Master'sAutomotive & Motorsport Applications open

Master’s in MUM-T Integration (UGV/UAV) and Collaborative Teaming Engineering

Online master's programme of 1,900 hours in MUM-T integration (UGV/UAV) and collaborative teaming engineering. 12 modules covering STANAG 4586, SAE AS5669 (JAUS), STANAG 4754 (NGVA), UGV and UAV platforms, interoperability, human-machine interaction, cooperative perception and planning, ethics and testing, using ROS 2, Gazebo and Nav2, with an assigned technical tutor.

Duration1900 h
ModeOnline
LanguageEnglish
Start datesSet by the faculty
AwardSEIUM Institute diploma
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Learning outcomes

What you will be able to do

01

Understand manned-unmanned teaming concepts.

02

Integrate air and ground platforms into a cooperative system.

03

Apply interoperability standards such as STANAG 4586 and JAUS.

04

Design human-machine interfaces with adjustable autonomy.

05

Develop cooperative perception and planning strategies.

06

Assess the ethical and regulatory implications of mixed systems.

07

Plan the verification and testing of MUM-T systems.

Profile

Who it's for

  • MUM-T integration engineers combining manned and unmanned platforms.
  • Ground robotics engineers developing UGVs and their autonomy.
  • Human-machine interaction specialists designing operator interfaces.
  • Autonomy engineers working on cooperative perception and planning.
  • Interoperability engineers applying STANAG 4586, JAUS and NGVA.
  • Unmanned systems test engineers planning SIL, HIL and field trials.
  • Engineering or science graduates aiming to enter the defence and security sector.
Standards & tools

What you'll work with

  • STANAG 4586 (standard interfaces of UAV control systems)
  • SAE AS5669 (JAUS, Joint Architecture for Unmanned Systems)
  • STANAG 4754 (NATO Generic Vehicle Architecture, NGVA)
  • ISO 26262 (functional safety of road vehicles)
  • IEC 61508 (functional safety of electrical, electronic and programmable systems)
  • Regulation (EU) 2024/1689 (Artificial Intelligence Act)
  • Implementing Regulation (EU) 2019/947 (UAS operations)
  • ROS 2
  • Gazebo
  • Nav2
  • QGroundControl
  • Radio Mobile
Syllabus

12 modules · 1900 h

  1. 1.1The MUM-T concept and levels of interoperability
  2. 1.2LOI levels according to STANAG 4586
  3. 1.3Collaborative teaming and loyal platforms
  4. 1.4Human factors in mixed teams
  5. 1.5Civil use cases: rescue, firefighting and inspection
  6. 1.6General architecture of a MUM-T system
  7. 1.7Air-ground and ground-ground comparison
  8. 1.8Technical and organisational challenges
  9. 1.9Ethical considerations and human control
  10. 1.10Case study: analysis of a firefighting scenario
  1. 2.1Architecture of unmanned ground vehicles
  2. 2.2Electric and hybrid propulsion
  3. 2.3Mobility over varied terrain
  4. 2.4Ground perception sensors
  5. 2.5Follow-me and convoy autonomy
  6. 2.6Logistic support robots
  7. 2.7Teleoperation and shared autonomy
  8. 2.8Functional safety of UGVs
  9. 2.9Open architectures for UGVs
  10. 2.10Lab: UGV in Gazebo with Nav2
  1. 3.1Fixed-wing and multirotor UAVs for teaming
  2. 3.2Launch and recovery from vehicles
  3. 3.3Flight autonomy and tracking
  4. 3.4Energy management and handover
  5. 3.5Civil reconnaissance payloads
  6. 3.6Air-ground spatial coordination
  7. 3.7UAV operating regulations
  8. 3.8Interfaces with manned platforms
  9. 3.9Reliability and maintenance
  10. 3.10Practical exercise: coordinated air-ground mission in simulation
  1. 4.1STANAG 4586 and levels of interoperability
  2. 4.2JAUS architectures and SAE AS5669
  3. 4.3ROS 2 and DDS as middleware
  4. 4.4Common data models
  5. 4.5Message and service interoperability
  6. 4.6Generic Vehicle Architecture and NGVA
  7. 4.7Conformance profiles
  8. 4.8Interoperability testing
  9. 4.9Cybersecurity at interfaces
  10. 4.10Workshop: JAUS-ROS 2 message bridge
  1. 5.1User-centred design
  2. 5.2Multimodal interfaces: voice, gestures and touch
  3. 5.3Workload and NASA-TLX
  4. 5.4Team situational awareness
  5. 5.5Adjustable and adaptive autonomy
  6. 5.6Trust and transparency of autonomy
  7. 5.7Alert and attention management
  8. 5.8Operator training
  9. 5.9SUS usability assessment
  10. 5.10Practical exercise: interface evaluation with NASA-TLX
  1. 6.1Relative localisation between platforms
  2. 6.2Collaborative air-ground mapping
  3. 6.3Using UAVs to guide UGVs
  4. 6.4Distributed sensor fusion
  5. 6.5Cooperative detection and tracking
  6. 6.6Navigation in GNSS-degraded environments
  7. 6.7Synchronisation of reference frames
  8. 6.8Quality of shared data
  9. 6.9Scalability of perception
  10. 6.10Lab: collaborative map with aerial and ground data
  1. 7.1Task allocation among heterogeneous agents
  2. 7.2Constrained multi-agent planning
  3. 7.3Hierarchical mission management
  4. 7.4Shared behaviour trees
  5. 7.5Dynamic replanning
  6. 7.6Intermittent communication and autonomy
  7. 7.7Temporal and spatial coordination
  8. 7.8Optimisation of energy resources
  9. 7.9Mission simulation
  10. 7.10Case study: search and rescue mission plan
  1. 8.1Command and control links
  2. 8.2Mesh networks between platforms
  3. 8.3Video and data links
  4. 8.4Latency and its effect on teleoperation
  5. 8.5Airborne communication relays
  6. 8.6Spectrum management
  7. 8.7Link security
  8. 8.8Communications in urban environments
  9. 8.9Coverage planning
  10. 8.10Practical exercise: coverage study with Radio Mobile
  1. 9.1International humanitarian law and autonomy
  2. 9.2Meaningful human control
  3. 9.3Legal review of new technologies
  4. 9.4European AI Regulation
  5. 9.5Functional safety ISO 26262 and IEC 61508
  6. 9.6UAS regulations in the EU
  7. 9.7Liability in mixed systems
  8. 9.8Privacy in data capture
  9. 9.9Ethical governance of design
  10. 9.10Workshop: ethical assessment of a MUM-T concept
  1. 10.1Simulation of MUM-T scenarios
  2. 10.2SIL and HIL testing
  3. 10.3Experimentation with users
  4. 10.4Team performance metrics
  5. 10.5Staged field testing
  6. 10.6Risk management during testing
  7. 10.7Validation of autonomy
  8. 10.8Documentation and traceability
  9. 10.9Lessons learned from exercises
  10. 10.10Lab: test plan for a mixed system
  1. 11.1Integration into existing vehicles
  2. 11.2Open and modular architectures
  3. 11.3Logistic support of mixed systems
  4. 11.4Training and employment doctrine
  5. 11.5Costs and feasibility analysis
  6. 11.6European ground robotics programmes
  7. 11.7Transfer to civil uses
  8. 11.8Organisational change management
  9. 11.9Technology roadmap
  10. 11.10Case study: feasibility analysis of a MUM-T programme
  1. 12.1Definition of the teaming scenario
  2. 12.2State-of-the-art review
  3. 12.3Architecture of the mixed system
  4. 12.4Interface and autonomy design
  5. 12.5Mission simulation
  6. 12.6User evaluation
  7. 12.7Ethical and regulatory analysis
  8. 12.8Conclusions and future work
  9. 12.9Master's Thesis report
  10. 12.10Master's Thesis: defence before a panel
Methodology, software & labs

How you'll learn

100% online training on the SEIUM campus, with downloadable material, recorded classes and an assigned technical tutor. There are no fixed timetables: you progress at your own pace within the intake, so the programme can be combined with work.

Each module combines theory, guided reading of the original standard and applied exercises. The working software is ROS 2, Gazebo, Nav2, QGroundControl and Radio Mobile, in free, academic or evaluation versions. Practical work is based on real procedures for simulating cooperative air-ground missions, evaluating interfaces with operators and staged field testing of platforms. Assessment is continuous by module, plus the final Master's Thesis.

Standards covered: STANAG 4586, SAE AS5669 (JAUS), STANAG 4754 (NGVA), ISO 26262, IEC 61508, Regulation (EU) 2024/1689, Implementing Regulation (EU) 2019/947.

Assigned technical tutor:every module ends with a deliverable that your tutor marks individually.
Standards-based learning:guided reading of STANAG 4586, SAE AS5669 (JAUS) and STANAG 4754 (NGVA) applied to real cases, not as a theoretical annex.
Industry software:ROS 2, Gazebo, Nav2, QGroundControl and Radio Mobile, in free, academic or evaluation versions.
Master's Thesis with defence:A MUM-T teaming project, covering scenario definition, mixed-system architecture, interface and autonomy design, mission simulation, user evaluation and ethical and regulatory analysis, defended before a panel.
Flexible format:100% online, no fixed timetables, compatible with full-time work.
Capstone project

Build it end to end

Your final project follows the real engineering workflow, step by step, reviewed by your tutor.

Teaming scenario
Define a civil teaming scenario and review the state of the art.
Mixed-system architecture
Design the architecture of the cooperative UGV/UAV system.
Interface and autonomy
Design the operator interface and adjustable autonomy levels.
Mission simulation
Simulate the mission and evaluate it with users.
Master's Thesis
A complete MUM-T teaming project with ethical and regulatory analysis, defended before a panel.
Career opportunities

Where this takes you

MUM-T integration engineerGround robotics engineerHuman-machine interaction specialistAutonomy engineerInteroperability engineerUnmanned systems test engineer
Admissions & scholarships

Requirements

  • University degree in engineering, science or architecture, or equivalent demonstrable professional experience.
  • Internet connection and a computer capable of running the programme software.
  • English sufficient to read technical standards.

Ready to start?

Send your application today. Our admissions team replies within 72 hours with your study plan and funding options.

FAQ

Frequently asked questions

The programme totals 1,900 hours over 12–14 months. You set your own pace within each intake, and your tutor helps you plan the workload around your job.

You work with ROS 2, Gazebo, Nav2, QGroundControl and Radio Mobile, using free, academic or evaluation versions. Your tutor indicates the free alternative wherever one exists.

A SEIUM Institute diploma, awarded on passing the continuous assessment and the Master's Thesis. It is SEIUM's own qualification, not an official state degree; its recognition depends on the programme completed and the regulations of each country.

Yes. Modules passed in a course or postgraduate diploma in the same area are recognised in the higher programme. Ask about the recognition policy when you enrol.

A degree in engineering, science or architecture (or equivalent professional experience), a suitable computer and English sufficient to read technical standards.

Start dates are set by SEIUM's faculty for each intake. Our admissions team will confirm the next available date when you apply.

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