近距离放射治疗
计算机科学
偏转(物理)
前列腺近距离放射治疗
医学
机器人
模块化设计
前列腺癌
外科
模拟
人工智能
放射治疗
癌症
物理
内科学
光学
操作系统
作者
Xuesong Dai,Yongde Zhang,Yue Sun
摘要
ABSTRACT Background In prostate brachytherapy, oblique‐tip needles are frequently used to deliver radioactive seeds to the target area. These needles often experience deflection during insertion, leading to deviations from the planned trajectory and compromising treatment accuracy. Method This study did not involve human participants or animals, and therefore, ethics review and approval were not required. The proposed method combines preoperative needle trajectory planning with real‐time intraoperative corrections, using an adaptive PID controller enhanced by reinforcement learning to adjust corrective forces during needle insertion. Results Experimental results demonstrated that the proposed method reduced the average seed implantation error to 1.92 mm, with a standard error of 0.56 mm. These findings indicate that the method minimises needle deflection and improves precision in seed implantation. Conclusion The proposed modular robotic system and puncture control method enhance the precision of seed implantation and show promise for improving treatment outcomes in prostate cancer therapy.
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