Hemodialysis blood pressure mode recognition and intervention system for end-stage nephropathy and related device
The invention relates to an end-stage nephropathy hemodialysis blood pressure mode recognition and intervention system, and the system comprises a dialysis device which is used for carrying out the hemodialysis of a user; a data collection device; the processor is used for loading a dialysis control...
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Format: | Patent |
Sprache: | chi ; eng |
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Zusammenfassung: | The invention relates to an end-stage nephropathy hemodialysis blood pressure mode recognition and intervention system, and the system comprises a dialysis device which is used for carrying out the hemodialysis of a user; a data collection device; the processor is used for loading a dialysis control program to execute the following steps: screening and combining data collected by the data collection device and a historical database to obtain blood pressure related characteristics; generating classification factors and grouping the patients into different groups; establishing a training set and a test set, training the machine learning model to obtain a blood pressure prediction model, and verifying and adjusting the model based on the test set; inputting the data collected by the data collection device into a blood pressure prediction model, and obtaining dialysis device control parameters based on the blood pressure prediction model; based on the dialysis device control parameters, the dialysate temperature, |
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