| 2019-2023 | Master of Philosopby (MPhil) school of Mechanical Medical & Process Engineering |
Time-Series Machine Learning in Electrical Vehicles: Smart Battery Management through Neural-Network-Based State of Charge Prediction |
| 2015-2019 | Bachelor of Engineering (BEng) (Honours) major in Computer and Software Systems (CSS) |
Tank Commander Mixed Reality Simulation using Unity Game Engine and TensorFlow |
- Sadykov, M.; Haines, S.; Broadmeadow, M.; Walker, G.; Holmes, D.W. Practical Evaluation of Lithium-Ion Battery State-of-Charge Estimation Using Time-Series Machine Learning for Electric Vehicles. Energies 2023, 16, 1628. https://doi.org/10.3390/en16041628
Source code and figures available since 24/01/2024: JA1-Analysis ✅ Published
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Sadykov, M.; Haines, S.; Walker, G.; Holmes, D.W. Feed-forward State of Charge estimation of LiFePO4 batteries using time-series machine learning prediction with autoregressive models, Journal of Energy Storage, Volume 100, Part A, 2024, 113516, ISSN 2352-152X, https://doi.org/10.1016/j.est.2024.113516.
Source code and figures available since 29/08/2024: JA2-Autoregression ✅ Published -
Real-time SoC estimation using RNN on accumulator cycling data with a bi-directional power supplier with Artemis controllers. ❌ Implementation is outdated and untested for publication usage.
The content can be accessed over the MPhil thesis in Chapter 5.
| Years | Title | Descriptions | Tools |
|---|---|---|---|
| 2019-2022 | Battery SoC Estimation w/ ML | The MPhil thesis project involves research and implementation of six currently published methods, identifying the potential flaws and proposing improved methods to overcome prediction miss accuracies. Now Available for other researchers to use Refer to flops_counter for the Android TFlops counter. |        |
| 2021-2024 | Autoregressive SoC Estimation | Articles based on Chapter 4 of the thesis, published in Journal of Energy Storage. |  |
| 2021-2023 | SoC methods review | Articles based on Chapter 3 of the thesis, published in Energies. | |
| 2020-2021 | Battery management system for an EV | Battery and Accumulator management system using CANbus, Temperature sensors, one-wire sensors, multiplexers, cell measure and balancing controllers, etc. Some of the components involve: MCP2515/17FD TJA1052I CAN controllers, MAX14920 Battery controllers, NCP18 thermistors and CD74HCT multiplixers |  |
| 2019 | Mixed Reality Tank Commander | The BEng Honours thesis project involving Unity Game Engine environment reconstruction from a video stream of a 360-degree camera using TensoFlow-sharp and remote movement control of a toy tank powered with Raspberry Pi controller and socket communication. |    |
| 2019 | Brushless DC Motor | TivaC1294XL Dev board-based brushless DC controller with local sensors and GUI touchscreen. |    |
| 2018 | CloudTraficMonitor | University project on scalable AWS instance to count the number of vehicles on the QLD Webcams using TensorflowJS across Brisbane with Azure Databases. |    |
| 2018 | WeekendPlanner | University Project to demonstrate the flexibility of deployable Docker containers. |  |
| 2018 | Posture Detection | Human posture maintenance via webcam image processing and display blurs, implemented with TF-Xcode |  |
| 2018 | Animal detection | Detecting animals from the video stream. |   |
| 2018 | Gaze detection | Direction of human eyes view from image recognition. | |
| 2017 | NFC Receipts beamer | DeeepSenses' project on beaming receipts initially upgraded OpenSourced code to the current API. A similar attempt was made for iOS. |  |
| 2017 | VI Kitchen Assistant | The university sponsored the Vocation Research Project (VRES). | |
| 2017 | Digital Voice Recorder | Embedded Systems Design of Digital Voice Recorder with Teensy and Chebyshev anti-aliasing filter LMC6484. |  |
| Years | Title | Descriptions | Tools |
|---|---|---|---|
| 2024 | DisplayLink & evdi driver | Patching for kernel 6.6+ from a devel branch to overcome compilation issues on not more supported Fedora 37. |   |
| 2024 | xen-vmm | MSI Interrupt fixes to overcome Code 43 issues once more, caused by NVIDIA's recent driver changes in some expired agreements with Linux. |  |
| 2024 | xen v4.2.7 | hvmloader patch review to workout stubdom fix, which breaks above 3.5GB HVM usage with the latest Xen. Above 4G and Resizable Bar settings had no effect. |
|
| 2023 | Pico Plant Watering | Plant watering project with Moisture sensors by Australian Raspberry Pi supplier. Additional solenoid usage and several connections in the water pipes allowed far more efficient water flow for multiple plants. |  |
| 2020 | scrcpy | Modified for online tutoring use with a phone stand to demonstrate microcontrollers for first-year students. An image recognition system has been attempted to be added to mark which controls are which in life. | |
| 2018 | Markdown-cheatsheet | A build-up of the existing cheatsheet with badges and GitHub stats. Finally, it has been used to create this README. |  |
| 2017 | NACL: ffmpeg build | Participating in the development of a browser for Google Chrome Native Client (NaCl) Video and Audio Converter using Open Source FFmpeg. | |