|Table of Contents|

Research on knowledge-based radiation therapy(PDF)

《中国医学物理学杂志》[ISSN:1005-202X/CN:44-1351/R]

Issue:
2020年第11期
Page:
1350-1355
Research Field:
医学放射物理
Publishing date:

Info

Title:
Research on knowledge-based radiation therapy
Author(s):
CHEN Sijia SHI Liwan LIN Qin
Department of Radiotherapy, the First Affiliated Hospital of Xiamen University, Xiamen 361000, China
Keywords:
Keywords: knowledge-based radiation therapy machine learning artificial intelligence review
PACS:
R815
DOI:
DOI:10.3969/j.issn.1005-202X.2020.11.002
Abstract:
Abstract: This paper introduces the related concepts of knowledge-based radiation therapy (KBRT) and the implementation methods of KBRT technology, with emphasis on the featured retrieval method in KBRT and its application in machine learning. This paper then reviews some research hotspots such as the current application of KBRT in different kinds of tumor radiotherapy, the improvement of dosimetric evaluation standards, the study of related parameters and outliers of KBRT model, and the combination of several radiotherapy technologies. This paper also points out the problems and challenges encountered in the current stage of KBRT technology, thus further suggesting the development direction of KBRT in future research and discussing the related topics such as KBRT in multicenter cooperation, adaptive radiotherapy and in-depth study of machine learning methods.

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Last Update: 2020-12-02