Knee joint angle prediction method and system based on electromyographic signals and angle signals
The invention relates to a knee joint angle prediction method based on electromyographic signals and angle signals. A human body lower limb motion information acquisition unit and acquisition hardware, an experimental platform and test unit, a signal preprocessing and feature extraction unit and a m...
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creator | CHENG GUANG DAI QUANMIN CHEN TIANLIN |
description | The invention relates to a knee joint angle prediction method based on electromyographic signals and angle signals. A human body lower limb motion information acquisition unit and acquisition hardware, an experimental platform and test unit, a signal preprocessing and feature extraction unit and a machine learning system training and testing unit are integrally designed; the human body lower limbmotion information acquisition unit and acquisition hardware extract human body rectus femoris and biceps femoris electromyographic signals and hip joint and knee joint angle signals; the experiment platform and test unit are worn on the human body and are connected with the human body lower limb motion information acquisition unit and a notebook computer through interfaces; the signal preprocessing and feature extraction unit is used for carrying out preprocessing and feature extraction on the acquired electromyographic signals and angle signals, eliminating signal noises and extracting signal features; and the machi |
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A human body lower limb motion information acquisition unit and acquisition hardware, an experimental platform and test unit, a signal preprocessing and feature extraction unit and a machine learning system training and testing unit are integrally designed; the human body lower limbmotion information acquisition unit and acquisition hardware extract human body rectus femoris and biceps femoris electromyographic signals and hip joint and knee joint angle signals; the experiment platform and test unit are worn on the human body and are connected with the human body lower limb motion information acquisition unit and a notebook computer through interfaces; the signal preprocessing and feature extraction unit is used for carrying out preprocessing and feature extraction on the acquired electromyographic signals and angle signals, eliminating signal noises and extracting signal features; and the machi</description><language>chi ; eng</language><subject>BANDAGES, DRESSINGS OR ABSORBENT PADS ; CALCULATING ; COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS ; COMPUTING ; COUNTING ; DEVICES PROVIDING PATENCY TO, OR PREVENTING COLLAPSING OF,TUBULAR STRUCTURES OF THE BODY, E.G. 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A human body lower limb motion information acquisition unit and acquisition hardware, an experimental platform and test unit, a signal preprocessing and feature extraction unit and a machine learning system training and testing unit are integrally designed; the human body lower limbmotion information acquisition unit and acquisition hardware extract human body rectus femoris and biceps femoris electromyographic signals and hip joint and knee joint angle signals; the experiment platform and test unit are worn on the human body and are connected with the human body lower limb motion information acquisition unit and a notebook computer through interfaces; the signal preprocessing and feature extraction unit is used for carrying out preprocessing and feature extraction on the acquired electromyographic signals and angle signals, eliminating signal noises and extracting signal features; and the machi</description><subject>BANDAGES, DRESSINGS OR ABSORBENT PADS</subject><subject>CALCULATING</subject><subject>COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS</subject><subject>COMPUTING</subject><subject>COUNTING</subject><subject>DEVICES PROVIDING PATENCY TO, OR PREVENTING COLLAPSING OF,TUBULAR STRUCTURES OF THE BODY, E.G. STENTS</subject><subject>FILTERS IMPLANTABLE INTO BLOOD VESSELS</subject><subject>FIRST-AID KITS</subject><subject>FOMENTATION</subject><subject>HUMAN NECESSITIES</subject><subject>HYGIENE</subject><subject>MEDICAL OR VETERINARY SCIENCE</subject><subject>ORTHOPAEDIC, NURSING OR CONTRACEPTIVE DEVICES</subject><subject>PHYSICS</subject><subject>PROSTHESES</subject><subject>TREATMENT OR PROTECTION OF EYES OR EARS</subject><fulltext>true</fulltext><rsrctype>patent</rsrctype><creationdate>2020</creationdate><recordtype>patent</recordtype><sourceid>EVB</sourceid><recordid>eNqNjE0KwjAYBbNxIeodPg8gNBbBbSmKILhyX9LkmUbyR5JNb2_QHsDVwLzhrdl49wC9g_GFhNcWFBOUkcUETw5lCqp6RXnOBY5GkaGoTrCQJQU3B51EnIykbLQXNn_r39Nitmz1qsBu4Ybtr5dnfzsghgE5CgmPMvQPzvm5aY-npmv_aT5cpj4k</recordid><startdate>20201023</startdate><enddate>20201023</enddate><creator>CHENG GUANG</creator><creator>DAI QUANMIN</creator><creator>CHEN TIANLIN</creator><scope>EVB</scope></search><sort><creationdate>20201023</creationdate><title>Knee joint angle prediction method and system based on electromyographic signals and angle signals</title><author>CHENG GUANG ; DAI QUANMIN ; CHEN TIANLIN</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-epo_espacenet_CN111803250A3</frbrgroupid><rsrctype>patents</rsrctype><prefilter>patents</prefilter><language>chi ; eng</language><creationdate>2020</creationdate><topic>BANDAGES, DRESSINGS OR ABSORBENT PADS</topic><topic>CALCULATING</topic><topic>COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS</topic><topic>COMPUTING</topic><topic>COUNTING</topic><topic>DEVICES PROVIDING PATENCY TO, OR PREVENTING COLLAPSING OF,TUBULAR STRUCTURES OF THE BODY, E.G. STENTS</topic><topic>FILTERS IMPLANTABLE INTO BLOOD VESSELS</topic><topic>FIRST-AID KITS</topic><topic>FOMENTATION</topic><topic>HUMAN NECESSITIES</topic><topic>HYGIENE</topic><topic>MEDICAL OR VETERINARY SCIENCE</topic><topic>ORTHOPAEDIC, NURSING OR CONTRACEPTIVE DEVICES</topic><topic>PHYSICS</topic><topic>PROSTHESES</topic><topic>TREATMENT OR PROTECTION OF EYES OR EARS</topic><toplevel>online_resources</toplevel><creatorcontrib>CHENG GUANG</creatorcontrib><creatorcontrib>DAI QUANMIN</creatorcontrib><creatorcontrib>CHEN TIANLIN</creatorcontrib><collection>esp@cenet</collection></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext_linktorsrc</fulltext></delivery><addata><au>CHENG GUANG</au><au>DAI QUANMIN</au><au>CHEN TIANLIN</au><format>patent</format><genre>patent</genre><ristype>GEN</ristype><title>Knee joint angle prediction method and system based on electromyographic signals and angle signals</title><date>2020-10-23</date><risdate>2020</risdate><abstract>The invention relates to a knee joint angle prediction method based on electromyographic signals and angle signals. A human body lower limb motion information acquisition unit and acquisition hardware, an experimental platform and test unit, a signal preprocessing and feature extraction unit and a machine learning system training and testing unit are integrally designed; the human body lower limbmotion information acquisition unit and acquisition hardware extract human body rectus femoris and biceps femoris electromyographic signals and hip joint and knee joint angle signals; the experiment platform and test unit are worn on the human body and are connected with the human body lower limb motion information acquisition unit and a notebook computer through interfaces; the signal preprocessing and feature extraction unit is used for carrying out preprocessing and feature extraction on the acquired electromyographic signals and angle signals, eliminating signal noises and extracting signal features; and the machi</abstract><oa>free_for_read</oa></addata></record> |
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language | chi ; eng |
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subjects | BANDAGES, DRESSINGS OR ABSORBENT PADS CALCULATING COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS COMPUTING COUNTING DEVICES PROVIDING PATENCY TO, OR PREVENTING COLLAPSING OF,TUBULAR STRUCTURES OF THE BODY, E.G. STENTS FILTERS IMPLANTABLE INTO BLOOD VESSELS FIRST-AID KITS FOMENTATION HUMAN NECESSITIES HYGIENE MEDICAL OR VETERINARY SCIENCE ORTHOPAEDIC, NURSING OR CONTRACEPTIVE DEVICES PHYSICS PROSTHESES TREATMENT OR PROTECTION OF EYES OR EARS |
title | Knee joint angle prediction method and system based on electromyographic signals and angle signals |
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