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        <title>Robotic & Microcontroller Educational Knowledgepage - Network of Excellence</title>
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        <title>Application Domains – Aerial, Ground, and Marine Vehicle Architectures</title>
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        <description>Application Domains – Aerial, Ground, and Marine Vehicle Architectures

Application Domains Overview

Autonomous systems operate across diverse environments that impose unique constraints on perception, communication, control, and safety. While all share a foundation in modular, layered architectures, the operational domain strongly influences how these layers are implemented</description>
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        <title>Autonomous Vehicles</title>
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        <description>Autonomous Vehicles

[ Bachelors (1st level) classification icon ]



Autonomous vehicles, also known as self-driving vehicles, are platforms that can move and make decisions without direct human intervention. They use advanced technologies such as artificial intelligence, sensors, cameras, and navigation systems to analyze their surroundings and make decisions in real time. Autonomy of mobile vehicles means the ability to independently determine their own control signals. In the case of mobile …</description>
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        <title>Definitions, Classification, and Levels of Autonomy</title>
        <link>https://home.roboticlab.eu/en/safeav/as/autolevels?rev=1760958332&amp;do=diff</link>
        <description>Definitions, Classification, and Levels of Autonomy

[ Bachelors (1st level) classification icon ]



Autonomy of unmanned systems refers to their ability to self-manage, make decisions, and complete tasks with minimal or no human intervention. The scope of autonomy ranges from zero to full capability, often defined through models, and encompasses four fundamental functions: perception, orientation, problem-solving (planning), and action. Advances in autonomy enable unmanned systems to learn, ad…</description>
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        <title>Intersection of Autonomy with Governance</title>
        <link>https://home.roboticlab.eu/en/safeav/as/automanual?rev=1751460975&amp;do=diff</link>
        <description>Intersection of Autonomy with Governance

[ Bachelors (1st level) classification icon ]



In most cases, the generic V&amp;V process must grapple with massive ODD spaces, limited execution capacity, and high cost of evaluation. Further, all of this must be done in a timely manner to make the product available to the marketplace.  Traditionally, the V&amp;V regimes have been bifurcated into two broad categories: Physics-Based and Decision-Based. We will discuss the key characteristics of each now.</description>
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        <title>Domain-Specific Challenges in Autonomy</title>
        <link>https://home.roboticlab.eu/en/safeav/as/challenges?rev=1760957088&amp;do=diff</link>
        <description>Domain-Specific Challenges in Autonomy

[ Bachelors (1st level) classification icon ]



Autonomous technologies and robotics are redefining possibilities, improving efficiency and safety across sectors. Advanced applications such as self-driving vehicles, crop and harvesting robots rely on precise GNSS/GPS positioning and require centimeter-level accuracy to function properly. As the domain of autonomous applications expands, the ability to use reliable, real-time GNSS/GPS correction services b…</description>
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        <title>Cybersecurity</title>
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        <description>Cybersecurity

[ Bachelors (1st level) classification icon ]



Drones&#039; cybersecurity covers all aspects of IT security systems, but due to their autonomous operations and the physical presence of potentially dangerous devices, they could have a far greater impact on outcomes, including life-threatening incidents. This is related to their physical presence, including commonly relatively high weight (compared to the human body), high operational speeds and thus large impact energy.</description>
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        <title>Legal, Ethical, and Regulatory Frameworks</title>
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        <description>Legal, Ethical, and Regulatory Frameworks

[ Bachelors (1st level) classification icon ]




Figure 1

In society, products operate within the confines of a legal governance structure. The legal governance structure is one of the great inventions of civilization and its primary role is to funnel 
disputes from unstructured expression and perhaps even violence to the domain of courts (figure 1). To be effective, legal governance structures must be perceived as fair and predictable. The objective …</description>
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        <dc:date>2025-10-17T08:57:55+00:00</dc:date>
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        <title>General Concepts of Architecture for Autonomous Systems</title>
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        <description>General Concepts of Architecture for Autonomous Systems

Software architecture represents the high-level structure of a system, outlining the organisation of its components, their relationships, and the guiding principles governing their design and evolution. In autonomous systems, architecture defines how perception, planning, and control modules interact to achieve autonomy while maintaining safety, reliability, and performance</description>
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        <title>Typical Hardware Integration Procedures &amp; Supply Chain Management Approaches</title>
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        <description>Typical Hardware Integration Procedures &amp; Supply Chain Management Approaches

Hardware integration is a structured, iterative process designed to ensure that all components — sensors, processors, actuators, and communication modules — work together seamlessly and safely. In autonomous systems, integration must account for functional, electrical, mechanical, and software–hardware interfaces simultaneously</description>
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        <title>Reference Architectures for Autonomous Systems</title>
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Reference architectures serve as standardised templates guiding the design of specific systems. They establish a common vocabulary, promote interoperability, and enable systematic validation.

ROS and ROS 2 Framework</description>
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        <title>Supply Chain Concepts &amp; Challenges in Autonomous Systems</title>
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        <description>Supply Chain Concepts &amp; Challenges in Autonomous Systems

In the context of modern engineering and technology industries, a supply chain refers to the network of organisations, resources, and processes involved in the design, procurement, manufacturing, and delivery of a product or system</description>
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Supply Chain Management (SCM) refers to the strategic coordination of procurement, production, logistics, and distribution processes to ensure timely and cost-effective delivery of materials and systems</description>
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        <title>Typical Autonomous System Software Architecture</title>
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        <description>Typical Autonomous System Software Architecture

Autonomous systems, regardless of their physical domain — ground, aerial, or marine — share a common architectural logic that structures how data flows from sensors to decision-making and control units. This section explores the typical functional architecture and the operational pipeline that enable autonomous behaviour.</description>
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        <dc:date>2025-10-17T09:36:41+00:00</dc:date>
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        <title>Ground, Aerial, and Marine Vehicle Architectures</title>
        <link>https://home.roboticlab.eu/en/safeav/as/uas?rev=1760693801&amp;do=diff</link>
        <description>Ground, Aerial, and Marine Vehicle Architectures

[ Bachelors (1st level) classification icon ]

Introduction

Over the past two decades, the rapid evolution of digital technologies has transformed the design, deployment, and operation of autonomous systems. The advancements in artificial intelligence (AI), robotics, and advanced sensors have driven the emergence of intelligent platforms, which, depending on their application domain and specifics, are capable of operating with limited or no huma…</description>
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    <item rdf:about="https://home.roboticlab.eu/en/safeav/as/vreq?rev=1758198828&amp;do=diff">
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        <dc:date>2025-09-18T12:33:48+00:00</dc:date>
        <dc:creator>Anonymous (anonymous@undisclosed.example.com)</dc:creator>
        <title>Validation Requirements across Domains</title>
        <link>https://home.roboticlab.eu/en/safeav/as/vreq?rev=1758198828&amp;do=diff</link>
        <description>Validation Requirements across Domains

[ Bachelors (1st level) classification icon ]



In terms of domains, the Operational Design Domain (ODD) is the driving factor, and typically have two dimensions. The first is the operational model and the second is the physical domain (ground, airborne, marine, space). In terms of ground, Passenger AVs are perhaps the most well-known face of autonomy, with robo-taxi services and self-driving consumer vehicles gradually entering urban environments. Compan…</description>
    </item>
    <item rdf:about="https://home.roboticlab.eu/en/safeav/as/vvintro?rev=1751126467&amp;do=diff">
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        <dc:date>2025-06-28T16:01:07+00:00</dc:date>
        <dc:creator>Anonymous (anonymous@undisclosed.example.com)</dc:creator>
        <title>Introduction to Validation and Verification in Autonomy</title>
        <link>https://home.roboticlab.eu/en/safeav/as/vvintro?rev=1751126467&amp;do=diff</link>
        <description>Introduction to Validation and Verification in Autonomy

[ Bachelors (1st level) classification icon ]



As discussed in the governance module, whatever value products provide to their consumers is weighed against the potential harm caused by the product, and leads to the concept of legal product liability. From a product development perspective, the combination of laws, regulations, legal precedence form the overriding governance framework around which the system specification must be construc…</description>
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