Education

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

PRODUCT PROJECTS

智能货运下单 Agent 系统设计与实现

2025年3月 – 2025年6月，AI 产品经理; 星球家园（深圳）科技有限公司

• 独立负责需求分析与产品方案，推动团队完成公司首个 Agent MVP —— 货拉拉下单智能助手，作为未来多应用 API Agent 平台的示范案例。
• 设计并实现“语音/一句话 → 智能订单草稿”链路，包括 意图识别、地址/时间标准化、三选车型推荐（推荐/更大/更小）与 供给联动。
• 提出并落地 RAG 知识库 方案，构建“货物-车型-装载能力”语义映射，让车型推荐具备可解释性，显著降低用户认知负担。
• 主导用户交互流程设计，优化澄清步骤（≤2轮），实现 85% 参数抽取准确率 与 70% 一次草稿确认率，P95 耗时控制在 10 秒以内。
• 协同算法与前后端同学，定义并固化工具 API 契约（时间解析、地图解析、供给检查、校验器），为未来扩展其他行业 App Agent 打下基础。

自习室预约小程序｜教育行业客户项目

2021年12月 – 2022年1月，产品/商务负责人；团队规模：3人

• 通过 一品威客 平台承接首个教育行业客户项目，将客户模糊需求逐步澄清为可落地的产品方案。
• 主导三轮沟通，设计并交付 选座→支付→取消/退款→异常兜底 的完整闭环流程。
• 协调研发实现关键机制：双阶段锁、支付回调为准、幂等校验、Redis+MySQL、门禁/灯控解耦与定时补偿。
• 在2–3个月内完成MVP并上线试点，预约率由 18% 提升至 62%，退款率稳定在约 5%，一周留存超过 50%。
• 根据用户反馈提出二期优化：新增「最近一次选择记忆」功能，优化退款到账慢的问题。

RESEARCH PROJECTS

Smart LED Hourglass

Aug 2024 – Dec 2024, Team Leader; Advisor: Prof. Joseph Skovira, Cornell University

• Designed and developed an interactive LED-based hourglass using a 64×64 RGB LED matrix, Raspberry Pi, and LIS3DH accelerometer for real-time motion-based sand flow simulation.
• Developed interactive features, including button-based demo switching and motion-triggered timer resets, achieving a 50ms response time—exceeding the initial 100ms target.
• Engineered multiple visual modes, including a traditional hourglass, a Cornell logo sand simulation, and functional countdown timers (30s, 1min, 5min) with smooth animations.

EV Charging Pile Real-Time Monitoring System

Feb 2023 – Oct 2023, Team Member; Advisor: Prof. Deqing Huang, Southwest Jiaotong University

• Architected an AI-driven cloud-based EV charging monitoring system, integrating real-time data analytics and predictive maintenance, reducing failure rates by 25%.
• Applied IoT and edge computing technologies to optimize 5G smart grid energy distribution, enhancing real-time load balancing for sustainable energy networks.
• Secured a HK$1.6 million contract, demonstrating B2B market success in AI-enabled energy management solutions.

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