People

Our group consists of people enthusiastic in developing groundbreaking estimation, machine learning, computer vision and signal processing algorithms for creating accurate and reliable navigation and situational awareness based on artificial intelligence for sustainable smart cities.
Laura Ruotsalainen, Professor

Laura Ruotsalainen is a Professor of Spatiotemporal Data Analysis for Sustainability Science at the Department of Computer Science at the University of Helsinki, Finland. She leads the Spatiotemporal Data Analysis (SDA) group, which develops novel machine learning methods for complex spatiotemporal systems, with a focus on computer vision (including diffusion and flow-based models, neural radiance fields and Gaussian splatting), multi-objective hierarchical decision-making, and representation learning.

She serves as Vice-chair of the management board of the and is a member of the steering group of the Finnish Center for AI (FCAI), where she leads AI and Sustainability activities. She serves on the Board of Directors of , where she is responsible for AI research. She is also a professor at the Helsinki Institute of sustainability Science (), which is a cross-faculty research unit in sustainability science within the University of Helsinki.

Klavdiia Bochenina, Postdoctoral researcher

Klavdiia Bochenina is a Postdoctoral Researcher at the Spatiotemporal Data analysis group (SDA), department of Computer Science at the University of Helsinki. She has a PhD in Computer Science on scheduling for cloud computing applications. Before joining the SDA group, she worked as a Senior Researcher and the Head of the Algorithmics of Complex Systems research lab at National Center for Cognitive Studies of ITMO University. In the SDA group she works in the Artificial Intelligence for Urban Low-Emission Autonomous Traffic (AIForLessAuto). Her research interests include complex systems simulation, modelling of socio-economical systems, complex networks, data-driven modelling and forecasting, parallel and distributed computing.

Linsen Gao, Postdoctoral researcher

Linsen Gao is a postdoctoral researcher at the Spatiotemporal Data Analysis (SDA) Group. She received her Ph.D. in Information and Communication Engineering from Harbin Engineering University in 2023. She is currently working on the Matine project, where she improves multiple-object tracking using deep learning, and the AIOSUT project, which focuses on developing advanced artificial intelligence for enhancing urban sustainability. Her research interests include target detection, association, and tracking methods, as well as deep learning and reinforcement learning.

Gousia Habib, Postdoctoral researcher
Dominik Kuczkowski, Doctoral researcher

Dominik Kuczkowski joined SDA group in spring 2024 as a research assistant. Initially he worked with Sara Pyykölä on offline multi-objective reinforcement learning and SUMO simulations. He wrote his master’s thesis on the topic. At the beginning of 2025, Dominik became an FCAI doctoral researcher supervised by Laura Ruotsalainen and Ville Kyrki. In his work he tries to utilize the power of generative vision models, such as diffusion or flow models, to solve complicated computer vision problems in a sample efficient way. He holds a BEng degree in Automatic control, Cybernetics and Robotics from Gdansk University of Technology and a MSc degree in Computer Science from University of Helsinki.

Teemu Sarapisto, Doctoral Researcher

Teemu Sarapisto started as a doctoral researcher in the Spatiotemporal Data Analysis group in the fall of 2022. Before that he worked as a research assistant and did his Bachelor's and Master's degrees in computer science at the University of Helsinki. He has over 5 years of industry experience from working in companies such as Varjo, Yleisradio, and Reaktor among others. Previously he focused on topics such as computer vision, hyperspectral imaging, 3D graphics, and web development. Currently he is working in the space system failure prediction (NASA) project, doing research on machine learning for anomaly detection from high-dimensional sensor data.

Wenzhe (Berry) Tian, Doctoral Researcher

Wenzhe (Berry) Tian started as a doctoral researcher in SDA group at the beginning of 2026. Before that he conducted research in computational imaging and low-level vision. Currently he's working at the intersection of diffusion models, object pose estimation, and world models, aiming to advance 3D and dynamic scene understanding. He wrote his master's thesis on developing a diffusion-based framework for pose estimation task, with a focus on improving the generalization. Previously he received his master's degree of computer science from University of Helsinki and bachelor's degree of software engineering from Northwestern Polytechnical University. 

Niharika Singh, Visiting researcher

Niharika Singh is working as a Visiting Postdoctoral Researcher at the Spatiotemporal Data Analysis group (SDA), Department of Computer Science, and  working jointly at Institute of Urban and Regional Studies (URBARIA) University of Helsinki, Finland on the project CousCOUS (). She works in the field of Artificial Intelligence, with focus on Reinforcement Learning in Smart City planning. She has a PhD (2021) in Electrical and Electronics on Network planning and decision-making in smart power systems, from University Technology Petronas, Malaysia. She comes from the Computer Science and Engineering background. She completed her Master of Technology (M.Tech., 2016) and Bachelor of Technology (B.Tech.,2014) degrees from Kurukshetra University, India. During her Master’s, she worked on the privacy and security in the cloud environment. She is dedicated to exploring innovative algorithms to solve complex planning and decision-making problems, with the aim of adding smartness to our world. Before joining SDA, she was working as an Assistant Professor at Times group Bennett University, India. Also, she has worked as an AI consultant in the industry where she uses her understanding of AI technologies to provide strategic advice to the industry and help drive the company's growth.

Matti Leinonen, Visiting researcher

Matti Leinonen is a visiting researcher in the Spatiotemporal Data Analysis group at the department of Computer Science. He is writing his doctoral thesis in the University of Helsinki focusing on developing deep learning methods for time series prediction and multi-objective reinforcement learning for sustainable urban development.

Co-supervised PhD research

Sergey Nikolskiy is a doctoral student at the Department of Computer Science at the University of Helsinki, Finland. He received his master's degree in Applied Mathematics from Saint-Petersburg State Electrotechnical University in Russia in 2005. His current research is focused on GNSS positioning, sensor fusion and maritime navigation. His area of interest includes software GNSS receivers, improving accuracy, detection and mitigation of errors as well as development of spatial data processing algorithms, creation of derivative data products and visualization of spatial data. At the moment he works at the Finnish Geospatial Research Institute, Finland, in the Satellite and Radio Navigation research group. Before that he had been a software developer dealing mostly with Java and PostgreSQL in GIS-related projects. His PhD research is jointly supervised by Professor Laura Ruotsalainen and PhD Zahidul Bhuiyan from the FGI.

 

Haoyu Wei, Doctoral researcher

(Cosmo) Haoyu Wei started his Ph.D. in the fall 2022, co‑supervised by Associate Professor Arto Klami, and Professor Laura Ruotsalainen. Currently he is working in the space system failure prediction project with Teemu Sarapisto, doing research on deep learning for time-series analysis and  anomaly detection from high-dimensional sensor data. Before he received his Master’s degree in data science from the University of Helsinki and Bachelor’s degree in Control Engineering from Zhejiang University.

Team photos Here you can view a selection of our team photos throughout the years.
Past members

Graduated PhD Researchers  

Outi Savolainen (2026)

Niclas Joswig (2024)

Anna Brauer (2024)

Laura Uusitalo (2022)

Postdoctoral researchers  

Zhe Yan

Arul Elango Ganapathy

Ahmed Al-Tahmeesschi

Chengmin Zhou

Other

Xinhua Tang, Visiting researcher

Banu Turkmen, Research Coordinator

Ilari Pajula, Research assistant

Ofia Rahman Alif, Research assistant

Attofa Akhtar, Research assistant

Nasti Pelvo, Research assistant

Kari Ojala, Research assistant

Antti Leikas, Research assistant

Volodymyr Beimuk, Research assistant