共 40 条
Wearable sensor-based fuzzy decision-making model for improving the prediction of human activities in rehabilitation
被引:19
作者:

Tolba, Amr
论文数: 0 引用数: 0
h-index: 0
机构:
King Saud Univ, Community Coll, Comp Sci Dept, Riyadh 11437, Saudi Arabia
Menoufia Univ, Fac Sci, Math & Comp Sci Dept, Shibin Al Kawm 32511, Egypt King Saud Univ, Community Coll, Comp Sci Dept, Riyadh 11437, Saudi Arabia

Al-Makhadmeh, Zafer
论文数: 0 引用数: 0
h-index: 0
机构:
King Saud Univ, Community Coll, Comp Sci Dept, Riyadh 11437, Saudi Arabia King Saud Univ, Community Coll, Comp Sci Dept, Riyadh 11437, Saudi Arabia
机构:
[1] King Saud Univ, Community Coll, Comp Sci Dept, Riyadh 11437, Saudi Arabia
[2] Menoufia Univ, Fac Sci, Math & Comp Sci Dept, Shibin Al Kawm 32511, Egypt
来源:
关键词:
Abnormal event detection;
Fuzzy decision-making;
Membership function;
Sports rehabilitation;
SYSTEM;
RECOGNITION;
FRAMEWORK;
INTERNET;
THINGS;
DEVICE;
D O I:
10.1016/j.measurement.2020.108254
中图分类号:
T [工业技术];
学科分类号:
08 ;
摘要:
Sports actions are commonly recurrent due to the abnormal dynamic human activities. Detecting physical injuries based on the actions of the sportsperson helps to fasten rehabilitation treatments. Rehabilitation relies on the precise detection of activities and continuous monitoring of the actions of the sportsperson. In this paper, wearable sensor-based fuzzy decision-making (FDM) model is introduced for improving the prediction accuracy of different activities of the sportsperson. This model relies on altering sensor data aggregation and processing them using classification conditions for improving the prediction accuracy. The decision-making is performed by linearly classifying independent membership functions for different aggregation time and inputs. The combined processing of the inputs and time-based actions using independent decisions helps to improve the prediction accuracy of 93.3% with 26.081 ms decision time compared to conventional algorithms. (C) 2020 Elsevier Ltd. All rights reserved.
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- [11] Design and validation of a motion-tracking system for ROM measurements in home rehabilitation[J]. MEASUREMENT, 2014, 55 : 82 - 96Daponte, Pasquale论文数: 0 引用数: 0 h-index: 0机构: Univ Sannio, Dept Engn, Lab Signal & Measurement Informat Proc, Benevento, Italy Univ Sannio, Dept Engn, Lab Signal & Measurement Informat Proc, Benevento, ItalyDe Vito, Luca论文数: 0 引用数: 0 h-index: 0机构: Univ Sannio, Dept Engn, Lab Signal & Measurement Informat Proc, Benevento, Italy Univ Sannio, Dept Engn, Lab Signal & Measurement Informat Proc, Benevento, ItalyRiccio, Maria论文数: 0 引用数: 0 h-index: 0机构: Univ Sannio, Dept Engn, Lab Signal & Measurement Informat Proc, Benevento, Italy Univ Sannio, Dept Engn, Lab Signal & Measurement Informat Proc, Benevento, ItalySementa, Carmine论文数: 0 引用数: 0 h-index: 0机构: Univ Sannio, Dept Engn, Lab Signal & Measurement Informat Proc, Benevento, Italy Univ Sannio, Dept Engn, Lab Signal & Measurement Informat Proc, Benevento, Italy
- [12] OpenSim: open-source software to create and analyze dynamic Simulations of movement[J]. IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 2007, 54 (11) : 1940 - 1950Delp, Scott L.论文数: 0 引用数: 0 h-index: 0机构: Stanford Univ, Dept Bioengn & Mech Engn, Clark Ctr, Stanford, CA 94305 USAAnderson, Frank C.论文数: 0 引用数: 0 h-index: 0机构: Stanford Univ, Dept Bioengn & Mech Engn, Clark Ctr, Stanford, CA 94305 USAArnold, Allison S.论文数: 0 引用数: 0 h-index: 0机构: Stanford Univ, Dept Bioengn & Mech Engn, Clark Ctr, Stanford, CA 94305 USALoan, Peter论文数: 0 引用数: 0 h-index: 0机构: Stanford Univ, Dept Bioengn & Mech Engn, Clark Ctr, Stanford, CA 94305 USAHabib, Ayman论文数: 0 引用数: 0 h-index: 0机构: Stanford Univ, Dept Bioengn & Mech Engn, Clark Ctr, Stanford, CA 94305 USAJohn, Chand T.论文数: 0 引用数: 0 h-index: 0机构: Stanford Univ, Dept Bioengn & Mech Engn, Clark Ctr, Stanford, CA 94305 USAGuendelman, Eran论文数: 0 引用数: 0 h-index: 0机构: Stanford Univ, Dept Bioengn & Mech Engn, Clark Ctr, Stanford, CA 94305 USAThelen, Darryl G.论文数: 0 引用数: 0 h-index: 0机构: Stanford Univ, Dept Bioengn & Mech Engn, Clark Ctr, Stanford, CA 94305 USA
- [13] A fuzzy agent approach for smart data extraction in big data environments[J]. JOURNAL OF KING SAUD UNIVERSITY-COMPUTER AND INFORMATION SCIENCES, 2020, 32 (04) : 465 - 478Elaggoune, Zakarya论文数: 0 引用数: 0 h-index: 0机构: Univ Constantine II Abdelhamid Mehri, LIRE Lab, Constantine, Constantine, Algeria Univ Constantine II Abdelhamid Mehri, LIRE Lab, Constantine, Constantine, AlgeriaMaamri, Ramdane论文数: 0 引用数: 0 h-index: 0机构: Univ Constantine II Abdelhamid Mehri, LIRE Lab, Constantine, Constantine, Algeria Univ Constantine II Abdelhamid Mehri, LIRE Lab, Constantine, Constantine, Algeria论文数: 引用数: h-index:机构:
- [14] Analyzing patient health information based on IoT sensor with AI for improving patient assistance in the future direction[J]. MEASUREMENT, 2020, 159Fouad, H.论文数: 0 引用数: 0 h-index: 0机构: King Saud Univ, Appl Med Sci Dept Community Coll, POB 10219, Riyadh 11433, Saudi Arabia Helwan Univ, Fac Engn, Biomed Engn Dept, Cairo, Egypt King Saud Univ, Appl Med Sci Dept Community Coll, POB 10219, Riyadh 11433, Saudi ArabiaHassanein, Azza S.论文数: 0 引用数: 0 h-index: 0机构: Helwan Univ, Fac Engn, Biomed Engn Dept, Cairo, Egypt King Saud Univ, Appl Med Sci Dept Community Coll, POB 10219, Riyadh 11433, Saudi ArabiaSoliman, Ahmed M.论文数: 0 引用数: 0 h-index: 0机构: Helwan Univ, Fac Engn, Biomed Engn Dept, Cairo, Egypt King Saud Univ, Appl Med Sci Dept Community Coll, POB 10219, Riyadh 11433, Saudi ArabiaAl-Feel, Haytham论文数: 0 引用数: 0 h-index: 0机构: Fayoum Univ, Fac Comp & Informat, Al Fayyum, Egypt King Saud Univ, Appl Med Sci Dept Community Coll, POB 10219, Riyadh 11433, Saudi Arabia
- [15] Distributed and scalable computing framework for improving request processing of wearable IoT assisted medical sensors on pervasive computing system[J]. COMPUTER COMMUNICATIONS, 2020, 151 (151) : 257 - 265Fouad, H.论文数: 0 引用数: 0 h-index: 0机构: King Saud Univ, Appl Med Sci Dept, CC, POB 10219, Riyadh 11433, Saudi Arabia Helwan Univ, Fac Engn, Biomed Engn Dept, Cairo, Egypt King Saud Univ, Appl Med Sci Dept, CC, POB 10219, Riyadh 11433, Saudi ArabiaMahmoud, Nourelhoda M.论文数: 0 引用数: 0 h-index: 0机构: Minia Univ, Fac Engn, Biomed Engn Dept, Al Minya, Egypt King Saud Univ, Appl Med Sci Dept, CC, POB 10219, Riyadh 11433, Saudi ArabiaEl Issawi, Mohammed Sayed论文数: 0 引用数: 0 h-index: 0机构: King Saud Univ, Coll Engn, Riyadh 11433, Saudi Arabia King Saud Univ, Appl Med Sci Dept, CC, POB 10219, Riyadh 11433, Saudi ArabiaAl -Feel, Haytham论文数: 0 引用数: 0 h-index: 0机构: Fayoum Univ, Fac Comp & Informat, Al Fayyum, Egypt King Saud Univ, Appl Med Sci Dept, CC, POB 10219, Riyadh 11433, Saudi Arabia
- [16] Impact of wearable physical activity monitoring devices with exercise prescription or advice in the maintenance phase of cardiac rehabilitation: systematic review and meta-analysis[J]. BMC SPORTS SCIENCE MEDICINE AND REHABILITATION, 2019, 11 (1)Hannan, Amanda L.论文数: 0 引用数: 0 h-index: 0机构: Bond Univ, Fac Hlth Sci & Med, 2 Promethean Way, Gold Coast, Qld 4226, Australia Bond Univ, Fac Hlth Sci & Med, 2 Promethean Way, Gold Coast, Qld 4226, AustraliaHarders, Michael P.论文数: 0 引用数: 0 h-index: 0机构: Bond Univ, Fac Hlth Sci & Med, 2 Promethean Way, Gold Coast, Qld 4226, Australia Bond Univ, Fac Hlth Sci & Med, 2 Promethean Way, Gold Coast, Qld 4226, AustraliaHing, Wayne论文数: 0 引用数: 0 h-index: 0机构: Bond Univ, Fac Hlth Sci & Med, 2 Promethean Way, Gold Coast, Qld 4226, Australia Bond Univ, Fac Hlth Sci & Med, 2 Promethean Way, Gold Coast, Qld 4226, Australia论文数: 引用数: h-index:机构:Coombes, Jeff S.论文数: 0 引用数: 0 h-index: 0机构: Univ Queensland, Sch Human Movement & Nutr Sci, Brisbane, Qld, Australia Bond Univ, Fac Hlth Sci & Med, 2 Promethean Way, Gold Coast, Qld 4226, AustraliaFurness, James论文数: 0 引用数: 0 h-index: 0机构: Bond Univ, Fac Hlth Sci & Med, 2 Promethean Way, Gold Coast, Qld 4226, Australia Bond Univ, Fac Hlth Sci & Med, 2 Promethean Way, Gold Coast, Qld 4226, Australia
- [17] Accelerations from wearable accelerometers reflect knee loading during running after anterior cruciate ligament reconstruction[J]. CLINICAL BIOMECHANICS, 2018, 58 : 57 - 61Havens, Kathryn L.论文数: 0 引用数: 0 h-index: 0机构: Univ Southern Calif, Human Performance Lab, Div Biokinesiol & Phys Therapy, 1540 E Alcazar St,CHP 155, Los Angeles, CA 90089 USA Univ Southern Calif, Human Performance Lab, Div Biokinesiol & Phys Therapy, 1540 E Alcazar St,CHP 155, Los Angeles, CA 90089 USACohen, Sarah C.论文数: 0 引用数: 0 h-index: 0机构: Univ Southern Calif, Human Performance Lab, Div Biokinesiol & Phys Therapy, 1540 E Alcazar St,CHP 155, Los Angeles, CA 90089 USA Univ Southern Calif, Human Performance Lab, Div Biokinesiol & Phys Therapy, 1540 E Alcazar St,CHP 155, Los Angeles, CA 90089 USAPratt, Kristamarie A.论文数: 0 引用数: 0 h-index: 0机构: Univ Southern Calif, Human Performance Lab, Div Biokinesiol & Phys Therapy, 1540 E Alcazar St,CHP 155, Los Angeles, CA 90089 USA Univ Hartford, Dept Rehabil Sci, 200 Bloomfield Ave, Hartford, CT 06117 USA Univ Southern Calif, Human Performance Lab, Div Biokinesiol & Phys Therapy, 1540 E Alcazar St,CHP 155, Los Angeles, CA 90089 USASigward, Susan M.论文数: 0 引用数: 0 h-index: 0机构: Univ Southern Calif, Human Performance Lab, Div Biokinesiol & Phys Therapy, 1540 E Alcazar St,CHP 155, Los Angeles, CA 90089 USA Univ Southern Calif, Human Performance Lab, Div Biokinesiol & Phys Therapy, 1540 E Alcazar St,CHP 155, Los Angeles, CA 90089 USA
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- [19] Design and evaluation of a wearable system to increase adherence to rehabilitation programmes in acute cruciate ligament (CL) rupture[J]. MULTIMEDIA TOOLS AND APPLICATIONS, 2020, 79 (45-46) : 33549 - 33574Kordatos, George论文数: 0 引用数: 0 h-index: 0机构: Univ Aegean, Dept Prod & Syst Design Engn, Syros, Greece Univ Aegean, Dept Prod & Syst Design Engn, Syros, GreeceStavrakis, Modestos论文数: 0 引用数: 0 h-index: 0机构: Univ Aegean, Dept Prod & Syst Design Engn, Syros, Greece Univ Aegean, Dept Prod & Syst Design Engn, Syros, Greece
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