RESEARCH

Publications

Scientific publications on AI, computer vision, and cybersecurity.

Alatalo, J., Heilimo, E., Rantonen, M., Väänänen, O., & Sipola, T. (2025). Reducing emissions using artificial intelligence in the energy sector: A scoping review. Applied Sciences, 15(2), Article 999. https://doi.org/10.3390/app15020999

Alatalo, J., Sipola, T., & Kokkonen, T. (2024). Food supply chain cyber threats: A scoping review. In A. Rocha, H. Adeli, G. Dzemyda, F. Moreira, & V. Colla (Eds.), Information systems and technologies (Vol. 801, pp. 94–104). Springer. https://doi.org/10.1007/978-3-031-45648-0_10

Alatalo, J., Sipola, T., & Rantonen, M. (2023). Improved difference images for change detection classifiers in SAR imagery using deep learning. IEEE Transactions on Geoscience and Remote Sensing, 61, 1–14. https://doi.org/10.1109/tgrs.2023.3324994

Alatalo, J., Korpihalkola, J., Sipola, T., & Kokkonen, T. (2022). Chromatic and spatial analysis of one-pixel attacks against an image classifier. In M.-A. Koulali & M. Mezini (Eds.), Networked systems (Vol. 13464, pp. 303–316). Springer. https://doi.org/10.1007/978-3-031-17436-0_20
Alatalo, J., Sipola, T., & Kokkonen, T. (2022). Detecting one-pixel attacks using variational autoencoders. In A. Rocha, H. Adeli, G. Dzemyda, & F. Moreira (Eds.), Information systems and technologies (Vol. 468, pp. 611–623). Springer. https://doi.org/10.1007/978-3-031-04826-5_60
Sipola, T., Alatalo, J., Kokkonen, T., & Rantonen, M. (2022). Artificial intelligence in the IoT era: A review of edge AI hardware and software. In 2022 31st Conference of Open Innovations Association (FRUCT) (pp. 320–331). IEEE. https://doi.org/10.23919/fruct54823.2022.9770931

Kokkonen, T., Puuska, S., Alatalo, J., Heilimo, E., & Mäkelä, A. (2019). Network anomaly detection based on WaveNet. In O. Galinina, S. Andreev, S. Balandin, & Y. Koucheryavy (Eds.), Internet of things, smart spaces, and next generation networks and systems (Vol. 11660, pp. 424–433). Springer. https://doi.org/10.1007/978-3-030-30859-9_36
Puuska, S., Kokkonen, T., Alatalo, J., & Heilimo, E. (2019). Anomaly-based network intrusion detection using wavelets and adversarial autoencoders. In J.-L. Lanet & C. Toma (Eds.), Innovative security solutions for information technology and communications (Vol. 11359, pp. 234–246). Springer. https://doi.org/10.1007/978-3-030-12942-2_18

Editorial work

Co-editor · 2024 · Peer-reviewed book
Sipola, T., Alatalo, J., Wolfmayr, M., & Kokkonen, T. (Eds.). (2024). Artificial intelligence for security: Enhancing protection in a changing world. Springer. https://doi.org/10.1007/978-3-031-57452-8

Alatalo, J. (2023). Data platform using open-source tools to support geospatial research: Case SAR satellite based change detection [Master’s thesis, Jamk University of Applied Sciences]. https://urn.fi/URN:NBN:fi:amk-2023052212690
Alatalo, J. (2014). Continuous deployment workflow: Case Lego Mindstorms EV3 [Bachelor’s thesis, Jamk University of Applied Sciences]. https://urn.fi/URN:NBN:fi:amk-2014092314147