COMMUNICATION · CONTROL · INTELLIGENCE

MINGRUIZHENG

郑铭睿

Ph.D. Student · Course of Systems Science and Informatics

Hokkaido University · Sapporo, Japan

I study communication-control co-design for autonomous networked systems, with particular interests in multi-UAV systems, wireless networking, optimization, cyber-physical security, and learning-augmented decision making.

Multi-UAV AutonomyCommunication–Control Co-DesignSecure Wireless IoTEdge Intelligence & VNFCyber-Physical SecurityLearning-Augmented Optimization

RESEARCH LOOP

Autonomous Networked Systems

Closed-loop feedback: control needs reshape what should be communicated and computed.

Security & Resilience Edge Intelligence Multi-UAV & IoT

01 / RESEARCH

Selected Research

I study communication-control co-design for autonomous networked systems, with particular interests in multi-UAV systems, wireless networking, optimization, cyber-physical security, and learning-augmented decision making.

01

Research Direction 01

Communication–Control Co-Design

Jointly optimize wireless communication, computation, and control decisions according to control urgency, uncertainty, and risk.

MPCResource AllocationWireless
02

Research Direction 02

Multi-UAV Systems & Autonomous Exploration

Study scalable coordination, mobility, map sharing, and safety-aware planning for teams of autonomous UAVs.

Multi-UAVMappingTrajectory Planning
03

Research Direction 03

Learning-Augmented Optimization

Use graph learning, imitation learning, and expert-guided prediction to accelerate difficult combinatorial optimization while preserving feasibility.

GNNMILPImitation Learning
04

Research Direction 04

Cyber-Physical Security & Resilience

Model attacks, authentication overhead, and network uncertainty inside control and resource-allocation problems for resilient connected systems.

DDoSRiskResilience
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Research Direction 05

UAV/IoT Edge Computing & VNF Orchestration

Coordinate UAV deployment, service-function placement, task offloading, routing, and energy constraints in edge networks.

Edge ComputingVNFOffloading
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Research Direction 07

Secure & Energy-Aware Wireless IoT

Study physical-layer security, energy harvesting, solar-powered networking, and secure data collection in resource-constrained IoT systems.

Physical-Layer SecurityEnergy HarvestingIoT

02 / PUBLICATIONS

Selected Publications

View all →

03 / NEWS

Latest News

Our paper on DDoS-resilient distributed MPC for multi-UAV assisted IoT networks was accepted by IEEE Internet of Things Journal.

Started doctoral research at Hokkaido University.

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ResearchResearch↗PublicationsPublications↗ProjectsProjects↗Study NotesStudy Notes↗CVCV↗PublicationsMax-Min Secrecy Rate for UAV-Assisted Energy Harvesting IoT Networks↗PublicationsRisk-Aware Joint Communication and Control Resource Allocation for Secure Vehicle Platoons↗PublicationsMalware Aware UAV-Assisted Data Collection and Processing in Solar-Powered IoT Networks↗PublicationsJoint Function Configuration and Multislot Offloading in Solar-Powered Serverless Edge Computing↗PublicationsDoc2Control: LLM-Guided Scheduling and Control for UAV-Assisted Campus Vehicles↗PublicationsDistributed MPC for DDoS-Resilient Control and Communication Optimization in Multi-UAV Assisted IoT Smart Agriculture Networks↗PublicationsGIMA: Scalable GNN-Assisted VNF-Aware UAV Deployment in Post-Disaster Edge Computing↗PublicationsWearable Fatigue-Related Risk Scoring under Domain Shift: Dual-Stream Fusion with Energy-Adaptive Soft Gating↗PublicationsGaussLink: Control-Oriented 3D Gaussian Map Sharing for Safe Multi-UAV Exploration under Limited Bandwidth↗PublicationsSolar-Aware DNN Split Inference and Resource Allocation in MEC Networks↗PublicationsBeyond the Previous Layer: Residual Structure and Conditional Complementarity in Sparse MoE Routing↗PublicationsGravity-Aware Hierarchical Routing for Lightweight SensorLLM on Human Activity Recognition↗PublicationsA Graph Neural Network-Based Method for Collaborative Post-Disaster UAV Deployment↗ResearchCommunication–Control Co-Design↗ResearchMulti-UAV Systems & Autonomous Exploration↗ResearchLearning-Augmented Optimization↗ResearchCyber-Physical Security & Resilience↗ResearchUAV/IoT Edge Computing & VNF Orchestration↗ResearchLLM-Guided Scheduling & Control↗ResearchSecure & Energy-Aware Wireless IoT↗ResearchIntelligent Sensing & Lightweight AI↗ProjectsMalware-Aware UAV-Assisted Solar-Powered IoT↗ProjectsDistributed MPC for DDoS-Resilient Multi-UAV Smart Agriculture↗ProjectsDoc2Control: LLM-Guided Scheduling and Control↗ProjectsRisk-Aware Secure Vehicle Platoons↗ProjectsGIMA: GNN-Assisted VNF-Aware UAV Deployment↗ProjectsGaussLink: Control-Oriented 3D Gaussian Map Sharing↗Study NotesReinforcement Learning Study Notes↗Study NotesMPC Study Notes↗Study NotesControl Theory Study Notes↗Study NotesFrank–Wolfe Algorithm Study Notes↗