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A comparative study between standard Back Propagation and Resilient Propagation on snake identification accuracy

机译:标准反向传播与弹性传播对蛇类识别精度的比较研究

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Identifying types of snakes is crucial for appropriate anti-venom administration. We developed a Snake Bite Diagnosing System based on standard Back Propagation and Resilient Propagation Neural Networks. These systems were capable in differentiating between venomous and non-venomous snakes. The accuracy of both systems were analyzed and compared. The post development comparative studies revealed that the Resilient Propagation technique yielded 83.33%, 90.00% and 90.00% respectively for mean squared error, number of epoch and parameter setting. Whereas the Standard Back Propagation produced 85.00%, 88.30% and 86.87% respectively. High accuracy in both systems enables early identification of type of snake and immediate specific anti-venom can be administered. Hence, reduces the rate of morbidity and mortality.
机译:识别蛇的类型对于适当的抗毒管理至关重要。我们开发了基于标准反向传播和弹性传播神经网络的蛇咬诊断系统。这些系统能够区分有毒和无毒蛇。对两个系统的准确性进行了分析和比较。开发后的比较研究表明,弹性传播技术的均方误差,历元数和参数设置分别达到83.33%,90.00%和90.00%。而标准反向传播分别产生了85.00%,88.30%和86.87%。两种系统中的高精度都可以尽早识别出蛇的类型,并且可以立即施用特定的抗毒液。因此,降低了发病率和死亡率。

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