Cardan R, Popple R, Duan J, Shen S, Wu X, Brezovich I
UAB University of Alabama, Birmingham, Birmingham, AL.
Med Phys. 2012 Jun;39(6Part21):3867. doi: 10.1118/1.4735787.
To develop a fast and generalizable method which can identify all possible hardware collisions specific to a given patient setup before treatment planning.
An anthropomorphic phantom placed in a typical breast setup using a wingboard was simulated on a CT scanner and the phantom body contour, table, and gantry geometry were made into polygon meshes using 3D modeling software. In the treatment room, a limited physical search of the collision positive zones was performed using the positioned phantom. A software tool that incorporated a generalized hierarchical bounding box (HBB) collision detection algorithm was developed and used to virtually map out the entire collision space by transforming the positions of the polygonal geometry over a given parameter range.
The geometry containing 47K polygons was mapped over a space of 6480 states with an average transform/collision check of 5.5ms, for a total time of 35.6s on a 3.14GHz dual core computer with 4GB memory. The computed collision space, using receiver operating curve analysis had an accuracy of 96.35%, and a positive predictive value of 91.2%.
This work demonstrates a framework that can provide a fast and accurate map of the collision free space specific to any patient setup. Differences in physical and simulated collision space is attributed to inaccuracies of the geometrical models used. Future work includes improving the efficiency of the algorithm, enhancing the geometrical models and increasing the dimensions of the search.
开发一种快速且通用的方法,该方法能够在治疗计划前识别特定患者设置下所有可能的硬件碰撞。
在CT扫描仪上模拟使用翼板放置在典型乳腺设置中的拟人化体模,并用3D建模软件将体模身体轮廓、检查床和机架几何形状制成多边形网格。在治疗室中,使用定位的体模对碰撞阳性区域进行有限的物理搜索。开发了一种结合广义层次包围盒(HBB)碰撞检测算法的软件工具,并通过在给定参数范围内变换多边形几何形状的位置来虚拟绘制整个碰撞空间。
在一台具有4GB内存的3.14GHz双核计算机上,包含47K个多边形的几何形状在6480种状态的空间上进行映射,平均变换/碰撞检查时间为5.5毫秒,总时间为35.6秒。使用受试者工作特征曲线分析计算出的碰撞空间,准确率为96.35%,阳性预测值为91.2%。
这项工作展示了一个框架,该框架能够为任何患者设置提供快速且准确的无碰撞空间映射。物理碰撞空间和模拟碰撞空间的差异归因于所使用几何模型的不准确性。未来的工作包括提高算法效率、改进几何模型以及增加搜索维度。