Flies species recognition for maggot therapy using neural-expert technique

Nursyafinaz Md Yusoff, N. H. A. Hamid, S. A. Halim
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引用次数: 3

Abstract

Maggot Debridement Therapy (MDT) has been recognized as one of the effective alternative treatment to enhance healing and to decrease the mortality associated with underlying injury. One of the most important procedures in performing MDT is to use the correct maggot from suitable species. In this case, maggots from the incorrect species would consume the live tissue instead of the dead tissue. Hence, this is highlighted as one of the difficulties in implementing MDT. Currently the process of identifying flies is done manually by experts or by using DNA traits. We explored and developed another procedure to recognize the species using hybrid neuro-expert technique. The percentage of correctness using standard back propagation neural network yields 94.4% accuracy. By adapting the neuro-expert technique, the prototype accuracy is 100%.
基于神经专家技术的蝇类识别与蛆治疗
蛆清创治疗(MDT)已被认为是一种有效的替代治疗方法,以提高愈合和降低死亡率相关的潜在损伤。执行MDT的最重要程序之一是使用来自合适种类的正确蛆虫。在这种情况下,来自错误物种的蛆会消耗活组织而不是死组织。因此,这被强调为执行MDT的困难之一。目前,鉴定苍蝇的过程是由专家手工完成的,或者是利用DNA特征完成的。我们探索并开发了另一种程序,使用混合神经专家技术来识别物种。使用标准反向传播神经网络的正确率为94.4%。通过采用神经专家技术,原型准确率达到100%。
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