulated by geometry and layup of the composites via optimization.
Appreciable amount of energy can be harvested however, high g-level input is required due to stiffness available from the commercially available MFCs and carbon fibre composites.
Further development to produce less stiff piezoelectric and carbon composite materials to bring down the required input vibration thus making this approach more widely applicable.
The research has led to a new application in aircraft deicing using carbon nanotubes as the actuator and a new collaboration with MIT.
The modeling technique have also led to a new approach in multiscale piezoelectric modeling for boron nitride nanotube composites, and this was explored in collaboration with NASA Langley.
Exploitation Route The current model can provide a reasonable predictive capability and it will benefit from a further refinement.
The model can be taken to study the nonlinear piezoelectric coupling.
Materials researchers can use the findings to design less stiff materials to harvest a greater level of energy for reduced vibration.
The actuated carbon nanotube bistable composites can be further investigated for deicing applications in aerospace.
The nonlinear piezoelectric properties for boron nitride nanotube composites can be investigated further by refining the finite element based model and developing the multiscale model linking the molecular dynamics model for a single tube to a continuum model with multiple nanotubes.
Sectors Aerospace, Defence and Marine,Energy,Transport

 
Description Our research findings have inspired many researchers around the world to study the bistable composites for energy harvesting. The results have also led to further funding in this area. The methodology and results developed from this research led to two new research areas (1) deicing using carbon nanotube actuation (2) multiscale modelling for piezoelectric properties of boron nitride nanotubes. The deicing device is being explored by aerospace industry and they have both led to new collaborations, MIT and ANSYS, and NASA Langley, respectively.
First Year Of Impact 2015
Sector Aerospace, Defence and Marine
 
Description AIAA ICME working group
Geographic Reach North America 
Policy Influence Type Contribution to new or Improved professional practice
 
Description Chair of Female Researchers Chapter of International Association of Computational Mechanics
Geographic Reach Multiple continents/international 
Policy Influence Type Membership of a guideline committee
Impact *Influenced training if practitioners or researches *Effective solutions to societal problems
 
Description Deputy Chair of AIAA MDO Technical Committee
Geographic Reach Multiple continents/international 
Policy Influence Type Membership of a guideline committee
 
Description EPSRC/TSB report
Geographic Reach National 
Policy Influence Type Contribution to a national consultation/review
 
Description Elected member of USACM executive council
Geographic Reach Multiple continents/international 
Policy Influence Type Membership of a guideline committee
 
Description Founding chair, Female Researchers Chapter, International Association of Computational Mechanics
Geographic Reach Multiple continents/international 
Policy Influence Type Influenced training of practitioners or researchers
Impact Visibility of women in the research community is increasing.
 
Description International Paper Committee Chair for WCSMO-14
Geographic Reach Multiple continents/international 
Policy Influence Type Membership of a guideline committee
 
Description TSB report
Geographic Reach National 
Policy Influence Type Citation in other policy documents
 
Description professional review panel on integrated multiscale materials and structures modeling and simulation in the aerospace community
Geographic Reach North America 
Policy Influence Type Membership of a guideline committee
 
Description GW4
Amount £70,000 (GBP)
Organisation GW4 
Sector Academic/University
Country United Kingdom
Start 11/2014 
End 04/2015
 
Description MEET
Amount £11,000 (GBP)
Organisation European Commission 
Sector Public
Country European Union (EU)
Start 04/2014 
End 04/2015
 
Description NEMESIS
Amount € 2,000,000 (EUR)
Funding ID 320963 
Organisation European Research Council (ERC) 
Sector Public
Country Belgium
Start 02/2013 
End 01/2018
 
Description Seed funding
Amount £52,000 (GBP)
Organisation Engineering and Physical Sciences Research Council (EPSRC) 
Department Centre for Innovative Manufacturing in Additive Manufacturing
Sector Academic/University
Country United Kingdom
Start 08/2014 
End 03/2015
 
Description Additive flow 
Organisation Additive flow
Country United Kingdom 
Sector Private 
PI Contribution Level set topology optimization for buckling and stiffened panels.
Collaborator Contribution Advanced design and production software for materials and geometry. https://www.additiveflow.com
Impact Multiphysics topology optimization software
Start Year 2019
 
Description Akin Keskin - RR Thermomechanics 
Organisation Rolls Royce Group Plc
Country United Kingdom 
Sector Private 
PI Contribution Level set topology optimization and coupling physics
Collaborator Contribution Expertise and physics tools for engine performance analysis and design
Impact Multidisciplinary - design optimization, structural mechanics, heat transfer
Start Year 2018
 
Description Ansys 
Organisation Ansys, Inc
Country United States 
Sector Private 
PI Contribution Bistable composite with actuation modelling and experimental expertise
Collaborator Contribution electro-thermal-mechanical nonlinear transient FE modelling
Impact two conference publications
Start Year 2014
 
Description Boeing 
Organisation Boeing
Country United States 
Sector Private 
PI Contribution Topology Optimization for thermal structures
Collaborator Contribution IGA
Impact Follow up funding awarded
Start Year 2021
 
Description Bret Stanford (Nasa Langley) 
Organisation National Aeronautics and Space Administration (NASA)
Department NASA Langley Research Centre
Country United States 
Sector Public 
PI Contribution Level set topology optimization
Collaborator Contribution Expertise on aeroelasticity
Impact Journal Publications: Dunning PD, Stanford BK, Kim HA (2015) "Coupled aerostructural topology optimization using a level set method for 3D aircraft wings", Structural and Multidisciplinary Optimization, 51(5), 1111-1132, DOI: 10.1007/s00158-014-1200-1; Townsend S, Picelli R, Stanford B, Kim HA (2018) "Structural Optimization of Plate-Like Aircraft Wings under Flutter & Divergence Constraints", AIAA Journal, 56(8), 3307-3319; Conferences: Townsend S, Stanford B, Kambampati S, Kim HA (2018) "Aeroelastic Optimization of Wing Skin using a Level Set Method," AIAA Aviation, GA USA, June
Start Year 2017
 
Description Brian Hoyle 
Organisation University of Leeds
Country United Kingdom 
Sector Academic/University 
PI Contribution Topology optimization
Collaborator Contribution Sensing, imaging and manufacturing
Impact Multidisciplinary, EPSRC platform grant application
Start Year 2015
 
Description Brunel 
Organisation Brunel University London
Country United Kingdom 
Sector Academic/University 
PI Contribution Bistable composite energy harvesting manufacturing and modelling
Collaborator Contribution windtunnel experimental expertise and facility
Impact Further analysis is required to generate an output.
Start Year 2013
 
Description Carol Featherstone ( Cardiff University) 
Organisation Cardiff University
Country United Kingdom 
Sector Academic/University 
PI Contribution Level set topology optimization and coupling physics.
Collaborator Contribution Mechanics, materials and advanced manufacturing.
Impact Journal Publications: Kim HA, Featherston CA, Ussel J, Williams PA (2008) "Introducing a discrete modelling technique for buckling of continuous panels under combined loading", Structural and Multidisciplinary Optimization, 36(1), 3-13; Picelli R, Townsend S, McCrory J, Grigg S, Featherston C, Kim HA (2018) "Strain Control via Level Set Topology Optimization: An Energy Harvesting Application," 13th World Congress on Computational Mechanics, NY USA, July; Townsend S, Grigg S, Picelli R, Featherston C, Kim HA (2019) "Topology Optimization of Vibrational Piezoelectric Energy Harvesters for Structural Health Monitoring Applications," Journal of Intelligent Materials and Structures, 30(18-19), 2894-2907; Chu, S., Townsend S., Featherston, C. & Kim, H.A. (2021) "Simultaneous layout and topology optimization for curved stiffened panels," AIAA J, accepted
Start Year 2018
 
Description Carolyn Seepersad (UT Austin) 
Organisation University of Texas at Austin
Country United States 
Sector Academic/University 
PI Contribution New optimization method for generating multiple concept designs
Collaborator Contribution Design and machine learning
Impact Collaborative project from DARPA awarded
Start Year 2020
 
Description Colins Aerospace 
Organisation Raytheon Technologies Corporation
Department Collins Aerospace
Country United States 
Sector Private 
PI Contribution Level set topology optimization and multiphysics.
Collaborator Contribution Optimization test cases and multiphysics design problems.
Impact Journal Publications Hyun, J., Barazanchy, D., Pandher, J., Mitrovic, M., van Tooren, M., Kim H.A. (2021) Optimization of an induction heating tool for thermoplastic composites, Composites Part A, submitted New customized design for composite manufacturing
Start Year 2019
 
Description Honda Research Institute Europe 
Organisation Honda Research Institute Europe GmbH
Country Germany 
Sector Private 
PI Contribution Modularized Level Set Topology Optimization and Automatic sensitivity computation
Collaborator Contribution Design specifications for eVTOL
Impact In-house software for Honda, publication
Start Year 2021
 
Description JPL 
Organisation National Aeronautics and Space Administration (NASA)
Department Jet Propulsion Laboratory
Country United States 
Sector Public 
PI Contribution Topology Optimization for thermal structures
Collaborator Contribution Thermal structure design specification
Impact Follow up funding Further investment in topoloy optimization
Start Year 2020
 
Description JS Chen (UC San Diego) 
Organisation University of California, San Diego (UCSD)
Country United States 
Sector Academic/University 
PI Contribution Level set topology optimization for design dependent pressure loads
Collaborator Contribution Expertise on meshfree reproducing kernel particle method
Impact Journal Publications: Neofytou, A., Picelli, R., Huang, T. H., Chen, J. S., & Kim, H. A. (2021) "Level set topology optimization for design-dependent pressure loads using the reproducing kernel particle method". Structural and Multidisciplinary Optimization; Conference Papers: Neofytou A, Picelli R, Chen JS, Kim HA (2019) "Stress-based level set topology optimization for design-dependent pressure loads using a meshfree approach," 13th World congress on Structural and Multidisciplinary Optimization, Beijing, China, May; Neofytou A, Picelli R, Chen JS, Kim HA (2019) "Level Set Topology Optimization for Design Dependent Pressure Loads: A Comparison Between FEM and RKPM," AIAA Aviation, Dallas TX USA, Jun; Neofytou A, Picelli R, Chen JS, Kim HA (2019). "Level set topology optimization for design dependent hydrostatic loading using the reproducing kernel particle method," In Proceedings of the ASME 2019 International Design Engineering Technical Conferences. LA, USA, Aug
Start Year 2018
 
Description Jinhye Bae (UCSD) 
Organisation University of California, San Diego (UCSD)
Country United States 
Sector Academic/University 
PI Contribution Level set topology optimization for new material and additive manufacturing
Collaborator Contribution New chemistry and additive manufacturing method
Impact Topologically optimized metamaterial is being printed in a new additive manufacturing method
Start Year 2020
 
Description Justin Gray - Topology Optimization in OpenMDAO 
Organisation National Aeronautics and Space Administration (NASA)
Country United States 
Sector Public 
PI Contribution My team is contributing our expertise in topology optimization to this collaboration.
Collaborator Contribution NASA Glenn is contributing their expertise in MDO on their OpenMDAO platform and the associated tools.
Impact Publication and presentation at AIAA SciTech conference, USA.
Start Year 2017
 
Description Karen Willcox (Oden Institute) 
Organisation University of Texas at Austin
Department Oden Institue
Country United States 
Sector Academic/University 
PI Contribution Topology optimization for additive manufacturing
Collaborator Contribution Physics informed surrogate learning models
Impact Collaborative project from NASA awarded
Start Year 2020
 
Description Karen Willcox (Oden Institute) 
Organisation University of Texas at Austin
Department Oden Institue
Country United States 
Sector Academic/University 
PI Contribution Topology optimization for additive manufacturing
Collaborator Contribution Physics informed surrogate learning models
Impact Collaborative project from NASA awarded
Start Year 2020
 
Description Karen Willcox (UT Austin) 
Organisation University of Texas at Austin
Country United States 
Sector Academic/University 
PI Contribution Topology optimization
Collaborator Contribution Reduced order modeling
Impact Proposal
Start Year 2019
 
Description Ken Loh (UC San Diego) 
Organisation University of California, San Diego (UCSD)
Country United States 
Sector Academic/University 
PI Contribution Level set topology optimization, multiscale and coupling physics.
Collaborator Contribution Expertise on designing, characterizing and implementing multifunctional material systems.
Impact Invited to give a keynote, Design with Topology Optimization, ASME Conference on Smart Materials, Adaptive Structures and Intelligent Systems (SMASIS), Snowbird Utah, 2017 Publication
Start Year 2018
 
Description Ken Museth (Weta/SpaceX) 
Organisation SpaceX
Country United States 
Sector Private 
PI Contribution Large scale level set topology optimization and coupling physics.
Collaborator Contribution Expertise on OpenVDB.
Impact Journal Publications: Kambampati, S., Jauregui, C., Museth, K., Kim, H. A. (2020) "Large-scale level set topology optimization for elasticity and heat conduction," Structural and Multidisciplinary Optimization, 61(1), 19-38; Kambampati S., Jauregui C., Museth K. and Kim H. A. (2020) "Geometry Design Using Function Representation on a Sparse Hierarchical Data Structure", Computer-Aided Design, 102989; Kambampati S, Jauregui C, Museth K, Kim HA (2018) "Fast Level Set Topology Optimization Using a Hierarchical Data Structure," AIAA Aviation, GA USA, June; Implemented in Additive Flow software (SME), being considered for software implementations in NASA, Boeing, PARC and AltAir Conferences: Kambampati S, Jauregui C, Museth K, Kim HA (2018) "Fast Level Set Topology Optimization Using a Hierarchical Data Structure," 13th World Congress on Computational Mechanics, NY USA, July
Start Year 2017
 
Description LANL Porous materials 
Organisation Los Alamos National Laboratory
Country United States 
Sector Public 
PI Contribution New theory and numerical method for modelling porous materials
Collaborator Contribution physical understanding and experimental expertise in nonlinear porous material behavioiur
Impact Kim HA, Guyer RA, Nonlinear Elasticity of Porous Materials, Wiley and Sons, in press. Multi-disciplinary: geophysics
Start Year 2009
 
Description Litak 
Organisation Lublin University of Technology
Country Poland 
Sector Academic/University 
PI Contribution Energy harvesting data and mechanics of bistable composites
Collaborator Contribution Vibration analysis of bistable composite data
Impact 4 co-authored journal papers
Start Year 2013
 
Description MEET Caen 
Organisation National Graduate School of Engineering & Research Centre (ENSICAEN)
Country France 
Sector Academic/University 
PI Contribution Bistable composites
Collaborator Contribution extrusion of polymer thin films of ~15mm width and long length for smart materials
Impact Multidisciplinary: smart materials
Start Year 2015
 
Description MIT 
Organisation Massachusetts Institute of Technology
Country United States 
Sector Academic/University 
PI Contribution Bistable composite mechanics and experimental experties
Collaborator Contribution Carbon nanotube functional material and synthesis
Impact 2 AIAA conference publications, further collaborative link with Ansys
Start Year 2012
 
Description NPL 
Organisation National Physical Laboratory
Department Time & Frequency Group
Country United Kingdom 
Sector Public 
PI Contribution expertise in bistable energy harvesting
Collaborator Contribution energy harvesting and experimental expertise
Impact One journal paper and one workshop presentation
Start Year 2013
 
Description Nicholas Boechler (UCSD) 
Organisation University of California, San Diego (UCSD)
Country United States 
Sector Academic/University 
PI Contribution Level set topology optimization for nonlinear metamaterial
Collaborator Contribution Nonlinear mechanics of metamaterial
Impact Journal Publications: Behrou, R., Abi Ghanem, M., Macnider, B., Verma, V., Alvey, A., Hong, J., Emery, A. F., Kim, H. A., & Boechler, N., (2021) "Topology optimization of nonlinear periodically microstructured materials for tailored homogenized constitutive properties", accepted
Start Year 2020
 
Description Nick Boechler 
Organisation University of California, San Diego (UCSD)
Country United States 
Sector Academic/University 
PI Contribution Topology optimization for nonlinear dynamic meta material
Collaborator Contribution Physical insight and manufacturing of nonlinear dynamic meta material
Impact Extramural funding and publications
Start Year 2018
 
Description Oded Amir, Technion University 
Organisation Technion - Israel Institute of Technology
Country Israel 
Sector Academic/University 
PI Contribution Level set topology optimization
Collaborator Contribution Nonlinear thermoelasticity
Impact Published works: Chung, H., Amir, O., Kim, H. A. (2020) "Level-set topology optimization considering nonlinear thermoelasticity," Computer Methods in Applied Mechanics and Engineering, 361, 112735; Chung H, Amir O, Kim HA (2019) "Nonlinear Thermoelastic Topology Optimization with Level-Set Method," AIAA SciTech, CA USA, Jan; Conferences Kambampati S, Li L, Amir O, Kim HA (2019) "Efficient Large-Scale Level Set Topology Optimization Using Reanalysis Concepts," 13th World congress on Structural and Multidisciplinary Optimization, Beijing, China, May; 121.
Start Year 2017
 
Description Pete Theobald (Cardiff University) 
Organisation Cardiff University
Country United Kingdom 
Sector Academic/University 
PI Contribution Level set topology optimization
Collaborator Contribution Expertise on energy absorbing materials and additive manufacturing.
Impact Several designs have been manufactured, which validate the predicted behavior.
Start Year 2018
 
Description Richard Malak (Texas A&M University) 
Organisation Texas A&M University
Country United States 
Sector Academic/University 
PI Contribution Topology optimization with multiple material.
Collaborator Contribution Metal alloy phase stability behaviour.
Impact Student training.
Start Year 2019
 
Description SHM 
Organisation Cardiff University
Country United Kingdom 
Sector Academic/University 
PI Contribution Optimisation of large scale discrete sensor network including energy harvesting
Collaborator Contribution damage detection (Cardiff) + energy harvesting and wireless data communication (Exeter) + prognosis (Bristol)
Impact Research funding to initiate this consortium
Start Year 2014
 
Description SHM 
Organisation University of Bristol
Country United Kingdom 
Sector Academic/University 
PI Contribution Optimisation of large scale discrete sensor network including energy harvesting
Collaborator Contribution damage detection (Cardiff) + energy harvesting and wireless data communication (Exeter) + prognosis (Bristol)
Impact Research funding to initiate this consortium
Start Year 2014
 
Description SHM 
Organisation University of Exeter
Country United Kingdom 
Sector Academic/University 
PI Contribution Optimisation of large scale discrete sensor network including energy harvesting
Collaborator Contribution damage detection (Cardiff) + energy harvesting and wireless data communication (Exeter) + prognosis (Bristol)
Impact Research funding to initiate this consortium
Start Year 2014
 
Description Wenbin Yu - Multiscale using structural genome 
Organisation Purdue University
Country United States 
Sector Academic/University 
PI Contribution Multiscale topology optimization
Collaborator Contribution Structural genome and multiscale modeling
Impact It is multidisciplinary bringing together optimization with multiscale mechanics and composites. A journal paper and a conference paper. Our journal paper was the most downloaded paper of CMAME in the last 90 days.
Start Year 2017
 
Description Wing Kam Liu (Northwestern) 
Organisation Northwestern University
Country United States 
Sector Academic/University 
PI Contribution New structural analysis method informed by deep learning for rapid design
Collaborator Contribution Computational mechanics
Impact Journal Publications: Saha, S., Gan, Z., Cheng, L., Gao, J., Kafka, O. L., Xie, X., Li, H., Tajdari, M., Kim. H. A. & Liu, W. K. (2021), "Hierarchical Deep Learning Neural Network (HiDeNN): An artificial intelligence (AI) framework for computational science and engineering". Computer Methods in Applied Mechanics and Engineering, 373, 113452
Start Year 2020
 
Description Youngyiel Precision 
Organisation Youngyiel Precision
Country Korea, Republic of 
Sector Private 
PI Contribution Optimization
Collaborator Contribution Nanomaterials and processing
Impact Modelling used to design their nanomaterial processing. They developed a new numerical simulation model and consequently new composite material Insights to optimal shapes for nanoparticles
Start Year 2019
 
Description Topology Optimization Roundtable 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Professional Practitioners
Results and Impact Talk entitled "Multiscale Multiphysics Topology Optimization (M2DO)" for Topology Optimization Roundtable. The annual Topology Optimization Roundtable was initiated by Sandia National Laboratories in 2016 to bring together researchers and practicing engineers working in the area of topology optimization.

Most significant outcome/impact:
-Raising aware of our research to a wider community.
-Education and dissemination
Year(s) Of Engagement Activity 2019
 
Description CEER INTENSE Short Course 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach Regional
Primary Audience Professional Practitioners
Results and Impact The Center for Extreme Events Research (CEER) at UCSD will offer Interdisciplinary Training and Networking in Engineering and Next Generation in Simulation and Experimentation (INTENSE) short course on "Topology optimization for additive manufacturing"

Most significant outcome/impact: Education and dissemination
Year(s) Of Engagement Activity 2019
 
Description Distinguished Seminar Series Talk at the University of Utah 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach Regional
Primary Audience Professional Practitioners
Results and Impact Talk entitled "Multiscale Multiphysics Design Optimization (M2DO) via Level Set Topology Optimization" at the Department of Mechanical Engineering at the University of Utah

Most significant outcome/Impact:
- Raising aware of our research to a wider community.
- Education and dissemination
Year(s) Of Engagement Activity 2019
 
Description EH workshop 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Professional Practitioners
Results and Impact Presentation stimulate questions and discussions

seminar invitations at Cardiff and Southampton Universities, research collaboration
Year(s) Of Engagement Activity 2012,2013,2014
 
Description Institute of materials workshop 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Professional Practitioners
Results and Impact presentation stimulated questions and discussions

further contacts and network
Year(s) Of Engagement Activity 2012
 
Description Invited presentation at Isaac Newton Institute Workshop on New trends and challenges in the mathematics of optimal design 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Other audiences
Results and Impact Presentation on the state of the art topology optimization and their implications to mathematics community.

Most significant outcome/impact: Research dissemination to a wider scientific community.
Year(s) Of Engagement Activity 2019
 
Description Invited presentation in Mini-symposium on Topology Optimization at SIAM Conference on Computational Science and Engineering 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Other audiences
Results and Impact Presentation on the state of the art topology optimization and their implications to mathematics community.

Most significant outcome/impact: Research dissemination to a wider scientific community.
Year(s) Of Engagement Activity 2019
 
Description Keynote at tire expo 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact talk raised awareness and discussions

further contacts in new fields
Year(s) Of Engagement Activity 2014
 
Description Keynote, Design with Topology Optimization, ASME Conference on Smart Materials, Adaptive Structures and Intelligent Systems (SMASIS) 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Other audiences
Results and Impact Presentation on the state of the art topology optimization and their implications to design of smart and adaptive material and structural design.

Most significant outcome/impact: Research dissemination to a wider scientific community.
Year(s) Of Engagement Activity 2017
 
Description Lindbergh Lecture Series Talk at the UW-Madison 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach Regional
Primary Audience Professional Practitioners
Results and Impact Lindbergh Lecture Series Talk entitled "Topology Optimization for Additive Manufacturing: Multiscale and Multiphysics Design Optimization (M2DO)" at the Department of Mechanical Engineering at UW-madison.

Most significant outcome/impact:
-Raising aware of our research to a wider community.
-Education and dissemination
Year(s) Of Engagement Activity 2019
 
Description MEM Winter Seminar Series at the Drexel University 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach Local
Primary Audience Other audiences
Results and Impact Seminar talk entitled "Multiscale Multiphysics Topology Optimization (M2DO)" for MEM Winter Seminar Series in the Department of Mechanical Engineering and Mechanics at the Drexel University.

Most significant outcome/impact:
-Raising aware of our research to a wider community
-Education and dissemination
Year(s) Of Engagement Activity 2019
 
Description Meterials expo 
Form Of Engagement Activity A formal working group, expert panel or dialogue
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Professional Practitioners
Results and Impact Dialogue with the expert panel for the Engineering and Physical Sciences Research Council and the Technology Strategy Board
Discussions with many professionals and academics on the resesarch topic and future needs

Report on the current materials research state of the art and future for EPSRC and TSB
Future research links and sharing of information
Year(s) Of Engagement Activity 2014
 
Description National Academy of Illustrating Math Webinar: Revolutionizing Manufacturing Through Mathematics 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Professional Practitioners
Results and Impact The purpose is to promote mathematics by demonstrating its application in enabling the state of the art engineering, the audience included professionals and engineers as well as school teachers and educators.

Most significant outcome/impact:
-Outreach to a wide range of audience
Year(s) Of Engagement Activity 2020
 
Description REACT and UC Southern hub Workshop 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Professional Practitioners
Results and Impact The University of California San Diego and Los Alamos National Laboratory are organizing a joint-workshop on computational mechanics and sciences. This is an inclusive workshop with the aim to promote diversity

Most significant outcome/impact:
-Raising profile of women researchers in computational mechanics and networking enabling multidisciplinary collaboration
Year(s) Of Engagement Activity 2021
 
Description Seminar and short course for Boeing 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Professional Practitioners
Results and Impact The intended purpose was to present the latest results in multiscale topology optimziaton, sparked discussions on potential in discovering new nonlinear metamaterial, led to collaboration in utilizing my topology optimization method in their research

Most significant outcome/impact:
-New research collaboration, Boring research and development team implementing our level set topology optimization in their in-house tools, new research proposal awarded to integrate level set topology optimization with IGA
Year(s) Of Engagement Activity 2020
 
Description Seminar at Los Alamos National Laboratory 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Professional Practitioners
Results and Impact The intended purpose was to present the latest results in multiscale topology optimiziaton, sparked discussions on potential in discovering new nonlinear metamaterial, led to collaboration in utilizing my topology optimization method in their research

Most significant outcome/impact:
-New research collaboration, LANL researchers using our level set topology optimization, new research proposal
Year(s) Of Engagement Activity 2020
 
Description Seminar at Write-Patterson Air Force Research Laboratory 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Professional Practitioners
Results and Impact The intended purpose was to present the latest results in multiscale topology optimziaton, sparked discussions on potential in discovering new nonlinear metamaterial, led to collaboration in utilizing my topology optimization method in their research

Most significant outcome/impact:
-New research collaboration, new research proposal
Year(s) Of Engagement Activity 2020
 
Description Seminars at Australian Defense Science and Technology and Boeing Australia 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach Regional
Primary Audience Professional Practitioners
Results and Impact Seminars entitled "Multiscale and Multiphysics Topology Optimization for Aerospace Engineering" at Australian Defense Science and Technology and Boeing Australia in Melbourne

Most significant outcome/impact:
-Dissemination of state of the art topology optimization capabilitiies.
-Education and dissemination
Year(s) Of Engagement Activity 2019
 
Description Seminars at universities 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach Local
Primary Audience Postgraduate students
Results and Impact good discussions after the seminar, familirisation of each other's current and future research activities

invitation to keynote lecture at a workshop on energy harvesting, research collaboration leading to further funding
Year(s) Of Engagement Activity 2014
 
Description Short Course, Scitech: Additive Manufacturing: Structural and Material Optimization, 2019 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact Training for professionals and practitioners on the basics as well as the state of the art in topology optimization and additive manufacturing; Training in our open source software for wider dissemination of the research outcome.

Topology optimization is better understood and used more correctly in practice
Year(s) Of Engagement Activity 2019
 
Description Short Course, Scitech: Additive Manufacturing: Structural and Material Optimization, 2020 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact Around 15 people attended this short course held during the AIAA SciTech conference which is usually attended by 5000 participants internationally, the intended purpose is to educate and disseminate topology optimization in the context of additive manufatcuring, sparked questions and discussions on the state of the art and the application

Most significant outcome: Education and dissemination to engineering professionals and researchers
Year(s) Of Engagement Activity 2019,2020
 
Description UCSD Structural Engineering Research Showcase 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Professional Practitioners
Results and Impact The Department of Structural Engineering (SE) Research Showcase Day was successfully held on February 15, 2019, in the Ida & Cecil Green Faculty Club, Atkinson Pavilion at UC San Diego. The M2DO lab has presented on three topics in this event:
-Large scale level set topology optimization using OpenVDB and PETSc.
-Optimization of thermal structures: linear and nonlinear
-Design of the optimum structures with tailored material for additive manufacturing

Most significant outcome:
-A wider community of engineers and professionals became more aware of the new research state of the art.
-Education and dissemination to engineering professionals and researchers
Year(s) Of Engagement Activity 2019
 
Description US EH mission 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact the invited keynote raised awareness of our research internationally, discussion on our capabilities

further contacts and network, collaborative links, led to the report on Energy Harvesting Special Interest Group Mission USA Report for policy makes and steering groups.
Year(s) Of Engagement Activity 2013