Method for diagnosing brain tumor and cerebral infarction
The invention discloses a method for diagnosing brain tumor and cerebral infarction. The method comprises the following steps: acquiring Raman spectrum data of brain tumor and cerebral infarction samples through a Raman spectrometer; preprocessing the obtained Raman spectrum data by using baseline c...
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| creator | CHANG SHAN WANG ZHICHAO HE WANGQIU ZHANG YING YIN HUANCAI YIN JIAN ZHOU LITAO XU ZHIWANG PANG MINGWEI SHAO YUN SHI HUANGHAO |
| description | The invention discloses a method for diagnosing brain tumor and cerebral infarction. The method comprises the following steps: acquiring Raman spectrum data of brain tumor and cerebral infarction samples through a Raman spectrometer; preprocessing the obtained Raman spectrum data by using baseline correction, smoothing and normalization methods; building a convolutional neural network classification model, training the preprocessed Raman spectrum data, and adjusting model parameters to obtain an optimal convergence model; and inputting the Raman spectrum data of a to-be-diagnosed sample into the constructed convolutional neural network model, and outputting the category of a to-be-detected target. According to the invention, a judgment basis is provided for diagnosis of brain tumor and cerebral infarction by doctors, and life health of patients is further guaranteed.
本发明公开了一种诊断脑肿瘤和脑梗死的方法，包括通过拉曼光谱仪采集脑肿瘤和脑梗死样本的拉曼光谱数据；使用基线校正、平滑处理和归一化方法对获取的拉曼光谱数据进行预处理；搭建卷积神经网络分类模型，对预处理后的拉曼光谱数据进行训练，调节模型参数得到收敛最佳模型；将待诊断样本的拉曼光谱数据输入所搭 |
| format | Patent |
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本发明公开了一种诊断脑肿瘤和脑梗死的方法，包括通过拉曼光谱仪采集脑肿瘤和脑梗死样本的拉曼光谱数据；使用基线校正、平滑处理和归一化方法对获取的拉曼光谱数据进行预处理；搭建卷积神经网络分类模型，对预处理后的拉曼光谱数据进行训练，调节模型参数得到收敛最佳模型；将待诊断样本的拉曼光谱数据输入所搭</description><language>chi ; eng</language><subject>CALCULATING ; COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS ; COMPUTING ; COUNTING ; ELECTRIC DIGITAL DATA PROCESSING ; HEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATIONTECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING ORPROCESSING OF MEDICAL OR HEALTHCARE DATA ; INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTEDFOR SPECIFIC APPLICATION FIELDS ; INVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIRCHEMICAL OR PHYSICAL PROPERTIES ; MEASURING ; PHYSICS ; TESTING</subject><creationdate>2023</creationdate><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://worldwide.espacenet.com/publicationDetails/biblio?FT=D&date=20231003&DB=EPODOC&CC=CN&NR=116840214A$$EHTML$$P50$$Gepo$$Hfree_for_read</linktohtml><link.rule.ids>230,308,776,881,25543,76293</link.rule.ids><linktorsrc>$$Uhttps://worldwide.espacenet.com/publicationDetails/biblio?FT=D&date=20231003&DB=EPODOC&CC=CN&NR=116840214A$$EView_record_in_European_Patent_Office$$FView_record_in_$$GEuropean_Patent_Office$$Hfree_for_read</linktorsrc></links><search><creatorcontrib>CHANG SHAN</creatorcontrib><creatorcontrib>WANG ZHICHAO</creatorcontrib><creatorcontrib>HE WANGQIU</creatorcontrib><creatorcontrib>ZHANG YING</creatorcontrib><creatorcontrib>YIN HUANCAI</creatorcontrib><creatorcontrib>YIN JIAN</creatorcontrib><creatorcontrib>ZHOU LITAO</creatorcontrib><creatorcontrib>XU ZHIWANG</creatorcontrib><creatorcontrib>PANG MINGWEI</creatorcontrib><creatorcontrib>SHAO YUN</creatorcontrib><creatorcontrib>SHI HUANGHAO</creatorcontrib><title>Method for diagnosing brain tumor and cerebral infarction</title><description>The invention discloses a method for diagnosing brain tumor and cerebral infarction. The method comprises the following steps: acquiring Raman spectrum data of brain tumor and cerebral infarction samples through a Raman spectrometer; preprocessing the obtained Raman spectrum data by using baseline correction, smoothing and normalization methods; building a convolutional neural network classification model, training the preprocessed Raman spectrum data, and adjusting model parameters to obtain an optimal convergence model; and inputting the Raman spectrum data of a to-be-diagnosed sample into the constructed convolutional neural network model, and outputting the category of a to-be-detected target. According to the invention, a judgment basis is provided for diagnosis of brain tumor and cerebral infarction by doctors, and life health of patients is further guaranteed.
本发明公开了一种诊断脑肿瘤和脑梗死的方法，包括通过拉曼光谱仪采集脑肿瘤和脑梗死样本的拉曼光谱数据；使用基线校正、平滑处理和归一化方法对获取的拉曼光谱数据进行预处理；搭建卷积神经网络分类模型，对预处理后的拉曼光谱数据进行训练，调节模型参数得到收敛最佳模型；将待诊断样本的拉曼光谱数据输入所搭</description><subject>CALCULATING</subject><subject>COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS</subject><subject>COMPUTING</subject><subject>COUNTING</subject><subject>ELECTRIC DIGITAL DATA PROCESSING</subject><subject>HEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATIONTECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING ORPROCESSING OF MEDICAL OR HEALTHCARE DATA</subject><subject>INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTEDFOR SPECIFIC APPLICATION FIELDS</subject><subject>INVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIRCHEMICAL OR PHYSICAL PROPERTIES</subject><subject>MEASURING</subject><subject>PHYSICS</subject><subject>TESTING</subject><fulltext>true</fulltext><rsrctype>patent</rsrctype><creationdate>2023</creationdate><recordtype>patent</recordtype><sourceid>EVB</sourceid><recordid>eNrjZLD0TS3JyE9RSMsvUkjJTEzPyy_OzEtXSCpKzMxTKCnNBQon5qUoJKcWpQLFchQy89ISi5JLMvPzeBhY0xJzilN5oTQ3g6Kba4izh25qQX58anFBYnJqXmpJvLOfoaGZhYmBkaGJozExagA7Zi6k</recordid><startdate>20231003</startdate><enddate>20231003</enddate><creator>CHANG SHAN</creator><creator>WANG ZHICHAO</creator><creator>HE WANGQIU</creator><creator>ZHANG YING</creator><creator>YIN HUANCAI</creator><creator>YIN JIAN</creator><creator>ZHOU LITAO</creator><creator>XU ZHIWANG</creator><creator>PANG MINGWEI</creator><creator>SHAO YUN</creator><creator>SHI HUANGHAO</creator><scope>EVB</scope></search><sort><creationdate>20231003</creationdate><title>Method for diagnosing brain tumor and cerebral infarction</title><author>CHANG SHAN ; WANG ZHICHAO ; HE WANGQIU ; ZHANG YING ; YIN HUANCAI ; YIN JIAN ; ZHOU LITAO ; XU ZHIWANG ; PANG MINGWEI ; SHAO YUN ; SHI HUANGHAO</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-epo_espacenet_CN116840214A3</frbrgroupid><rsrctype>patents</rsrctype><prefilter>patents</prefilter><language>chi ; eng</language><creationdate>2023</creationdate><topic>CALCULATING</topic><topic>COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS</topic><topic>COMPUTING</topic><topic>COUNTING</topic><topic>ELECTRIC DIGITAL DATA PROCESSING</topic><topic>HEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATIONTECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING ORPROCESSING OF MEDICAL OR HEALTHCARE DATA</topic><topic>INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTEDFOR SPECIFIC APPLICATION FIELDS</topic><topic>INVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIRCHEMICAL OR PHYSICAL PROPERTIES</topic><topic>MEASURING</topic><topic>PHYSICS</topic><topic>TESTING</topic><toplevel>online_resources</toplevel><creatorcontrib>CHANG SHAN</creatorcontrib><creatorcontrib>WANG ZHICHAO</creatorcontrib><creatorcontrib>HE WANGQIU</creatorcontrib><creatorcontrib>ZHANG YING</creatorcontrib><creatorcontrib>YIN HUANCAI</creatorcontrib><creatorcontrib>YIN JIAN</creatorcontrib><creatorcontrib>ZHOU LITAO</creatorcontrib><creatorcontrib>XU ZHIWANG</creatorcontrib><creatorcontrib>PANG MINGWEI</creatorcontrib><creatorcontrib>SHAO YUN</creatorcontrib><creatorcontrib>SHI HUANGHAO</creatorcontrib><collection>esp@cenet</collection></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext_linktorsrc</fulltext></delivery><addata><au>CHANG SHAN</au><au>WANG ZHICHAO</au><au>HE WANGQIU</au><au>ZHANG YING</au><au>YIN HUANCAI</au><au>YIN JIAN</au><au>ZHOU LITAO</au><au>XU ZHIWANG</au><au>PANG MINGWEI</au><au>SHAO YUN</au><au>SHI HUANGHAO</au><format>patent</format><genre>patent</genre><ristype>GEN</ristype><title>Method for diagnosing brain tumor and cerebral infarction</title><date>2023-10-03</date><risdate>2023</risdate><abstract>The invention discloses a method for diagnosing brain tumor and cerebral infarction. The method comprises the following steps: acquiring Raman spectrum data of brain tumor and cerebral infarction samples through a Raman spectrometer; preprocessing the obtained Raman spectrum data by using baseline correction, smoothing and normalization methods; building a convolutional neural network classification model, training the preprocessed Raman spectrum data, and adjusting model parameters to obtain an optimal convergence model; and inputting the Raman spectrum data of a to-be-diagnosed sample into the constructed convolutional neural network model, and outputting the category of a to-be-detected target. According to the invention, a judgment basis is provided for diagnosis of brain tumor and cerebral infarction by doctors, and life health of patients is further guaranteed.
本发明公开了一种诊断脑肿瘤和脑梗死的方法，包括通过拉曼光谱仪采集脑肿瘤和脑梗死样本的拉曼光谱数据；使用基线校正、平滑处理和归一化方法对获取的拉曼光谱数据进行预处理；搭建卷积神经网络分类模型，对预处理后的拉曼光谱数据进行训练，调节模型参数得到收敛最佳模型；将待诊断样本的拉曼光谱数据输入所搭</abstract><oa>free_for_read</oa></addata></record> |
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| subjects | CALCULATING COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS COMPUTING COUNTING ELECTRIC DIGITAL DATA PROCESSING HEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATIONTECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING ORPROCESSING OF MEDICAL OR HEALTHCARE DATA INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTEDFOR SPECIFIC APPLICATION FIELDS INVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIRCHEMICAL OR PHYSICAL PROPERTIES MEASURING PHYSICS TESTING |
| title | Method for diagnosing brain tumor and cerebral infarction |
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