Academic

EDUCATION BACKGROUND

• Cornell University (QS: 13), 2024-2026
• University of Leeds (QS: 76), 2020-2024
• Southwest Jiaotong University, 2020-2024

RESEARCH INTERESTS

Machine Learning

Embedded System

Data Analytics

RESEARCH PROJECTS

Recognition and Reconstruction of Elements in Scanned Page

Jan 2023 – Mar 2023, Team Leader; Advisor: Prof. José Miguel Hernández-Lobato, University of Cambridge

• Utilized the PaddleOCR library, employing the DBnet model for text detection with a precision of 96% and a recall of 94%.
• Applied the Mask R-CNN model and LayoutParser toolkit for layout analysis, successfully identifying and classifying page elements with 95% accuracy across 1,500 multi-format documents.
• This approach was tested on a dataset of 10,000 images containing distorted and low-resolution text, where it maintained an accuracy rate of 97%.

Research on Driver fatigue monitoring System based on machine learning

Aug 2022 – Jun 2023, Individual Project; Advisor: Prof. Yi Zhang, Southwest Jiaotong University

• Developed a comprehensive machine learning system, employing 10+ algorithms which were rigorously tested, resulting in a system performance enhancement of 15% over baseline models.
• Engineered and integrated four robust functional modules handling over 500 GB of data across the pipeline stages of data collection, preprocessing (achieving 99.5% data integrity), feature extraction (isolating 50+ key features with a selection accuracy rate of 98%), and machine learning.
• Executed over 200 experiments on driver fatigue detection, reaching 95% accuracy and outperforming previous models by 20%.

In-vehicle driver health monitoring and alarming system (National Project)

Apr 2022 – May 2023, Team Leader; Advisor: Prof. Yi Zhang, Southwest Jiaotong University

• Implemented real-time transmitters that monitor in-vehicle temperature and CO2 levels, maintaining environmental parameters within 5% of optimal conditions to ensure driver alertness.
• Developed non-contact fabric electrodes for ECG signal collection, capturing cardiac activity with a signal fidelity of 97%, enabling the detection of subtle physiological changes indicative of fatigue.

Data collection and processing based on Python and Wi-Fi

Apr 2021 – May 2022, Team Leader; Advisor: Prof. Yongzhi Jing, Southwest Jiaotong University

• Directed a specialized team of six, leading to the successful completion of the project 20% ahead of schedule, with a track record of 100% adherence to progress milestones.
• Implemented a Python-based TCP interactive data collection system, achieving a data transmission reliability of 99.5% between senders and receivers.
• Enhanced voice signal clarity using a Deep Clustering algorithm, resulting in a 30% improvement in the segregation of overlapping speech signals and boosting the accuracy of voice frequency extraction.

CURRICULAR ASSIGNMENTS

Calculator using TM4C123GH6PM microcontroller

XJEL3662 Embedded Systems

Embedded Systems, TM4C123GH6PM Microcontroller, 16 x 2 Liquid Crystal Display (LCD), 4x4 keypad

ISOTOPE

XJEL3030 Professional Studies

Ethical Issue, Communication Skills, Play Roles

Stopwatch Design using FPGA boards

XJEL2665 Microprocessors and Programmable Logic

FPGA, Clock Divider, Binary to Seven Segment

Space Invaders Game based on Embedded Systems using STM32NUCLEO-L476RG

XJEL2645 Embedded Systems Project

Embed System, STM32

Thin-film PVs Technology Applied in Malawi

XJEL2240 Transistors and Optoelectronic Devices

Seminar 2

Li-Fi LED & Terahertz

XJEL2240 Transistors and Optoelectronic Devices

Seminar 1

Electronics Escort

XJEL2645 Embedded Systems Project

C++, Replit, Engineering Calculator (Matrix Calculator, Filter Calculator, Converter Calculator)

Washing Machine Panel based on Embedded Systems using STM32NUCLEO-L476RG

XJEL1620 Digital Electronics and Microcontrollers

Embed System, STM32

Buggy Project

XJEL1801 Electronic Design Project

Bluetooth, H Brige

A Simple brushless DC motor

XJEL1900 Physical Electronics

DC(BDC) Motor, Coil Winding

Innovation Presentation

XJFY0100 English for Engineering

Internet of Things, Contribution to Sustainability, Ethical Consideration

Balsa Wood Model Glider Project

XJFY0100 English for Engineering

Teamwork, Engineering career, Glider Installation, Counterweights, Launch Force

COMPETITION PROJECTS

The leader of vehicle human health monitoring in the Internet of Things era

Human health, Long-term monitoring, Embedded systems, Wechat program display

New energy vehicle charging pile real-time monitoring system

Battery data monitoring, Cloud platform

Urban unmanned loading and unloading scheme

Urban delivery, Unmanned loading and unloading, Autonomous driving

Wireless Stream

Insulators, Electromagnetic induction, Wilderness power supplies

Pigeon land

Smart loft, Automatic system

PATENTS AND PUBLICATIONS

• An in-vehicle driver health monitoring and alarming system , Authorized Patent ID: ZL 2022 2 2724438.7, Jan 10th, 2023, Inventor: Jiongtao Huang; (Patent has been granted)
• Data transmission method, apparatus, storage medium and electronic device , Patent Application ID: 202310832816.X, July 9th, 2023, Inventor: Jiongtao Huang, Liwen Ke; (Patent accepted, pending grant)
• A vehicle-mounted human health index monitoring device , Patent Application ID: 202310832811.7, July 9th, 2023, Inventor: Jiongtao Huang, Liwen Ke, Changquan Huang; (Patent accepted, pending grant)
• A wearable health index monitoring device , Patent Application ID: 202310832813.6, July 9th, 2023, Inventor: Changquan Huang, Liwen Ke, Jiongtao Huang, Yuchun Zhao, Yixuan Bu; (Patent accepted, pending grant)
• Research on Driver fatigue monitoring System based on deep learning , Paper Application ID: XXXXXXX, Author(s): Jiongtao Huang; (Paper accepted, pending publication)

HONORS AND AWARDS

• December 2023: Attained the bronze medal at the national level in the China International Student Innovation Competition (2023).
• August 2023: Attained the provincial gold medal in the Ninth China International "Internet +" Student Innovation and Entrepreneurship Competition.
• August 2023: Attained the provincial silver prize in the Ninth China International 'Internet +' Innovation and Entrepreneurship Competition for College Students.
• August 2023: Attained the provincial bronze prize in the 9th China International 'Internet +' Innovation and Entrepreneurship Competition for College Students.
• August 2023: Attained the third prize at the national level in the Sixth China University Intelligent Robot Creativity Competition.
• July 2023: Attained the first prize at the national level in the 16th China University Student Computer Design Competition.
• July 2023: Attained the second prize at the provincial level in the Second China University Intelligent Robot Creativity Competition in Sichuan Province.
• July 2023: Attained the gold prize at the university level in the Ninth China International 'Internet +' Innovation and Entrepreneurship Competition for College Students.
• July 2023: Attained the gold Medal at the university level in the Ninth China International 'Internet +' Innovation and Entrepreneurship Competition for College Students.
• July 2023: Attained the gold prize at the university level in the Ninth China International 'Internet +' Innovation and Entrepreneurship Competition for College Students.
• July 2023: Attained the silver prize at the school level in the Ninth China International 'Internet +' Innovation and Entrepreneurship Competition for College Students.
• May 2023: Attained the First Prize in the 14th National University Students' Market Research and Analysis Competition, "Zhengda Cup".
• May 2023: Attained the second Prize at the Provincial Level in the 16th China University Student Computer Design Competition.
• May 2023: Attained the third prize at the Provincial Level in the 16th China University Student Computer Design Competition.
• May 2023: Attained the third prize at the Provincial Level in the 17th 'Challenge Cup' Extracurricular Academic and Technological Works Competition for College Students.
• April 2023: Attained the Bronze Prize in the 18th Challenge Cup Extracurricular Academic and Scientific and Technological Works Competition for Undergraduates of Southwest Jiaotong University.
• ... ... Many many others