基于3惯性传感器的头部姿态检测数据集
数据来源：互联网公开数据
标签：头部姿态检测,惯性传感器,机器学习,深度学习,时间序列,健康管理,手势识别
数据概述：
本数据集包含了使用3个惯性传感器记录的时间序列数据，以及与不同头部姿势动作相关的标签。该数据集主要用于训练多种经典机器学习和深度学习模型，以实现头部活动检测。数据集涵盖了头部运动的各种姿势，为研究人员提供了宝贵的数据资源。
数据用途概述：
该数据集适用于头部姿态检测算法的研究、手势识别系统的开发、健康管理应用的构建等多种场景。研究人员可利用此数据集训练和评估机器学习及深度学习模型，以提高头部姿态检测的准确性和鲁棒性。此外，医疗保健机构和设备制造商也可使用该数据集开发相关的健康管理产品和服务。在教育培训领域，该数据集也有助于学习者了解头部姿态检测技术及其应用前景。
重要信息：
使用本数据集进行研究时，需至少引用以下两篇论文：
I.C. Severin, The Head Posture System Based on 3 Inertial Sensors and Machine Learning Models: Offline Analyze, 3rd International Seminar on Research of Information Technology and Intelligent Systems (ISRITI 2020), Yogyakarta, Indonesia, 10-11 Dec. 2020, Electronic ISBN: 978-1-7281-8406-7, Print ISBN: 978-1-7281-8404-3, DOI: 10.1109/ISRITI51436.2020.9315418
I.C. Severin, Head Posture monitor based on 3 IMU sensors: Consideration toward Healthcare application, The 8-th IEEE International Conference on e-Health and Bioengineering (EHB 2020), Iasi, Romania, 29-30 Oct. 2020, Electronic ISBN: 978-1-7281-8803-4, DOI: 10.1109/EHB50910.2020.9280106
其他相关信息：
有关本研究的更多论文包括：
I.C. Severin, D.M. Dobrea and M.C. Dobrea, Head Gesture Recognition using a 6DOF Inertial IMU, International Journal of Computers Communications & Control, vol. 15, no. 3, 2020, ISSN: 1841-9836, DOI: 10.15837/ijccc.2020.3.3856, WOS: 000528258600005
I.C. Severin, Time series feature extraction for Head gesture recognition: Considerations toward HCI Applications, 24th International Conference on System Theory, Control and Computing (ICSTCC 2020), Sinaia, Romania, 8-10 Oct. 2020, Electronic ISBN: 978-1-7281-9809-5, INSPEC Accession Number: 20198664, DOI: 10.1109/ICSTCC50638.2020.9259741
I.C. Severin and D. M. Dobrea, 6DOF Inertial IMU Head Gesture Detection: Performance Analysis Using Fourier Transform and Jerk-Based Feature Extraction, IEEE Microwave Theory and Techniques in Wireless Communications (MTTW 2020), Riga, Latvia, 2020, pp. 118-123, 1-2 Oct. 2020, Electronic ISBN: 978-1-7281-9398-4, INSPEC Accession Number: 20133391, DOI: 10.1109/MTTW51045.2020.9245072
I.C. Severin, D.M. Dobrea, Head Gesture Recognition based on 6DOF Inertial sensor using Artificial Neural Network, International Symposium on Electronics and Telecommunications (ISETC 2020), Timisoara, Romania, 5-6 Nov. 2020, Electronic ISBN: 978-1-7281-9513-1, Print ISBN: 978-1-7281-8921-5, DOI: 10.1109/ISETC50328.2020.9301099
I.C. Severin, and Dobrea Dan-Marius. 2021. "Using Inertial Sensors to Determine Head Motion—A Review" Journal of Imaging 7, no. 12: 265. https://doi.org/10.3390/jimaging7120265
I.C. Severin. "SYSTEM FOR DETECTING THE TRANSMISSION ERROR RATE DURING WI-FI COMMUNICATION WITH CC3220SF LAUNCHPAD" Bulletin of the Polytechnic Institute of Iași. Electrical Engineering, Power Engineering, Electronics Section, vol.66, no.3, 2020, pp.77-97.
I.C. Severin, "A Brief Review of Using the Inertial Sensor to Determine the Driver Head Posture," 2021 International Conference on e-Health and Bioengineering (EHB), 2021, pp. 1-4, doi: 10.1109/EHB52898.2021.9657575, lucrare indexată în: IEEE Xplore, ISI Web of Science
M.C. Dobrea, D.M. Dobrea and I.C. Severin, A new wearable system for head gesture recognition designed to control an intelligent wheelchair, The 7th IEEE International Conference on E-Health and Bioengineering (EHB 2019), Iasi, Romania, 21-23 Nov.2019, ISBN: 978-1-7281-2603-6, INSPEC Accession Number: 19300443, DOI: 10.1109/EHB47216.2019.8969993, WOS: 000558648300125
I.C. Severin and Dobrea, Dan-Marius. "Head Gesture Recognition Based on Capacitive Sensors Using Deep Learning Algorithms" Bulletin of the Polytechnic Institute of Iași. Electrical Engineering, Power Engineering, Electronics Section, vol.67, no.3, 2021, pp.73-92. https://doi.org/10.2478/bipie-2021-0018
D. M. Dobrea and M. C. Dobrea, "A Neuronal Model of the 3D Head Position Based on a Wearable System," 2018 International Conference and Exposition on Electrical And Power Engineering (EPE), Iasi, Romania, 2018, pp. 0341-0346, doi: 10.1109/ICEPE.2018.8559815.
D. M. Dobrea and M. C. Dobrea, "A warning wearable system used to identify poor body postures," 2018 Advances in Wireless and Optical Communications (RTUWO), Riga, Latvia, 2018, pp. 55-60, doi: 10.1109/RTUWO.2018.8587900.
D. -M. Dobrea and M. -C. Dobrea, "Concepts and developments of an wearable system - an IoT approach," 2017 International Symposium on Signals, Circuits and Systems (ISSCS), Iasi, Romania, 2017, pp. 1-4, doi: 10.1109/ISSCS.2017.8034922.
备注：
如需更多信息，请联系：severinionut10@gmail.com / ionut.severin@etti.tuiasi.ro
