| 基于BP神经网络的呼吸系统疾病诊断仿真研究 |
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| 引用本文： | 黄肇明,钟诚,黎小如.基于BP神经网络的呼吸系统疾病诊断仿真研究[J].合肥工业大学学报(自然科学版),2012(3):347-349. |
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| 作者姓名： | 黄肇明 钟诚 黎小如 |
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| 作者单位： | 广西医科大学第一附属医院;广西大学计算机与电子信息学院 |
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| 基金项目： | 广西科学研究与技术开发计划资助项目(桂科攻10124001A-48) |
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| 摘 要： | 文章选取某三甲医院的320例症状相似而诊断不同的呼吸系统疾病病例,将其分成训练数据和测试数据各160例,研究建立基于BP神经网络模型的呼吸系统疾病诊断仿真系统,运用Matlab仿真工具进行实验测试,将仿真诊断结果与经验丰富的临床医生的诊断进行比较,两者诊断符合率达到94.6%。结果表明,基于BP神经网络模型的呼吸系统疾病诊断仿真系统,可以模拟临床医生对呼吸系统疾病作出正确诊断。
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| 关 键 词： | 呼吸系统疾病 诊断 仿真系统 人工神经网络 |
Simulation study of respiratory disease diagnosis based on BP neural network |
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| HUANG Zhao-ming,ZHONG Cheng,LI Xiao-ru.Simulation study of respiratory disease diagnosis based on BP neural network[J].Journal of Hefei University of Technology(Natural Science),2012(3):347-349. |
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| Authors: | HUANG Zhao-ming ZHONG Cheng LI Xiao-ru |
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| Institution: | 1(1.No.1 Affiliated Hospital,Guangxi Medical University,Nanning 530022,China;2.School of Computer Science and Electronic Information,Guangxi University,Nanning 530004,China) |
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| Abstract: | 320 cases of respiratory disease which have similar symptom but different diagnosis are selected from a 3A grade hospital,and they are divided into learning group and testing group with 160 cases each.A simulation system for respiratory disease diagnosis is presented based on BP neural network model,and the system is experimentally evaluated by using Matlab simulation tool.By comparing the simulation results with experienced clinicians’ diagnosis opinions,it is found that there are up to 94.6% same diagnosis.It shows that the proposed simulation system can simulate clinicians’ respiratory disease diagnosis correctly. |
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| Keywords: | respiratory disease diagnosis simulation system BP neural network |
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