PAGE CONTENTS
Objectives
The primary goal of this project is to enhance our collective
understanding of the advantages and challenges associated with employing generative AI in satellite communication (SatCom) design. It seeks to pinpoint the most advanced tools and methods presently utilised in generative AI across various industries, determining their relevance to the SatCom sector and the necessary modifications to tailor these tools for SatCom applications.
The task also includes the delivery of three proof-of-concept generative design tools.
Ultimately, the project outlines a detailed plan for integrating these tools into SatCom design, complete with projected timelines and development expenses.
Challenges
The primary challenge of this project lies in the untested nature and complexity of generative AI techniques within the SatCom domain. These AI technologies, while promising, present a steep learning curve and uncertainty regarding their direct applicability and effectiveness in SatCom design.
It is essential to ensure that the AI-generated solutions are not only innovative but also practical, manufacturable, and compliant with industry standards. Additionally, the success of generative AI heavily relies on the availability and quality of data.
System Architecture
Using state-of-the-art AI techniques, such as diffusion models and transformers, we aim to embed generative AI within the design processes. We use cloud computing and GPUs to process and analyse vast amounts of data efficiently.
The project covers the delivery of software proof-of-concepts of the following key components:
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A generative model capable of delivering 3D designs for SatCom parts.
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Large Language Models (LLMs) as design support, offering an innovative way to interact with design software.
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A diffusion-based satellite image generator.
To ensure these tools are accessible and user-friendly, a user interface is provided that allows people to experiment with and explore the capabilities of our software.
Plan
This project spans 9 months, starting from the 1st of July 2024.
The project tasks include:
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Survey and Assessment of Current Generative AI Techniques
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Identification of Potential SatCom Applications for Generative Design
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Development of Generative AI Models
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Hardware Assessment
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Programmatic Legal and Development Gaps
Milestone 1 is achieved upon completing tasks 1 and 2, followed by Milestone 2 with the completion of task 3. The final milestone is reached at the project’s conclusion.
Additionally, a workshop with industry experts takes place at the end of Task 2.
Current Status
The project, started on 1st July 2024, is progressing well. Currently, a literature review on the state-of-the-art (SOTA) in generative design is underway, laying the foundational understanding necessary for the project’s success. The next phase involves a comprehensive review of SOTA tools in satellite communication (SatCom) design, set to begin shortly. This sequential approach ensures a thorough exploration of existing knowledge and technologies, moving the project from its initial feasibility study towards a more developed and demonstrative phase.
Companies
