Julius Arnold, MSc
Department of Radiation Oncology
Position: PHD Student
julius.arnold@meduniwien.ac.at
Keywords
Medical Physics; Radiation Oncology
Research group(s)
- Medical Radiation Research
Head: Dietmar Georg
Research Area: The vision of our group is the optimization of the treatment outcome of radiation oncology, alone or in combination with established chemotherapy or novel targeted strategies of drug treatment, with conventional photon or innovative ion-beams.
Members: - Christian Doppler Laboratory for Image and knowledge dRivEN prEcision radiation oncology
Head: Barbara Knäusl
Research Area: Laboratory head: Barbara Knäusl and Maximilian Schmid
Members:
Selected publications
- Arnold, J. et al. (2025) ‘Impact of the breathing motion prediction horizon on the performance of bidirectional classical recurrent neural and temporal Kolmogorov–Arnold networks’, Physics in Medicine & Biology, 70(24), p. 245014. Available at: https://doi.org/10.1088/1361-6560/ae2819.
- Arnold, J. et al. (2025) ‘2340 Data efficiency and prolonged prediction horizons for cyclic long short-term memory networks’, Radiotherapy and Oncology, 206, pp. S3397–S3398. Available at: https://doi.org/10.1016/s0167-8140(25)00985-5.
- Arnold, J. et al. (2025) ‘Simultaneous optimization of multiple plans within one treatment course with dosimetric pathfinding for temporally feathered radiation therapy’, Medical Physics, 52(9). Available at: https://doi.org/10.1002/mp.18123.
- Arnold, J. et al. (2024) ‘PP05.12 Dosimetrically motivated simultaneous beam angle optimization for multiple non-coplanar plans within one treatment course’, Physica Medica, 125, p. 103657. Available at: https://doi.org/10.1016/j.ejmp.2024.103657.
- Zhu, C. et al. (2024) ‘Dosimetric optimization for dynamic mixed beam arc therapy (DYMBARC)’, Medical Physics, 52(1), pp. 489–503. Available at: https://doi.org/10.1002/mp.17467.