Dr Mostafa Rahimi Azghadi ~ Senior Lecturer, Electrical and Electronic Engineering
College of Science & Engineering
- About
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- Teaching
- Interests
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- Professional
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- Senior Member of IEEE
- IEEE Northern Australia Section Treasurer
- Founding chair of IEEE NA Young Professional Group.
- Associate Editor - Frontiers in Neuromorphic Engineering
- Associate Editor - IEEE Access
- Research
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- Neuromorphic Engineering, Nanoelectronics, Embedded Systems, Hardware Acceleration of Machine Learning Algorithms
- Teaching
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- I teach three hands-on engineering subjects ranging from first-year programming to third-year embedded system design, in Townsville. My main teaching philosophy is to connect theory with practice. In addition, I put a strong emphasis on hands-on and project-based learning, where the students learn by doing. Furthermore, in my lectures, I always give my students examples of where and how the theoretical materials they study is applied in their everyday lives and the many electronic systems around them. This has shown to significantly increase student’s engagement in the lectures.
- Experience
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- 2019 to present - Senior Lecturer, James Cook University (Townsville, Australia)
- 2016 to 2018 - Lecturer, James Cook University (Townsville, Australia)
- 2015 to 2016 - Postdoctoral Research Associate, The University of Sydney (Sydney, Australia)
- 2014 to 2015 - Postdoctoral Research Fellow, The University of Adelaide (Adelaide, Australia)
- 2014 to 2015 - Verification Engineer, ASTC Australian Semiconductor Technology Company (Adelaide, Australia)
- 2012 to 2014 - PhD Student, Institute of Neuroinformatics, University of Zurich and ETH Zurich (Zurich, Switzerland)
- 2010 to 2014 - PhD Student, The University of Adelaide (Adelaide, Australia)
- Research Disciplines
- Socio-Economic Objectives
S. Mostafa Rahimi Azghadi graduated with a Bachelor’s Degree in Computer Engineering (majoring in hardware) with the first class rank in 2006 and obtained his Master of Engineering in Computer Architecture with first class honours and commended thesis, from Shahid Beheshti University (SBU), Tehran, Iran, in 2009. In 2010, he was awarded an Australian International Postgraduate Research Scholarship (IPRS) and the Australian Postgraduate Award (APA) to pursue his PhD in the School of Electrical & Electronic Engineering, The University of Adelaide. In 2014 he completed his PhD with Dean's commendation for doctoral thesis excellence with a thesis entitled "Neuromorphic VLSI Designs for Spike Timing and Rate-based Synaptic Plasticity with Application in Pattern Classification" earning the Doctoral Research Medal, as well as the Adelaide University Alumni Medal, which is awarded to only one alumnus annually. In 2012 and 2013, he was a visiting PhD student in the Neuromorphic Cognitive System group, Institute of Neuroinformatics, University and Swiss Federal Institute of Technology (ETH) Zurich, Switzerland, hosted by Prof. Giacomo Indiveri.
From 2014 to 2015, Dr Rahimi was a postdoctoral fellow in a joint industry-university project between The University of Adelaide and Australian Semiconductor Technology Company (ASTC), working in the area of smart sensors for biomedical applications. From 2015 to 2016, Mostafa was a postdoctoral fellow at the University of Sydney School of Electrical and Information Engineering, where he researched in the area of VLSI design and VLSI interfaces for nanoscale sensors. In 2016, Dr Rahimi joined JCU as a continuing lecturer (assistant professor), where he is currently involved in teaching and research in the areas of neural-inspired computing, embedded system designs, hardware acceleration of machine learning algorithms, memristive computing, and nanoelectronics.
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PhD Scholarship Opportunities
I am always looking for talented and self-motivated students who would like to join my group. Students seeking a scholarship should initially contact me to discuss their proposed research project or to be given possible research ideas for a PhD scholarship application.
Australian Government Research Training Program Scholarships and James Cook University Postgraduate Scholarships are competitive scholarships open to domestic and international research applicants. More information on these scholarships and the application deadlines/requirements are outlined at Postgraduate Research Scholarships. Application deadlines for JCU scholarships are usually Late September.
China Scholarship Council (CSC) scholarship also offers funding for Chinese students who would like to study a PhD in Australia. Furthermore, PhD students currently studying in China can apply for a CSC visiting PhD scholarship. Please contact me directly if interested.
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Postdoctoral Fellowships Opportunities
I am highly interested to host postdoctoral fellows in my group to collaborate with our research team and to conduct high-quality and impactful research. Interested applicants should contact me to discuss their research proposal and after approval can apply for a short-term postdoctoral research fellowship.
- Honours
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- Awards
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- 2020 - JCU Award for Excellence in the category of Innovation and Change
- 2020 - Supervisor of the only Australian PhD project receiving a 2020 IBM PhD Fellowship
- 2019 - 2019 Fresh Science Queensland Finalist
- 2019 - Supervisor of the only Australian university team selected as a regional finalist in the 2019 InnovateFPGA Global Design Contest
- 2018 - Rising Stars Research Award
- 2017 - Supervisor of the best Engineering Thesis at JCU that received the Engineers Australia CN Barton Medal
- 2017 - QLD Young Tall Poppy Science Award
- 2015 - South Australia Science Excellence Awards
- 2015 - Adelaide Postgraduate Alumni University Medal
- 2015 - Australian Nanotechnology Network Young Science Ambassador Award
- 2015 - Gertrude Rohan Memorial Medal and Prize
- 2014 - Dean's Commendation for Doctoral Thesis Excellence
- 2014 - University Doctoral Research Medal
- 2013 - Simon Rockliff Scholarship
- 2013 - Doreen McCarthy Research Bursary
- 2013 - IEEE SA Section Student Travel Award
- 2012 - The IEEE Computational Intelligence Society travel grant
- 2012 - Brain Corporation Travel Fellowships for Spiking Neural Networks
- 2012 - Research Abroad Scholarship, The University of Adelaide, Australia
- 2011 - Japanese Neural Network Society Travel Award
- 2010 - IPRS (International Postgraduate Research Scholarships) by Australian government
- Fellowships
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- 2016 - Endeavour Fellowship
- 2015 - Biomimetic and Neurotechnology Fellowship
- 2012 - DR Stranks Fellowship
- Memberships
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- 2017 - Australian Brain Alliance EMCR Brain Science Network Steering Committee member
- Publications
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These are the most recent publications associated with this author. To see a detailed profile of all publications stored at JCU, visit ResearchOnline@JCU. Hover over Altmetrics badges to see social impact.
- Journal Articles
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- Almasi M, Karimi G, Ranjbar M and Rahimi Azghadi M (2020) New analogue stop-learning control module using astrocyte for neuromorphic learning. IET Circuits, Devices & Systems, 14 (1), pp. 100-106, DOI:10.1049/iet-cds.2019.0297.
- Asgari H, Mazloom-Nezhad Maybodi B, Payvand M and Rahimi Azghadi M (in press) Low-energy and fast spiking neural network for context-dependent learning on FPGA. IEEE Transactions on Circuits and Systems Part 2: express briefs, , DOI:10.1109/TCSII.2020.2968588.
- Rahimi Azghadi M, Chen Y, Eshraghian J, Chen J, Lin C, Amirsoleimani A, Mehonic A, Kenyon A, Fowler B, Lee J and Chang Y (in press) CMOS and memristive hardware for neuromorphic computing. Advanced Intelligent Systems, , DOI:10.1002/aisy.201900189.
- Hashemi S, Rahimi Azghadi M and Navi K (2019) Design and Analysis of Efficient QCA Reversible Adders. The Journal of Supercomputing, 75, pp. 2106-2125, DOI:10.1007/s11227-018-2683-0.
- Heidarpur M, Ahmadi A, Ahmadi M and Rahimi Azghadi M (2019) CORDIC-SNN: on-FPGA STDP learning with Izhikevich neurons. IEEE Transactions on Circuits and Systems I: Regular Papers, 66 (7), pp. 2651-2661, DOI:10.1109/TCSI.2019.2899356.
- Lammie C, Olsen A, Carrick T and Rahimi Azghadi M (2019) Low-power and high-speed deep FPGA inference engines for weed classification at the edge. IEEE Access, 7, pp. 51171-51184, DOI:10.1109/ACCESS.2019.2911709.
- Lammie C, Hamilton T, van Schaik A and Rahimi Azghadi M (2019) Efficient FPGA implementations of pair and triplet-based STDP for neuromorphic architectures. IEEE Transactions on Circuits and Systems I: Regular Papers, 66 (4), pp. 1558-1570, DOI:10.1109/TCSI.2018.2881753.
- Olsen A, Konovalov D, Philippa B, Ridd P, Wood J, Johns J, Banks W, Girgenti B, Kenny O, Whinney J, Calvert B, Rahimi Azghadi M and White R (2019) DeepWeeds: a multiclass weed species image dataset for deep learning. Scientific Reports, 9, Article: 2058, DOI:10.1038/s41598-018-38343-3.
- Conference Papers
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- Calvert B, Olsen A, Philippa B and Rahimi Azghadi M (2019) Autoweed: detecting Harrisia cactus in the Goondiwindi region for selective spot-spraying. https://www.wsq.org.au/downloads/2019-pest-animal-and-weed-symposium-proceedings/. In: PAWS 2019: 1st Queensland Pest Animal and Weed Symposium, 20-23 May 2019, Gold Coast, QLD, Australia
- Lammie C, Krestinskaya O, James A and Rahimi Azghadi M (2019) Variation-aware binarized memristive networks. Proceedings of the 26th IEEE International Conference on Electronics, Circuits and Systems. In: 2019 ICECS: 26th IEEE International Conference on Electronics, Circuits and Systems, 27-29 November 2019, Genoa, Italy
- Lammie C and Azghadi M (2019) Stochastic computing for low-power and high-speed deep learning on FPGA. Proceedings of the IEEE International Symposium on Circuits and Systems. In: ISCAS 2019: IEEE International Symposium on Circuits and Systems, 26-29 May 2019, Sapporo, Japan
- Lammie C, Xiang W and Azghadi M (2019) Accelerating deterministic and stochastic binarized neural networks on FPGAS using OpenCL. Procedings of the International Midwest Symposium on Circuits and Systems. In: MWSCAS 2019: IEEE 62nd International Midwest Symposium on Circuits and Systems, 4-7 August 2019, Dallas, TX, USA
- More
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ResearchOnline@JCU stores 49+ research outputs authored by Dr Mostafa Rahimi Azghadi from 2007 onwards.
- Current Funding
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Current and recent Research Funding to JCU is shown by funding source and project.
International Business Machines - IBM Research
2020 IBM PhD Fellowship
- Indicative Funding
- $40,000 over 2 years
- Summary
- To contribute to current efforts towards highly efficient hardware implementations of augmented neuromorphic architectures for edge devices using FPGAs and memristive devices.
- Investigators
- Corey Lammie and Mostafa Rahimi Azghadi (College of Science & Engineering)
- Keywords
- Memristive Devices; Hardware; Neuromorphic architectures
Jaragun Pty Ltd - Contract Research
Jaragun Wetland Restoration
- Indicative Funding
- $25,000 over 1 year
- Summary
- A small wetland will be targeted for weed removal and replanting along Babinda Creek in this project. These restoration works will be monitored using a high-tech surveillance camera to live stream images from Jaragun?s website that track wetland restoration over time and its value to our birdlife. Overall, this project kick starts a struggling local community nestled in the heart of the wet tropics. This project is about creating green jobs and building a pathway for long term strategic investment into restoration and rehabilitation of the Russell River catchment.
- Investigators
- Nathan Waltham and Mostafa Rahimi Azghadi in collaboration with Antony Squires (TropWATER and College of Science & Engineering)
- Keywords
- Wetlands; Digital Technology; Water Quality; Aquatic weeds; Restoration
Australian Government Department of Agriculture, Water and the Environment - National Landcare Programme
Applying new image recognition techniques for automatic detection and spraying of Harrisia cactus
- Indicative Funding
- $50,000 over 2 years
- Summary
- harrisia cactus is a significant rangeland weed in Queensland and bnorthern NSW. It competes against native species, inhibits stock accdess and endangers wildlife. JCU have developed image recognition software to identify Harrisia cactus in pasture; which has been deployed on a prototype robotic platform for selective spot spraying. This proect will see the development of a new spraying unit incorporating JCU's developed technology with a vehicle provided by Warrakirri Cropping. The unit will then be used to treat 500 ha of infested pasture at Warrakirri's "Willaroo" property. Its performance will be compared to traditional methods and showcased to local landholders.
- Investigators
- Mostafa Rahimi Azghadi, Brendan Calvert, Ron White and James Whinney in collaboration with Bill Manning, Matt West and Alex Olsen (College of Science & Engineering, North West Local Land Services, Warrakirri Cropping and Autoweed Pty Ltd)
- Keywords
- weed control; Harrisia cactus (sp.); deep learning; Robotics
Department of Industry - Innovations Connections
Internet of Things and Big Data Analytics for Cairns Marine
- Indicative Funding
- $50,000 over 1 year (administered by Cairns Marine), in partnership with Cairns Marine Pty Ltd ($53,109)
- Summary
- This project will assist to analyse the large repository of data held by Cairns marine in relation to its full operations, i.e., from harvest to husbandry, inventory tracking and sales fulfilment. The physical systems currently in use at Cairns Marine are extensive and complex, involving a range of activities in Northern Australia, all activities on site (including R&D) in Cairns and full product (marine animals) stewardship to destination. A deep and informed understanding of data is required by the business to meet its growing global product commitments.
- Investigators
- Wei Xiang, Tao Huang, Lei Lei and Mostafa Rahimi Azghadi (College of Science & Engineering)
- Keywords
- Internet Of Things; big data analytics; marine data; Machine Learning
- Supervision
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Advisory Accreditation: I can be on your Advisory Panel as a Primary or Secondary Advisor.
These Higher Degree Research projects are either current or by students who have completed their studies within the past 5 years at JCU. Linked titles show theses available within ResearchOnline@JCU.
- Current
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- Hardware Implementation of Limited-Precision Machine-Learning Algorithms for Edge Computing (PhD , Primary Advisor)
- Developing High-Performance Deep Learning Tools for Marine Habitat Monitoring (PhD , Primary Advisor)
- Internet of underwater things and big marine data analytics (PhD , Primary Advisor)
- Design and Development of a Smart Automated Machine Learning Tool for User Assistance. (PhD , Primary Advisor)
- Completed
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- Improving the accuracy of weed species detection for robotic weed control in complex real-time environments (2020, PhD , Secondary Advisor)
- Fabrication and characterization of antibacterial surfaces derived from geranium essential oil using PECVD (2019, PhD , Secondary Advisor)
- Collaboration
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The map shows research collaborations by institution from the past 7 years.
Note: Map points are indicative of the countries or states that institutions are associated with.- 5+ collaborations
- 4 collaborations
- 3 collaborations
- 2 collaborations
- 1 collaboration
- Indicates the Tropics (Torrid Zone)
Connect with me
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- Location
- Advisory Accreditation
- Primary Advanced Advisor
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My research areas
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