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Research Topic : Predictive Modelling
Status : Active
Field of Research : Mechanical engineering
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  • Researchers (12)
  • Funded Activities (10)
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  • Active Funded Activity

    Discovery Projects - Grant ID: DP230103180

    Funder
    Australian Research Council
    Funding Amount
    $492,697.00
    Summary
    Bidirectional Evolutionary Structural Optimization for Transient Problems. Aims: This proposal aims to expand the bidirectional evolutionary structural optimisation (BESO) method for transient mechanical, multiphysical and robotic problems. Significance: The study will develop new BESO transient algorithms by integrating time-dependent analysis and stepwise design sensitivity in multicriteria and multidisciplinary optimisation. Expected outcomes: The project will largely broaden the algorithmi .... Bidirectional Evolutionary Structural Optimization for Transient Problems. Aims: This proposal aims to expand the bidirectional evolutionary structural optimisation (BESO) method for transient mechanical, multiphysical and robotic problems. Significance: The study will develop new BESO transient algorithms by integrating time-dependent analysis and stepwise design sensitivity in multicriteria and multidisciplinary optimisation. Expected outcomes: The project will largely broaden the algorithmic scope of BESO and enables it to solve more extensive real-life problems with time-varying nature. Benefits include a new BESO design framework and computer program, as well as a series of novel designs, potentially being implemented for aerospace, automotive, biomedical, mechanical, civil and mechatronic applications.
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    Active Funded Activity

    Discovery Early Career Researcher Award - Grant ID: DE230101683

    Funder
    Australian Research Council
    Funding Amount
    $448,354.00
    Summary
    Computational Design of Defect-Free Additive Manufactured Ceramic Structure. Despite its importance and potential, ceramic additive manufacturing (AM) is facing significant challenge for its inherent material characteristics prone to shrinkage and fracture during fabrication process. This project aims to fill a knowledge gap by developing a new computational design framework for a commonly-used indirect AM process. It will address a range of AM issues, such as residual stress/distortion, cracks, .... Computational Design of Defect-Free Additive Manufactured Ceramic Structure. Despite its importance and potential, ceramic additive manufacturing (AM) is facing significant challenge for its inherent material characteristics prone to shrinkage and fracture during fabrication process. This project aims to fill a knowledge gap by developing a new computational design framework for a commonly-used indirect AM process. It will address a range of AM issues, such as residual stress/distortion, cracks, and uncertainty in a nondeterministic context. The study is expected to establish novel design methodologies for ceramic AM with process modelling, robust/reliable optimisation, and fracture-based design. It will provide ceramic industry with a new framework for biomedical, aerospace and mechanical applications.
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    Active Funded Activity

    Discovery Projects - Grant ID: DP240101708

    Funder
    Australian Research Council
    Funding Amount
    $520,332.00
    Summary
    Optimisation of Buildable Structures for 3D Concrete Printing. This project aims to establish a systematic approach to seamlessly integrate optimisation, characterisation, and 3D concrete printing (3DCP) manufacturing for the construction and building industry. New optimisation algorithms will first overcome the manufacturing limitations of 3DCP by considering the print path and early-age concrete properties, and directly create high-performance and innovative designs of buildable structures. Th .... Optimisation of Buildable Structures for 3D Concrete Printing. This project aims to establish a systematic approach to seamlessly integrate optimisation, characterisation, and 3D concrete printing (3DCP) manufacturing for the construction and building industry. New optimisation algorithms will first overcome the manufacturing limitations of 3DCP by considering the print path and early-age concrete properties, and directly create high-performance and innovative designs of buildable structures. The outcomes of this project include a powerful design tool that enables architects and engineers to optimally design and construct the next generation of cost-saving and aesthetically pleasing buildings and infrastructures through the adoption of modern 3DCP technology.
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    Active Funded Activity

    Discovery Projects - Grant ID: DP230100995

    Funder
    Australian Research Council
    Funding Amount
    $490,000.00
    Summary
    Fundamental research advancing remanufacturing with a 3D printing technique. 3D printing manufactures items directly from a computer model. This project aims to develop a computational tool for applying direct laser metal deposition, a 3D-printing method, to repair metallic components and develop a way to predict the remaining life of the remanufactured components. The tool should optimise use of this printing method and improve the quality of repaired components. The research expects to validat .... Fundamental research advancing remanufacturing with a 3D printing technique. 3D printing manufactures items directly from a computer model. This project aims to develop a computational tool for applying direct laser metal deposition, a 3D-printing method, to repair metallic components and develop a way to predict the remaining life of the remanufactured components. The tool should optimise use of this printing method and improve the quality of repaired components. The research expects to validate the tool for simulating the printing process, provide a better heat treatment during repair, and allow safe prediction of the service life of repaired components. This research should benefit the Australian manufacturing industry and reduce resource use by helping apply this 3D printing method in remanufacturing.
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    Active Funded Activity

    Discovery Projects - Grant ID: DP240101050

    Funder
    Australian Research Council
    Funding Amount
    $509,442.00
    Summary
    Magnetorheological Elastomer Based Tuned Mass Damper. This project aims to protect buildings utilising an advanced tuned mass damper (TMD) which has characteristics of adaptability, is energy and sensor free and has negative stiffness via the integration of magnetorheological elastomers, a self-sensing self-powered element and negative stiffness technologies. This project expects to theoretically and experimentally study the performance of the TMD on structural protection from wind loads and ear .... Magnetorheological Elastomer Based Tuned Mass Damper. This project aims to protect buildings utilising an advanced tuned mass damper (TMD) which has characteristics of adaptability, is energy and sensor free and has negative stiffness via the integration of magnetorheological elastomers, a self-sensing self-powered element and negative stiffness technologies. This project expects to theoretically and experimentally study the performance of the TMD on structural protection from wind loads and earthquakes. The expected outcomes of this project will advance TMD practice and structural protection technology, and benefit the building protection industry, both domestically and globally. This will provide significant benefits to the working efficiency and safety of building occupants.
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    Active Funded Activity

    Discovery Projects - Grant ID: DP240103201

    Funder
    Australian Research Council
    Funding Amount
    $527,934.00
    Summary
    Fatigue Life Assessment of Structures under Realistic Loading Conditions. The project will develop a new methodology for the assessment of fatigue life of structures subjected to realistic loading conditions. This new methodology is based on recent advances in experimental techniques which make possible, for the first time, the investigation of the crack opening/closure mechanisms and the crack driving force for large numbers of fatigue cycles (>1 million) of variable amplitude, representative o .... Fatigue Life Assessment of Structures under Realistic Loading Conditions. The project will develop a new methodology for the assessment of fatigue life of structures subjected to realistic loading conditions. This new methodology is based on recent advances in experimental techniques which make possible, for the first time, the investigation of the crack opening/closure mechanisms and the crack driving force for large numbers of fatigue cycles (>1 million) of variable amplitude, representative of real-world applications. The project will expand Australia’s knowledge base and research capabilities in structural life prognosis. It will increase the competitiveness of domestic products and industries, fostering international collaborations and leadership of Australia in this strategically important area of research.
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    Active Funded Activity

    Discovery Early Career Researcher Award - Grant ID: DE240100960

    Funder
    Australian Research Council
    Funding Amount
    $420,198.00
    Summary
    Reverse Design of Tuneable 4D Printed Materials for Soft Robotics. This project aims to facilitate the design and manufacture of specialised objects that can change their shape over time. These types of objects are made from ‘tuneable metamaterials’, which can be made by 4D printing: 3D printing with an added dimension of time. These materials are becoming indispensable in many fields- including non-metallic soft robots used in medicine or the exploration of harsh environments like space- but ar .... Reverse Design of Tuneable 4D Printed Materials for Soft Robotics. This project aims to facilitate the design and manufacture of specialised objects that can change their shape over time. These types of objects are made from ‘tuneable metamaterials’, which can be made by 4D printing: 3D printing with an added dimension of time. These materials are becoming indispensable in many fields- including non-metallic soft robots used in medicine or the exploration of harsh environments like space- but are currently onerous to make. This project will develop a revolutionary new method for a user to work backward from defining the desired qualities to the manufacture of the object that satisfies their needs. It will also create a library that will allow users to quickly select a material that will be appropriate.
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    Active Funded Activity

    Discovery Projects - Grant ID: DP240102053

    Funder
    Australian Research Council
    Funding Amount
    $483,701.00
    Summary
    A Novel Surrogate Framework for evaluating THM Properties of Bentonite. Compacted bentonite as favoured engineered barrier material is widely used in environmental geotechnics and its failure can incur huge societal, economic and environmental loss. The project aims to develop a novel surrogate model to identify the optimal controllable factors' value to increase barrier's integrity and reliability. It expects to advance the fundamental knowledge of bentonite thermo-hydro-mechanical properties t .... A Novel Surrogate Framework for evaluating THM Properties of Bentonite. Compacted bentonite as favoured engineered barrier material is widely used in environmental geotechnics and its failure can incur huge societal, economic and environmental loss. The project aims to develop a novel surrogate model to identify the optimal controllable factors' value to increase barrier's integrity and reliability. It expects to advance the fundamental knowledge of bentonite thermo-hydro-mechanical properties through advanced molecular dynamics modelling, statistic learning and machine learning. It will deliver revolution design approach for bentonite used in engineered barriers in Australia and internationally. In the long-time it will bring huge economic, societal and environmental benefits to our community.
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    Active Funded Activity

    Discovery Projects - Grant ID: DP240102945

    Funder
    Australian Research Council
    Funding Amount
    $631,872.00
    Summary
    Environmentally friendly lubricants for higher productivity in cold rolling. This project aims to develop an oil free aqueous lubricant for cold rolling to replace the existing oil-in-water emulsion. The lubricant will be molecularly engineered to combine synergy between nanomechanics and tribochemistry of boundary additives to deliver integrated functionalities in the strip rolling. During cold rolling , lubricant starvation often occurs at high speed and it has restricted the productivity of t .... Environmentally friendly lubricants for higher productivity in cold rolling. This project aims to develop an oil free aqueous lubricant for cold rolling to replace the existing oil-in-water emulsion. The lubricant will be molecularly engineered to combine synergy between nanomechanics and tribochemistry of boundary additives to deliver integrated functionalities in the strip rolling. During cold rolling , lubricant starvation often occurs at high speed and it has restricted the productivity of the rolling mill and affected the strip gauge and surface quality. Expected outcomes of this project include an innovative oil free lubricant with significant environmental benefits and an ability for manufacturers to improve productivity by operating at higher speeds, lower costs, and achieve superior strip surface quality.
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    Active Funded Activity

    Linkage Projects - Grant ID: LP220100131

    Funder
    Australian Research Council
    Funding Amount
    $362,000.00
    Summary
    Transforming pastefill delivery system for next-generation mining industry. This project aims to develop a new type of mining pipeline design platform that can vastly improve pastefill (slurry) delivery systems. Using an Artificial Intelligence-based design platform, understanding complex and numerous variables in the fluid dynamics of abrasive pastefill flow will inform a new pipeline design. Consisting of a vertical casing, with our new composite pipeline chokes to replace costly friction loop .... Transforming pastefill delivery system for next-generation mining industry. This project aims to develop a new type of mining pipeline design platform that can vastly improve pastefill (slurry) delivery systems. Using an Artificial Intelligence-based design platform, understanding complex and numerous variables in the fluid dynamics of abrasive pastefill flow will inform a new pipeline design. Consisting of a vertical casing, with our new composite pipeline chokes to replace costly friction loops, improvements in flow efficiency and pipeline deterioration can significantly reduce maintenance costs. This novel and adaptable next-generation pipeline design and analysis platform can be employed by the manufacturing and mining sectors for pipeline failure analysis, managing production and developing new products.
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