首页> 外文期刊>Journal of biomechanical engineering. >An Optimization Study of the Screw Orientation on the Interfacial Strength of the Anterior Lumbar Plate System Using Neurogenetic Algorithms and Experimental Validation
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An Optimization Study of the Screw Orientation on the Interfacial Strength of the Anterior Lumbar Plate System Using Neurogenetic Algorithms and Experimental Validation

机译:基于神经遗传算法和实验验证的腰椎前路板系统螺钉强度定向优化研究

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摘要

Anterior lumbar plate (ALP) systems have been widely used as an effective interbody fusion device for treating spinal cord compression. However, clinical complications, such as implant loosening and breakage, still occur. Past studies have investigated the effects of the screw orientation on the interfacial strength, but these studies were inconsistent. The purpose of this study was to identify an ALP system with excellent interfacial strength by varying the screw orientation. Three-dimensional finite element models of L4-L5 segments with an ALP system were first constructed. A neurogenetic algorithm, which combines artificial neural networks and genetic algorithms, was subsequently developed to discover the optimum plate design. Finally, biomechanical tests were conducted to validate the results of the finite element models and the engineering algorithm. The results indicated that the interfacial strength of the optimum plate design obtained using the neurogenetic algorithm was excellent compared with the other designs and that all of the locking screws should be inserted divergently. Both the numerical and experimental outcomes can provide clinical suggestions to surgeons and help them to understand the interfacial strength of ALP systems in terms of the screw orientation.
机译:腰椎前板(ALP)系统已被广泛用作治疗脊髓压迫的有效椎间融合设备。但是,仍然会发生临床并发症,例如植入物松动和破裂。过去的研究已经调查了螺钉取向对界面强度的影响,但是这些研究并不一致。这项研究的目的是通过改变螺钉的方向来确定具有出色界面强度的ALP系统。首先建立了具有ALP系统的L4-L5段的三维有限元模型。随后开发了一种将人工神经网络和遗传算法相结合的神经遗传算法,以发现最佳的板设计。最后,进行了生物力学测试,以验证有限元模型和工程算法的结果。结果表明,与其他设计相比,使用神经遗传算法获得的最佳板设计的界面强度极佳,所有锁定螺钉均应分开插入。数值结果和实验结果均可以为外科医生提供临床建议,并帮助他们根据螺钉方向了解ALP系统的界面强度。

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