Concept Milestone Poster Reflection Blog

Last week presented my research poster on “Sensor-Driven Digital Twin Framework for Collision Prevention in Autonomous Systems.” The poster focused on my investigation into improving perception reliability in autonomous vehicles through multi-sensor fusion and simulation-based validation.

The main concept of my poster was to demonstrate how combining camera-based computer vision, LiDAR distance sensing, and mmWave radar velocity measurement can improve robustness compared to single-sensor approaches. I also explained how Time-to-Collision estimation is used to assess collision risk and how the CARLA simulator is used to evaluate system behaviour in controlled environments. My aim was to clearly communicate that this is a research project focused on improving safety and validation methods rather than simply building a prototype vehicle.

Feedback I Received

The feedback from other students was mostly positive. Several comments highlighted that the technical depth of the project was strong and that the research focus was clear. Some students mentioned that the concept of combining digital twin methodology with multi-sensor fusion made the project feel innovative and relevant to current autonomous systems research.

However, I also received constructive feedback. A few students suggested that my main system diagram could be clearer and that the flow of data between sensors and processing units should be visually simplified. Others commented that reducing text and increasing visual explanation would improve readability from a distance. One comment noted that clarifying the difference between simulation and digital twin would strengthen the conceptual explanation.

Overall, the feedback helped me realise that visual communication is just as important as technical accuracy in a research poster.

Feedback I Gave to Others

While reviewing other students’ posters, I focused on clarity, structure, and visual hierarchy. In several cases, I suggested simplifying dense text blocks and replacing them with diagrams or concise summaries. I also commented on the importance of making the problem statement immediately clear so that viewers understand the purpose of the project within the first few seconds.

For projects that were more product-oriented, I recommended strengthening the research justification behind the concept. For highly technical posters, I suggested improving layout balance and ensuring diagrams clearly support the written explanation. I tried to provide constructive feedback that would help improve both the communication and research clarity of each project.

What I Learned

This session highlighted the importance of designing a poster for visual impact rather than treating it like a written report. I learned that strong diagrams and clear structure are essential for communicating complex engineering research effectively. It also reinforced how valuable peer feedback is in refining both technical explanation and presentation style.

Moving forward, I plan to refine my system architecture diagram, reduce unnecessary text, and ensure that the relationship between multi-sensor fusion and the digital twin framework is visually clearer. This milestone has helped shape how I will approach the final poster and future presentations of my research.

Image 1 : Project Poster