Postoperative analgesic pump administration intelligent recommendation method based on deep neural network

• Main Authors: JIN WEI, ZHANG DONGQING, HU ZIMU, HE SHUYOU
• Format: Patent
• Language: Chinese; English
• Published: 06.08.2024
• Subjects: CALCULATING; 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; PHYSICS

The invention discloses an intelligent recommendation method for drug delivery of a postoperative analgesic pump based on a deep neural network. The method comprises the following steps: S1, collecting historical data; s2, performing cleaning, screening and unified unit processing on the historical data to form a sample set; s3, performing numerical processing on the sample set to obtain a data set; s4, screening and classifying the data set according to departments, genders and age groups to form a screened data comparison table; s5, performing random disruption and oversampling processing on the data set, and dividing the data set into a training set, a test set and a verification set; s6, establishing a training model of eight evaluation indexes; s7, establishing a medicament formula, screening the medicament formula, and inputting an information sample into the training model to obtain a training result of eight indexes; and S8, calculating a comprehensive average index, and recommending the comprehensive