High Resolution Single Pixel Imaging based on Compressive Sensing and Deep Learning
Dr Wang , Xin Associate Professor PhD
Research expertise : Optical Metrology , Range Sensing , Non-destructive Testing , Machine Vision and Deep Learning
E : wang . xin @ monash . edu T : + 603 5514 4627
Computational Fluid Dynamics
Dr Tan , Boon Thong Associate Professor PhD
Single-pixel imaging ( SPI ) is an advanced imaging approach that is applicable to acquiring spatial information in low light , high absorption , and backscattering conditions , such as in medical and remote 3D imaging . The combination of SPI and compressive sensing ( CS ) has enabled image reconstruction with fewer measurements . This is an
Schematic diagram of our single-pixel imaging setup
Computational fluid dynamics is a tool used to find solutions to many contemporary issues . With regards to energy harvesting , wind induced vibration can be transformed from something undesirable to a source of energy . Studies have shown that structures that are susceptible to galloping can induce strong vibration over a wider range of wind speeds , thus favouring energy harvesting . important consideration in light detection and ranging ( LIDAR ) applications . In this study , a novel single-pixel imaging reconstruction model based on deep learning and compressive sensing will be developed . This will be useful in the development of low cost LIDAR systems , which is a key technology used for guidance and navigation in autonomous robots . This
Overview of the proposed method
CFD is also used in the modelling of nano-particle transport in fluid . Our studies have shown that even though some nano-particle suspensions are unstable , a suitable setup with static mixers can provide adequate mixing and achieve higher heat transfer rates that nano-fluids are known for and an increase in overall efficiency . Other areas of study include modelling of stratified sensible
research is in conjunction with the principle of bringing Industry 4.0 technologies related to automation and robotics to the manufacturing sector .
heat thermal energy storage tanks and marine barriers used for pollution control . In thermal energy storage tanks , our studies look into how best to balance pumping power , diffuser design while minimizing mixing so as to minizine energy losses .
25MECHANICAL ENGINEERING
Research expertise : Bluff body aerodynamics , fluid structure interactions , multiphase flow , heat transfer and computational fluid dynamics .
E : tan . boon . thong @ monash . edu T : + 603 5514 6246
Vortices shedding from a square prism experiencing galloping excitation .
Mixing of reduced graphene oxide nanoparticles in water using a static mixer resulting in heat transfer enhancements .
R E S E A R C H E R P R O F I L E 2022 / 2023