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Target volume definition for three-dimensional radiotherapy of cancer patients with a fuzzy rule based system

机译:基于模糊规则系统的癌症患者的三维放射治疗的目标体积定义

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Radiotherapy is an effective treatment for many cancer patients. The volume to be irradiated, i.e. the target volume, is determined by the radiotherapist who aims, in this process, at including the whole tumor at the same time as saving the surrounding healthy tissues as much as possible. The target volume definition is a difficult step, since the imaging techniques on which this process is based can visualize the gross tumor mass but not all microscopic tumor cell spread. This causes diagnostic uncertainties, leading to a fuzziness of the target volume. In order to assist the radiotherapist in the process of target volume definition, we developed a new approach. The radiotherapist defines a minimal target volume which surely contains tumor cells and a maximal target volume, outside of which no tumor cell spread is expected. The fuzziness region in between is processed by a fuzzy rule based system that calculates the membership values of individual subvolumes in the fuzziness region with respect to the target volume. The result is a fuzzy target volume which includes the diagnostic uncertainties in the target volume definition. Subsequently, after defuzzification a crisp target volume with optimized extension is proposed to the radiotherapist.
机译:放射疗法是许多癌症患者的有效治疗方法。待照射的体积,即目标体积由针对整个肿瘤在此过程中的放射治疗师确定,同时尽可能地节省周围的健康组织。目标体积定义是难度的步骤,因为该过程的成像技术基于其基于粗肿瘤肿块,但并非所有微观肿瘤细胞扩散。这导致诊断的不确定性,导致目标体积的模糊性。为了帮助放射治疗师在目标体积定义的过程中,我们开发了一种新的方法。放射治疗师定义最小的靶体积,其肯定含有肿瘤细胞和最大靶体积,其中没有预期肿瘤细胞扩散。两者之间的模糊区域由基于模糊的规则的系统处理,该系统可以相对于目标体积计算模糊区域中的各个子伏的成员值。结果是模糊目标体积,其包括目标卷定义中的诊断不确定性。随后,向放射治疗师提出用优化延伸的清晰突出的脆性目标体积。

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