Mr. Emmnaouil-Marinos Mantalas | Neural Networks | Best Researcher Award

Undergraduate | University of West Attica | Greece

Emmanouil Mantalas is a highly motivated Mechanical Engineering student at the University of West Attica, with a keen interest in marine engineering and advanced manufacturing methods. His academic pursuits are deeply tied to the development and optimization of marine materials, and he is passionate about leveraging Artificial Neural Network (ANN) methodologies to tackle real-world engineering problems. Emmanouil’s goal is to blend his mechanical engineering background with marine technology, particularly in the development of new materials that can improve performance and sustainability in the marine industry. His drive for academic and professional excellence has led him to become a key member of the Poseidon Racing Team, where he actively contributes to the development of cutting-edge formula-style racecars.

Profile

Orcid

Education

Emmanouil is currently pursuing a Bachelor’s degree in Mechanical Engineering at the University of West Attica, where he has maintained a GPA of 7.15/10. Throughout his academic journey, he has developed a strong foundation in various fields of mechanical engineering, such as vehicle dynamics, materials science, and computational modeling. Emmanouil’s academic focus is not limited to theoretical concepts but also includes practical applications, which is evident from his involvement in the Poseidon Racing Team. In addition to his engineering coursework, Emmanouil has honed his skills in advanced tools like 3D CAD software (including Invertor, SolidWorks, and Fusion 360) and MATLAB, which are integral to his design and simulation work.

Experience

Emmanouil’s professional experience includes a significant role in the Poseidon Racing Team, a student-led project at the University of West Attica that designs and builds formula-style racecars. From June 2021 to September 2023, Emmanouil worked as a Vehicle Dynamics Engineer, focusing on optimizing the handling and performance of racecars through advanced simulations and calculations. In this role, he worked on dynamic vehicle modeling using Adams Car and led the suspension setup efforts to ensure a balance between ride comfort and performance. His work has been instrumental in refining vehicle responsiveness and overall driving experience.

Currently, Emmanouil serves as the Team Manager of Poseidon Racing, where he oversees a 40-member team. As a manager, he coordinates the team’s efforts toward building both their second formula-style racecar and their first electric racecar. Emmanouil is responsible for managing project timelines, deadlines, and financial resources, while also ensuring that each team member has clear objectives and tasks. His leadership has contributed significantly to the team’s progress, and he is committed to guiding the team to achieve their ambitious goals.

Research Interests

Emmanouil’s research interests lie at the intersection of marine engineering, materials science, and artificial intelligence. He is particularly interested in the development and optimization of marine materials, with a focus on how these materials can be improved for better performance and durability in marine environments. Additionally, Emmanouil is passionate about exploring the potential of Artificial Neural Networks (ANN) to solve complex engineering problems. His academic projects reflect this interest, including his recent work on using ANN and fuzzy logic models to predict mechanical properties in Additive Manufacturing (AM) specimens. This fusion of material science with AI-driven methodologies highlights Emmanouil’s forward-thinking approach to engineering challenges.

Awards

Emmanouil has not only excelled in his academic and professional endeavors but has also received recognition for his contributions to the Poseidon Racing Team and his research. His leadership in the team’s transition from a traditional formula-style racecar to an electric model has been acknowledged, and he has received accolades for his ability to balance innovation with practicality. Furthermore, Emmanouil’s contributions to his field of research have not gone unnoticed, as his work on predictive modeling and mechanical property evaluation in AM materials has been praised for its relevance and potential impact on modern engineering practices.

Publications

1. Mantalas, E., Sagias, V. D., Zacharia, P., & Stergiou, C. I. (2024). Neuro-Fuzzy Model Evaluation for Enhanced Prediction of Mechanical Properties in AM Specimens. Applied Sciences, MDPI. https://doi.org/10.3390/app15010007

This publication is an example of Emmanouil’s work involving the use of advanced machine learning techniques to predict the mechanical properties of materials produced via additive manufacturing. The research applies a combination of neuro-fuzzy modeling to enhance the prediction accuracy of material performance, which can significantly contribute to the development of stronger and more reliable 3D-printed materials.

Conclusion

Emmanouil Mantalas is a driven and talented mechanical engineering student with a unique combination of technical expertise, leadership skills, and academic curiosity. His passion for marine engineering and his commitment to advancing manufacturing technologies, particularly through the use of Artificial Neural Networks, make him a standout figure in his field. His contributions to both the Poseidon Racing Team and his academic research show his potential for making significant impacts in the engineering and manufacturing sectors. Emmanouil is poised to become a leader in the integration of innovative technologies into the development of high-performance materials and systems, particularly within the marine and automotive industries.