Assistant Professor | Poznan University of Technology | Poland
Dr. Marzena Banach is a researcher specializing in smart city technologies, environmental monitoring systems, and hardware-efficient artificial intelligence. Her research focuses on intelligent air-pollution sensing, remote sensing analytics, low-power embedded systems, and AI-driven environmental prediction models, with emerging interests in sustainable urban infrastructure and smart architectural solutions. She has held key research roles in multidisciplinary projects addressing smart cities, intelligent transportation systems, and environmental data acquisition, contributing extensively to both academic and applied research initiatives. Dr. Banach’s major contributions include the development of hardware-optimized sensor architectures, novel neural-network training schemes for air-quality prediction, and high-resolution pollution mapping frameworks deployed in dense urban environments. Her work has advanced real-time environmental monitoring, informed sustainable urban planning, and strengthened data-driven decision-making in smart city ecosystems. Through her research, she aims to bridge intelligent electronics, environmental sustainability, and urban innovation to support resilient, technology-enabled cities worldwide.
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