Results 1 to 10 of about 573,428 (294)

Model-Based Reinforcement Learning with Automated Planning for Network Management [PDF]

Sensors, 2022
Reinforcement Learning (RL) comes with the promise of automating network management. However, due to its trial-and-error learning approach, model-based RL (MBRL) is not applicable in some network management scenarios. This paper explores the potential of
Armando Ordonez, Oscar Mauricio Caicedo, William Villota, Angela Rodriguez-Vivas, Nelson L. S. da Fonseca   +4 more
doaj   +2 more sources

Automated planning and scheduling in robot-aided rehabilitation: a review [PDF]

Journal of NeuroEngineering and Rehabilitation
Robotic systems are increasingly utilized in rehabilitation contexts, offering tailored support for physical and cognitive functions. Enabling these systems to autonomously personalize treatments entails a critical role for automated planning and ...
Christian Tamantini, Alessandro Umbrico, Andrea Orlandini   +2 more
doaj   +2 more sources

Evaluation and tuning of a commercial automated planning system for prostate radiotherapy [PDF]

Physics and Imaging in Radiation Oncology
Background and Purpose:: Artificial Intelligence (AI) based automated planning is increasing in popularity. Guidance has been published recommending approaches for the safe implementation and monitoring of these techniques.
Antony Carver, Stuart Green
doaj   +2 more sources

Evaluating the Use of Machine Learning to Predict Expert-Driven Pareto-Navigated Calibrations for Personalised Automated Radiotherapy Planning

Applied Sciences, 2023
Automated planning (AP) uses common protocols for all patients within a cancer site. This work investigated using machine learning to personalise AP protocols for fully individualised planning.
Iona Foster, Emiliano Spezi, Philip Wheeler   +2 more
doaj   +1 more source

Personalized Treatment Planning Automation in Prostate Cancer Radiation Oncology: A Comprehensive Dosimetric Study

Frontiers in Oncology, 2021
BackgroundIn radiation oncology, automation of treatment planning has reported the potential to improve plan quality and increase planning efficiency.
Savino Cilla, Carmela Romano, Vittoria E. Morabito, Gabriella Macchia, Milly Buwenge, Milly Buwenge, Nicola Dinapoli, Luca Indovina, Lidia Strigari, Alessio G. Morganti, Alessio G. Morganti, Vincenzo Valentini, Vincenzo Valentini, Francesco Deodato, Francesco Deodato   +14 more
doaj   +1 more source

Automating checks of plan check automation [PDF]

Journal of Applied Clinical Medical Physics, 2014
While a few physicists have designed new plan check automation solutions for their clinics, fewer, if any, managed to adapt existing solutions. As complex and varied as the systems they check, these programs must gain the full confidence of those who would run them on countless patient plans.
Halabi, Tarek, Lu, Hsiao‐Ming
openaire   +2 more sources

CAD-Based Feature Recognition for Process Monitoring Planning in Assembly

Applied Sciences, 2023
Process understanding and process monitoring are of great importance in production in order to control processes and guarantee a high quality. Demanding customer requirements with an increasing number of variants pose an even greater challenge to the ...
Clemens Gonnermann, Daniel Gebauer, Rüdiger Daub   +2 more
doaj   +1 more source

MR-Linac Radiotherapy – The Beam Angle Selection Problem

Frontiers in Oncology, 2021
BackgroundWith the large-scale introduction of volumetric modulated arc therapy (VMAT), selection of optimal beam angles for coplanar static-beam IMRT has increasingly become obsolete.
Rik Bijman, Linda Rossi, Tomas Janssen, Peter de Ruiter, Baukelien van Triest, Sebastiaan Breedveld, Jan-Jakob Sonke, Ben Heijmen   +7 more
doaj   +1 more source

Complementing Prostate SBRT VMAT With a Two-Beam Non-Coplanar IMRT Class Solution to Enhance Rectum and Bladder Sparing With Minimum Increase in Treatment Time

Frontiers in Oncology, 2021
PurposeEnhance rectum and bladder sparing in prostate SBRT with minimum increase in treatment time by complementing dual-arc coplanar VMAT with a two-beam non-coplanar IMRT class solution (CS).MethodsFor twenty patients, an optimizer for automated multi ...
Abdul Wahab M. Sharfo, Linda Rossi, Maarten L. P. Dirkx, Sebastiaan Breedveld, Shafak Aluwini, Ben J. M. Heijmen   +5 more
doaj   +1 more source

Personalized Automation of Treatment Planning for Linac-Based Stereotactic Body Radiotherapy of Spine Cancer

Frontiers in Oncology, 2022
Purpose/Objective(s)Stereotactic ablative body radiotherapy (SBRT) for vertebral metastases is a challenging treatment process. Planning automation has recently reported the potential to improve plan quality and increase planning efficiency. We performed
Savino Cilla, Francesco Cellini, Carmela Romano, Gabriella Macchia, Donato Pezzulla, Pietro Viola, Milly Buwenge, Luca Indovina, Vincenzo Valentini, Vincenzo Valentini, Alessio G. Morganti, Francesco Deodato, Francesco Deodato   +12 more
doaj   +1 more source