Summary: At AISIA (Artificial Intelligence Structural Integrity Analytics) Lab, we are at the forefront of integrating cutting-edge Artificial Intelligence and Machine Learning with advanced Smart Materials to drive innovation in structural health monitoring, energy solutions, and data center efficiency. From the foundational expertise in piezo-metamaterial sensing and traditional SHM, we've expanded our reach to developing AI-powered solutions for sustainable energy management, innovative haptic applications, and optimizing critical infrastructure like data centers and pipelines. Our collaborative environment fosters groundbreaking research and practical applications, pushing the boundaries of what's possible for a safer, more efficient, and sustainable world.
Our innovative spirit is showcased through impactful research projects:
Project 1: Robotic AI-Driven Communication Modules for Enhanced Piezo-Metamaterial Sensing and Structural Health Monitoring This groundbreaking study investigates the role of active communication modules in advanced piezo-metamaterial sensing. We emphasize data optimization through miniaturized sensor kits and AI-driven robots, comparing portable piezo-Arduino sensor kits with three signal display options to a piezo-wireless sensing network kit utilizing robot-based communication modules. We also delve into a dual electromagnetic wave-based sensing approach, generating localized surface plasmon (LSP) and surface plasmon polariton (SPP) waves at sensor interfaces.
Related Article: 2024 Editorial Article "Robotic AI-Driven Communication Modules for Enhanced Piezo-Metamaterial Sensing and Structural Health Monitoring," Journal of Materials Applied Science 5(1): 1010. Read the Article
Project 2: AI-Driven Eco-Friendly Email Management for Enhanced Productivity in the Automotive Industry This project features an innovative Email Multi-classification and Email Ranking model designed to streamline email management. Discover how AI can revolutionize productivity in demanding industrial settings. [Watch the Video/Click the Link] (Watch below under Videos)
Project 3: Predicting Customer Loan Defaults Using AI Algorithms for a Fictitious Shantanu Bank of Singapore Explore how advanced AI algorithms can be leveraged to predict customer loan defaults, providing crucial insights for financial institutions. [Watch the Video/Click the Link] (Watch below under Videos)
AISIA Lab offers the perfect blend of cutting-edge research and practical application, driven by our expertise in:
AI/ML for a Sustainable Future: Since 2024, our Lab has been at the forefront of integrating AI/ML into energy solutions, a key part of our employment at the Energy Research Institute @ NTU. We are committed to continuing this vital work across India, USA, and Singapore, focusing on eco-friendly innovations.
Smart Materials Expertise in Action: Our research is deeply rooted in advanced materials like piezoelectrics, fiber optics, and metamaterials. This profound knowledge is instrumental in developing next-generation smart sensors, actuators, and advanced monitoring systems.
Smart Materials in Haptics Applications: We leverage smart materials such as shape memory alloys, electroactive polymers, and piezoelectric materials to enable advanced tactile (haptic) feedback. Through controlled changes in their properties, these materials enhance user interaction, opening new possibilities in robotics and human-machine interfaces.
Structural Health Monitoring Revolution: AISIA Lab is committed to ensuring the safety and longevity of infrastructure. By synergizing our AI/ML skills with our deep understanding of smart materials, we develop groundbreaking structural health monitoring systems that predict, prevent, and protect.
AI for Data Center Efficiency: Beyond broader energy solutions, AISIA Lab is pioneering specialized AI services for data centers. We empower clients to optimize their infrastructure, significantly improve energy efficiency, and ensure maximum uptime through proactive, AI-powered maintenance and intelligent management.
At AISIA, we are building the future. Together, we'll:
Push the boundaries of AI/ML in the energy sector.
Develop innovative applications for smart materials in structural health monitoring.
Be part of a collaborative environment that fosters groundbreaking research.
Help clients achieve new levels of efficiency with our AI services for data centers.
Dr Nivethitha Somu, Research Fellow
Research Interests: AI, ML, Deep Learning, Algorithms, Heating and Cooling, SkyCam utilization for solar radiance prediction, Data fusion, HVAC systems, Data generation, Phyton programming. Contact: nivethitha.somu@ntu.edu.sg
Mr. Badal Kumar, Research Associate
Research Interests: AI, ML, Deep Learning, Algorithms, Phyton programming, Heating-cooling, HVAC, Robotics. Contact: badal.kumar@ntu.edu.sg
Videos (related to 3 major Projects)
Project 1
Project 2
Project 3
Photos
Nivethitha, Badal (2024-2025 Team)
Nivethitha, Nitin (2024 Team)
HSBC-Team member (2023)
Plastic Pipelines (2026 -