Smart Home System Based on Motion Imagination EEG Control

Abstract

Abstract: Combining smart home with Brain Computer Interface (BCI) technology and using “ideation” to achieve home operation and control can provide a more friendly and convenient home life for people with sports disabilities, which has important social significance. This paper proposes a smart home system based on motion imagination EEG control taking the left and right hand movement intention as an example, studies the EEG signal acquisition, noise filtering preprocessing, feature extraction and classification recognition involved in the system design. And in the end, a realization plan of the system is given.

Key words: smart home, brain computer interface, feature extraction, classification recognition

HUANG Xu-bin, ZHANG Jin-shuang. Smart Home System Based on Motion Imagination EEG Control[J]. Computer and Modernization, 2021, 0(02): 68-72.

References

［1］王行愚,金晶,张宇,等. 脑控：基于脑—机接口的人机融合控制［J］. 自动化学报, 2013,39(3):208-221.
［2］严萍,张兴敢,柏业超,等. 基于物联网技术的智能家居系统［J］. 南京大学学报(自然科学版), 2012,48(1):26-32.
［3］申斌,张桂青,汪明. 基于物联网的智能家居设计与实现［J］. 自动化与仪表, 2013,28(3):6-10.
［4］张桂青,鹿曼,汪明. 智能家居的“春天”来了［J］. 计算机科学, 2013,40(6):398-402.
［5］毛燕琴,沈苏彬. 物联网信息模型与能力分析［J］. 软件学报, 2014(8)：1685-1695.
［6］孙常清,赵英涛. 数字家庭网络发展分析［R］. 电信科学, 2007,23(6)：23-27.
［7］曾松伟,章云,邱伟强. 基于物联网的智能家居控制系统设计［J］. 现代电子技术, 2011,34(9):168-171.
［8］王凯明. 智能家居系统的研究［D］. 西安:西安科技大学, 2005.
［9］李建中,高宏. 无线传感器网络的研究进展［J］. 计算机研究与发展, 2008,45(1):1-15.
［10］胡晓,李怀为,刘外喜,等. 无线数字家庭网络的发展［J］. 广播与电视技术, 2008,35(6):79-81.
［11］于卫红. 基于多Agent与Android传感器的智能照明控制系统［J］. 计算机与数字工程, 2013,41(6):1009-1012.
［12］周洪. 智能家居控制系统［M］. 北京:中国电力出版社, 2006:5-40.
［13］施文灶,王平,黄晞. 无线传感器网络在智能家居系统中的应用［J］. 福建师范大学学报(自然科学版), 2010,26(6):59-63.
［14］徐宝国,宋爱国,费树珉. 在线脑机接口中脑电信号的特征提取与分类方法［J］. 电子学报, 2011,39(5):1025-1030.
［15］赵香花，汪晓光. 基于脑-机接口的残疾人环境控制装置的设计［J］. 中国康复医学杂志, 2004,19(5):324-326.
［16］LEE W T, NISAR H, MALIK A S. A brain computer interface for smart home control［C］// 2013 IEEE International Symposium on Consumer Electronics(ISCE). 2013:35-36.
［17］程明,高上凯,张琳. 基于脑电信号的脑—计算机接口［J］. 北京生物医学工程, 2000,19(2):113-118.
［18］FAREWELL L A, DONCHIN E. Talking off the top of your head: Toward a mental prosthesis utiltizing［J］. Electroencephalography and Clinical Neurophysiology, 1988,70(6):510-523.
［19］BIRBAUMER N, KUBLER A, GHANAYIM N, et al. The thought translation device(TTD) for completely paralyzed patients［J］. IEEE Transaction on Rehabilitation Engineering, 2000,(82):190-193.
［20］李凯. 基于脑机接口的智能家居及电动轮椅控制系统的研究与实现［D］. 广州：华南理工大学， 2017.
［21］段锁林,尚允坤,潘礼正. 多类运动想象脑电信号特征提取与分类［J］. 计算机测量与控制, 2016,24(2):283-287.
［22］刘珑,李胜. 基于快速独立主分量分析的脑电波信号降噪［J］. 计算机测量与控制, 2014,22(11):3708-3711.
［23］马满振,郭理斌,苏奎峰. 基于改进CSP算法的运动想象脑电信号分类方法［J］. 计算机与现代化, 2017(11):23-28.

[1]	LIU Yunhai1, Feng Guang1, WU Xiaoting2, YANG Qun2 . Safety Helmet Wearing Detection Algorithm for Complex Construction Scenes [J]. Computer and Modernization, 2024, 0(12): 66-71.
[2]	YU Chenxi, GU Lin. Recognition and Warning of Elevator Abnormal Behavior Based on Human Skeleton [J]. Computer and Modernization, 2024, 0(09): 114-120.
[3]	YUE Youjun1, 2, ZHANG Yuankun1, ZHAO Hui1, 2, WANG Hongjun1, 2. Indoor Scene Recognition Method Based on Multi-scale Feature and Attention Module [J]. Computer and Modernization, 2024, 0(08): 37-42.
[4]	ZHAO Xiaoming, PAN Ting, LIU Weifeng. Automated Drawing Psychoanalysis Based on Image Classification [J]. Computer and Modernization, 2024, 0(08): 92-97.
[5]	WU Li1, ZHANG Zhenghao2, GE Caicheng2, YU Jun2. Lane Line Detection Algorithm Based on Improved SCNN Network [J]. Computer and Modernization, 2024, 0(07): 87-92.
[6]	LIU Lipei, YANG Xiaoli, LI Zhenwei. EEG Classification of Epilepsy Based on Edge-center Network Feature Extraction [J]. Computer and Modernization, 2024, 0(05): 22-26.
[7]	YUAN Shi-yi. Prediction of Grain Yield Model Based on Empirical Mode Decomposition and #br# Extreme Learning Machine [J]. Computer and Modernization, 2024, 0(03): 47-53.
[8]	WANG Qiu-yi, ZHOU Hao, ZHENG Ting-ting. Improved RetinaNet Target Detection Method for Power Equipment [J]. Computer and Modernization, 2024, 0(01): 47-52.
[9]	YANG Liu-qing, WANG Chong. Personalized Recommendation Method of Web Service Resources Based on Maximum Entropy [J]. Computer and Modernization, 2023, 0(09): 32-37.
[10]	HU Rui-jie, CHE Dou. Review of Infrared Small Target Detection [J]. Computer and Modernization, 2023, 0(08): 79-86.
[11]	WANG Xin-yi, YIN Si-qing, HONG Jun. Asymmetric Deep Supervised Hashing with Attention Mechanism [J]. Computer and Modernization, 2023, 0(05): 26-31.
[12]	PAN Feng, WANG Jie, ZHANG Yan-sha, TAN Mian, HE Xing, WANG Lin, . Person Re-identification Based on Dual-branch Feature Concatenation [J]. Computer and Modernization, 2023, 0(05): 93-99.
[13]	WANG Hao-chang, LIU Ru-yi. Review of Relation Extraction Based on Pre-training Language Model [J]. Computer and Modernization, 2023, 0(01): 49-57.
[14]	ZHANG Xiao-dong, WANG Xu-ying, QIN Zi-xuan. Pump Detection Period Predicting of Pump Well Based on Feature Fusion [J]. Computer and Modernization, 2022, 0(12): 60-66.
[15]	LI Chun-sheng, FENG Yang-xiao, FU Yu, ZHANG Ke-jia, WU Run-tong. Employee Behavior Analysis Method Based on Mean Clustering [J]. Computer and Modernization, 2022, 0(09): 19-24.