Embodied AI · ROV Autonomous Systems · SLAM · Hong Kong / Macau / Shenzhen

HAOHANG YU / WALTER

To know what lies beyond sight.

Multimodal perception, SLAM, embodied decision-making, and closed-loop control for reliable autonomy underwater and on land.

Education

Dual-degree PhD · September 2026
View complete education record

Current appointments

Chief Technology Officer · Co-Founder

Shenzhen Mifan Intelligent Technology Development Co., Ltd.

Technical Consultant

Asia Best Partner International Freight Forwarding Co., Ltd.

Multimodal perception · Localisation · Decision · Closed-loop control

Read the trace. Answer with action.

Work spanning multimodal perception, localisation, embodied decision-making, and closed-loop control in underwater and terrestrial environments.

Research

Embodied agents, underwater autonomy, multimodal reasoning, acoustic perception, and real-world deployment.

Systems

Sonar and visual SLAM, sensor fusion, navigation, manipulation, embedded control, and model deployment.

Venture

Agentic AI products, multi-agent workflows, operational platforms, and technical strategy.

ROV · Embodied Agents · SLAM

Sound draws the shape of the unseen.

Research question

Research on underwater perception, localisation, task planning, and motion control under low visibility and constrained communication.

01Research question

ROV autonomous systems

How can an underwater robot sustain situational awareness and useful action under weak visibility, uncertain dynamics, and constrained communication?

METHOD
Multimodal sensing · Task planning · Motion control · Intervention
LOOP
Perception → planning → control → intervention
02Research question

Embodied intelligence agents

How can an agent ground long-horizon intent in tools, physical constraints, feedback, and recoverable execution?

METHOD
Multimodal reasoning · Tool use · World models · Closed-loop policies
LOOP
Intent → decision → action → feedback → adaptation
03Research question

Sonar SLAM & localisation

How can sparse, noisy acoustic returns become stable geometry and localisation in visually degraded environments?

METHOD
Acoustic perception · Sparse mapping · Sensor fusion · Uncertainty
LOOP
Echoes → representation → localisation → navigation

Mobile manipulation · Agent workflows · Field perception

Made whole in the world.

Work in mobile manipulation, freight workflow automation, and debris-flow monitoring, each tied to a research, product, or deployment record.

Sentra mobile robot operating in a smoke-filled test environment
Field validation

Perception, mobility, and manipulation under a staged field condition.

Sentra mobile robot driving across an outdoor paved plaza
Outdoor motion

Omnidirectional chassis motion test.

RViz displaying live LiDAR point-cloud mapping from Sentra
LiDAR SLAM

Live point-cloud mapping in RViz.

Front view of the Sentra mobile manipulation platform
Integrated platform

Front view of the mobile manipulation system.

Side view of the Sentra chassis, sensors and drive units
Mobile configuration

Chassis, sensing assembly, and drive layout.

Top view of the Sentra platform layout
System layout

Manipulator mounting and component arrangement.

Sentra six-degree-of-freedom manipulator
6-DoF manipulator

Joint architecture and mounting structure.

Sentra Mecanum wheel and drive module
Mecanum drive

Wheel geometry and drive assembly.

Perception, mobility, and manipulation under a staged field condition.
EVS39 accepted / Dissertation grade A

Mobile manipulation

Sentra One

Where intent finds motion.

  • Designed an embodied AI agent architecture spanning task planning, multimodal perception, autonomous navigation, and robotic manipulation.
  • Integrated a Mecanum-wheel chassis, 6-DoF arm, LiDAR, RGB-D camera, ROS-based SLAM, and STM32 motion control.
  • Accepted by EVS39; developed from a PolyU dissertation graded A and selected for follow-up by PolyU-UM CREI.
Embodied AIROSSLAMMobile manipulation
LogiAuto AutoWorkflow homepage with workflow entry points and secure sign-in panel
PRODUCT INTERFACELogiAuto AutoWorkflow V1.0 homepage for private enterprise deployment.
Software copyright registration under review

Agentic workflow automation

LogiAuto AutoWorkflow

Many threads, woven into one flow.

  • Led full-cycle product design and technical development for real freight forwarding operations.
  • Built Python, RPA, and LLM-agent modules for document processing, data extraction, and task coordination.
  • Designed role-based access, workflow status tracking, dashboards, data standardisation, and enterprise deployment planning.
Agentic AIRPAWorkflow systemsEnterprise AI
Monitoring-station view across the debris-flow channel. Monitoring-station view across the river and adjacent slope.
Chinese Academy of Sciences field deployment

Field perception & warning

Debris Flow Detection

Reading the mountain before it moves.

  • Developed object-detection and image-segmentation workflows for debris-flow monitoring.
  • Adapted the algorithm pipeline to physical monitoring stations and supported on-site implementation.
  • Optimised model performance and system workflow for accuracy, stability, and deployment reliability.
Computer visionSegmentationYOLOEdge deployment

System trajectory

From the instrument to the intelligence.

A trajectory through robot fabrication, indoor localisation, touch-free interaction, embodied intelligence, and autonomous systems research.

The hand learns the machine

FTC operator, structural design lead, and business liaison. Designed and fabricated robots with SolidWorks, laser cutting, 3D printing, and CNC.

Finding place without stars

Led ShopChain's fusion of UWB beacons and QR codes for indoor positioning; awarded the PolyU Student Entrepreneurial Proof-of-Concept Fund.

A gesture becomes command

Built a touch-free operation system using Arduino, ESP32, CAD, and 3D printing; received 1st Runner-up in the PolyU Best Project Award Competition.

Intent enters the machine

Sentra One connected LLM/VLA-style task planning with navigation, perception, and manipulation; accepted at EVS39.

Further into the unknown

Beginning doctoral research at The Hong Kong Polytechnic University and the University of Macau, focused on embodied AI and robotics.

Papers · Deployment · Recognition · Appointments

What endures leaves a trace.

Publications, software, deployments, recognition, and appointments.

Research outputs

Conference paperAccepted at EVS39

Architecture, Applications, and Challenges of an Electrified Mobile Manipulation Platform

39th Electric Vehicle Symposium & Exhibition, Long Beach, California, June 2026.

Journal paperInvited extended version in preparation

Architecture, Applications, and Challenges of an Electrified Mobile Manipulation Platform

World Electric Vehicle Journal Special Issue EVS39; recommended following EVS39 with APC waived.

Software copyrightApplication submitted

LogiAuto AutoWorkflow: Logistics Automation Management System V1.0

Submitted to the Copyright Protection Centre of China, May 2026.

Selected recognition

  1. Sentra-Mine selected for the 2026 PolyU-UM CREI Embodied Intelligence Lab cohort
  2. Best Project Award, AI for Good Monthly Summit, Hong Kong, 2026 - ClawFlow
  3. EDPS Innovation Scholarship Fund, 2024 - one of 20 recipients from Hong Kong universities
  4. 1st Runner-up, PolyU Best Project Award Competition, Department of Computing, 2024
  5. Hong Kong SAR Government Scholarship Fund, Talent Development Scholarship, 2023
  6. Gold Award, 15th China Youth Creativity and Invention Exhibition, 2019

Current and recent roles

Chief Technology Officer, Co-Founder & Shareholder

Shenzhen Mifan Intelligent Technology Development Co., Ltd.

Technical Consultant

Asia Best Partner International Freight Forwarding Co., Ltd.

R&D Engineer Intern

Chengdu Institute of Care-Life / Institute of Mountain Hazards and Environment, Chinese Academy of Sciences

R&D Engineer Intern

Inspur Group

Autonomous systems stack

Know the world. Give form to action.

Autonomous robotics, agent systems, machine perception, embedded control, and engineering implementation.

Agentic AI

LLM application harnesses, multi-agent orchestration, tool calling, prompt engineering, and RAG workflows.

LogiAuto / enterprise AI systems

Embodied robotics

AGV and ROV system thinking, SLAM, localisation, navigation, depth sensing, and mobile manipulation.

Sentra One / foundation for underwater autonomy

Perception

Object detection, segmentation, YOLO pipelines, optimisation, and field deployment.

Debris-flow early warning

Embedded control

STM32, ESP32, Arduino, sensor interfaces, low-level actuation, and wireless charging modules.

Sentra One / Touch-Free / PC3

Build practice

Python, C++, Java, MySQL, Linux, ROS, Git, SolidWorks, AutoCAD, fabrication, and circuit assembly.

Across research and product systems

Research · Engineering · Deployment

For paths not yet charted.

For research and engineering collaboration in embodied intelligence, ROVs, and autonomous systems.

walter-hh.yu@polyu.edu.hk

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