Systems, Man & Cybernetics - October 2016 - 15

[26] S. Waldert, L. Tüshaus, C. P. Kaller, A. Aertsen, and C. Mehring, "fNIRS exhibits

[44] H. G. Yeom, W. Hong, D. Y. Kang, C. K. Chung, J. S. Kim, S. P. Kim, "A study on

weak tuning to hand movement direction," Plos One, vol. 7, no. 11, p. 49266, 2012.

decoding models for the reconstruction of hand trajectories from the human magneto-

[27] Y. Wang and S. Makeig, "Predicting intended movement direction using EEG from

encephalography," BioMed Res. Int., vol. 2014, p. 176857, 2014.

human posterior parietal cortex," in Foundations of Augmented Cognition.

[45] I. Nambu, R. Osu, M. Sato, S. Ando, M. Kawato, and E. Naito, "Single-trial recon-

Neuroergonomics and Operational Neuroscience. New York: Springer-Verlag,

struction of finger-pinch forces from human motor-cortical activation measured by

2009, pp. 437-446.

near-infrared spectroscopy (NIRS)," Neuroimage, vol. 47, no. 2, pp. 628-637, 2009.

[28] C. C. Kuo, J. L. Knight, C. A. Dressel, and A. W. Chiu, "Non-invasive BCI for the

[46] T. J. Bradberry, R. J. Gentili, and J. L. Contreras-Vidal, "Decoding three-dimen-

decoding of intended arm reaching movement in prosthetic limb control," Amer. J.

sional hand kinematics from electroencephalographic signals," in Proc. Annu. Int.

Biomed. Eng., vol. 2, no. 4, pp. 155-162, 2012.

Conf. IEEE Engineering in Medicine and Biology Society, Boston, 2011, pp.

[29] B. Nasseroleslami, H. Lakany, and B. A. Conway, "Identification of time-frequency

5010-5013.

EEG features modulated by force direction in arm isometric exertions," in Proc. 5th

[47] T. J. Bradberry, R. J. Gentili, and J. L. Contreras-Vidal, "Reconstructing three-

Int. IEEE/EMBS Conf. Neural Engineering, Cancun, Mexico, 2011, pp. 422-425.

dimensional hand movements from noninvasive electroencephalographic signals," J.

[30] E. Demandt, C. Mehring, K. Vogt, A. Schulze-Bonhage, A. Aertsen, and T. Ball,

Neuroscience, vol. 30, pp. 3432-3437, 2010.

"Reaching movement onset-and end-related characteristics of EEG spectral power

[48] J. Lv and Y. Li, "Decoding hand movement velocities from EEG signals during a

modulations," Front. Neurosci., vol. 6, May 2012.

continuous drawing task," in Proc. 7th Int. Conf. Fuzzy Systems and Knowl-

[31] N. Robinson, C. Guan, A. Vinod, K. K. Ang, and K. P. Tee, "Multi-class EEG clas-

edge Discovery, Yantai, China, 2010, pp. 2186-2189.

sification of voluntary hand movement directions," J. Neural Eng., vol. 10, no. 5,

[49] D. J. McFarland, W. A. Sarnacki, and J. R. Wolpaw, "Electroencephalographic (EEG)

p.  056018, 2013.

control of three-dimensional movement," J. Neural Eng., vol. 7, no. 3, p. 036007, 2010.

[32] G. Clauzel, C. Neuper, and G. Müller-Putz, "Offline decoding of hand movement

[50] H. Agashe and J. L. Contreras-Vidal, "Reconstructing hand kinematics during

directions from non-invasive EEG," Int. J. Bioelectromagnetism, vol. 13, no. 2,

reach to grasp movements from electroencephalographic signals," in Proc. Annu. Int.

pp. 90-91, 2011.

Conf. IEEE Engineering in Medicine and Biology Society, Boston, 2011, pp. 5444-5447.

[33] A. K. Ng, K. K. Ang, K. P. Tee, and C. Guan, "Optimizing low-frequency common

[51] J. Liu, C. Perdoni, and B. He, "Hand movement decoding by phase-locking low

spatial pattern features for multi-class classification of hand movement directions," in

frequency EEG signals," in Proc. Annu. Int. Conf. IEEE Engineering in Medicine and

Proc. 35th Annu. Int. Conf. IEEE Engineering in Medicine and Biology

Biology Society, Boston, 2011, pp. 6335-6338.

Society, Osaka, Japan, 2013, pp. 2780-2783.

[52] J. M. Antelisa, L. Montesanoa, and J. Mingueza, "Decoding of full 3D finger trajec-

[34] A. K. Tanwani, J. del R Millan, and A. Billard, "Rewards-driven control of robot

tories from EEG data," Int. J. Bioelectromagnetism, vol. 13, 2013.

arm by decoding EEG signals," in Proc. 36th Annu. Int. Conf. IEEE Engineer-

[53] P. Ofner and G. R. Muller-Putz, "Decoding of velocities and positions of 3D arm

ing in Medicine and Biology Society, Chicago, 2014, pp. 1658-1661.

movement from EEG," in Proc. Annu. Int. Conf. IEEE Engineering in Medicine and

[35] E. Y. Lew, R. Chavarriaga, S. Silvoni, and J. d R. Millán, "Single trial predic-

Biology Society, San Diego, CA, 2012, pp. 6406-6409.

tion of self-paced reaching directions from EEG signals," Front. Neurosci.,

[54] D. Heger, R. Jakel, F. Putze, M. Losch, and T. Schultz, "Filling a glass of water:

vol. 8, Aug. 2014.

Continuously decoding the speed of 3D hand movements from EEG signals," in

[36] J.-S. Woo, K.-R. Muller, and S.-W. Lee, "Classifying directions in continuous arm

Proc. Annu. Int. Conf. IEEE Engineering in Medicine and Biology Society, San

movement from EEG signals," in Proc. 3rd Int. Winter Conf. Brain-Computer

Diego, CA, 2012, pp. 4095-4098.

Interface, Sabuk, Korea, 2015. pp. 1-2.

[55] N. Robinson, A. P. Vinod, and C. Guan, "Hand Movement Trajectory Reconstruc-

[37] N. Robinson, A. P. Vinod, K. K. Ang, K. P. Tee, and C. T. Guan, "EEG-based classifi-

tion from EEG for Brain-Computer Interface Systems," in Proc. IEEE Int. Conf.

cation of fast and slow hand movements using wavelet-CSP algorithm," IEEE Trans.

Systems, Man, and Cybernetics, Manchester, U.K., 2013, pp. 3127-3132.

Biomed. Eng., vol. 60, no. 8, pp. 2123-2132, Feb. 2013.

[56] N. Robinson, A. Vinod, and C. Guan, "Spatio-temporal variations in hand move-

[38] B. Xu, X. Yin, Y. Fu, G. Shi, H. Li, and Z. Wang, "Identification of motor imagery

ment trajectory based brain activation patterns," in Proc. 13th Int. Conf. Control

parameters from EEG using SVM," in Proc. Int. Conf. Information Technology

Automation Robotics & Vision, Singapore, 2014, pp. 23-28.

and Computer Application Engineering, Hong Kong, 2013, p. 319.

[57] A. Ubeda, E. Ianez, E. Hortal, and J. M. Azorin, "Linear decoding of 2D hand move-

[39] Y. Fu, B. Xu, Y. Li, Y. Wang, Z. Yu, and H. Li, "Single-trial decoding of imagined grip

ments for target selection tasks using a non-invasive BCI system," in Proc. IEEE Int.

force parameters involving the right or left hand based on movement-related cortical

Systems Conf., Orlando, FL, 2013, pp. 778-782.

potentials," Chinese Sci. Bull., vol. 59, no. 16, pp. 1907-1916, 2014.

[58] J. Kim, R. Chavarriaga, J. d. R. Millán, and S. Lee, "3D trajectory reconstruction of

[40] T. J. Bradberry, J. L. Contreras-Vidal, and F. Rong, "Decoding hand and cursor

upper limb based on EEG," in Proc. Fifth Int. Brain Computer Interface Meet-

kinematics from magnetoencephalographic signals during tool use," in Proc. 30th

ing, Pacific Grove, CA, 2013.

Annu. Int. Conf. IEEE Engineering in Medicine and Biology Society, Van-

[59] E. Hortal, E. Iáñez, A. Úbeda, D. Tornero, and J. M. Azorín, "Decoding upper limb

couver, Canada, 2008, pp. 5306-5309.

movement velocity for stroke rehabilitation," in Converging Clinical and Eng.

[41] T. J. Bradberry, F. Rong, and J. L. Contreras-Vidal, "Decoding center-out hand

Res. on Neurorehabilitation. Berlin, Germany: Springer, 2013, p. 415.

velocity from MEG signals during visuomotor adaptation," Neuroimage, vol. 47, no.

[60] P. Ofner and G. R. Müller-Putz, "EEG-based classification of imagined arm trajecto-

4, pp. 1691-1700, 2009.

ries," in Replace, Repair, Restore, Relieve-Bridging Clinical and Engineering

[42] A. Toda, H. Imamizu, M. Kawato, and M. Sato, "Reconstruction of two-dimension-

Solutions in Neurorehabilitation. New York: Springer-Verlag, 2014, pp. 611-620.

al movement trajectories from selected magnetoencephalography cortical currents by

[61] J. Zhang, J. Wei, B. Wang, J. Hong, and J. Wang, "Nonlinear EEG decoding based

combined sparse Bayesian methods," Neuroimage, vol. 54, no. 2, pp. 892-905, 2011.

on a particle filter model," BioMed Res. Int., vol. 2014, p. 159486, 2014.

[43] H. G. Yeom, J. S. Kim, and C. K. Chung, "Estimation of the velocity and trajectory

[62] J.-H. Kim, F. Biessmann, and S.-W. Lee, "Reconstruction of hand movements from

of three-dimensional reaching movements from non-invasive magnetoencephalography

EEG signals based on non-linear regression," in Proc. Int. Winter Workshop on

signals," J. Neural Eng., vol. 10, no. 2, p. 026006, 2013.

Brain-Computer Interface, Jeongsun-kun, Korea, 2014.

O c tob e r 2016

IEEE SyStEmS, man, & CybErnEtICS magazInE

15



Table of Contents for the Digital Edition of Systems, Man & Cybernetics - October 2016

Systems, Man & Cybernetics - October 2016 - Cover1
Systems, Man & Cybernetics - October 2016 - Cover2
Systems, Man & Cybernetics - October 2016 - 1
Systems, Man & Cybernetics - October 2016 - 2
Systems, Man & Cybernetics - October 2016 - 3
Systems, Man & Cybernetics - October 2016 - 4
Systems, Man & Cybernetics - October 2016 - 5
Systems, Man & Cybernetics - October 2016 - 6
Systems, Man & Cybernetics - October 2016 - 7
Systems, Man & Cybernetics - October 2016 - 8
Systems, Man & Cybernetics - October 2016 - 9
Systems, Man & Cybernetics - October 2016 - 10
Systems, Man & Cybernetics - October 2016 - 11
Systems, Man & Cybernetics - October 2016 - 12
Systems, Man & Cybernetics - October 2016 - 13
Systems, Man & Cybernetics - October 2016 - 14
Systems, Man & Cybernetics - October 2016 - 15
Systems, Man & Cybernetics - October 2016 - 16
Systems, Man & Cybernetics - October 2016 - 17
Systems, Man & Cybernetics - October 2016 - 18
Systems, Man & Cybernetics - October 2016 - 19
Systems, Man & Cybernetics - October 2016 - 20
Systems, Man & Cybernetics - October 2016 - 21
Systems, Man & Cybernetics - October 2016 - 22
Systems, Man & Cybernetics - October 2016 - 23
Systems, Man & Cybernetics - October 2016 - 24
Systems, Man & Cybernetics - October 2016 - 25
Systems, Man & Cybernetics - October 2016 - 26
Systems, Man & Cybernetics - October 2016 - 27
Systems, Man & Cybernetics - October 2016 - 28
Systems, Man & Cybernetics - October 2016 - 29
Systems, Man & Cybernetics - October 2016 - 30
Systems, Man & Cybernetics - October 2016 - 31
Systems, Man & Cybernetics - October 2016 - 32
Systems, Man & Cybernetics - October 2016 - Cover3
Systems, Man & Cybernetics - October 2016 - Cover4
https://www.nxtbook.com/nxtbooks/ieee/smc_202310
https://www.nxtbook.com/nxtbooks/ieee/smc_202307
https://www.nxtbook.com/nxtbooks/ieee/smc_202304
https://www.nxtbook.com/nxtbooks/ieee/smc_202301
https://www.nxtbook.com/nxtbooks/ieee/smc_202210
https://www.nxtbook.com/nxtbooks/ieee/smc_202207
https://www.nxtbook.com/nxtbooks/ieee/smc_202204
https://www.nxtbook.com/nxtbooks/ieee/smc_202201
https://www.nxtbook.com/nxtbooks/ieee/smc_202110
https://www.nxtbook.com/nxtbooks/ieee/smc_202107
https://www.nxtbook.com/nxtbooks/ieee/smc_202104
https://www.nxtbook.com/nxtbooks/ieee/smc_202101
https://www.nxtbook.com/nxtbooks/ieee/smc_202010
https://www.nxtbook.com/nxtbooks/ieee/smc_202007
https://www.nxtbook.com/nxtbooks/ieee/smc_202004
https://www.nxtbook.com/nxtbooks/ieee/smc_202001
https://www.nxtbook.com/nxtbooks/ieee/smc_201910
https://www.nxtbook.com/nxtbooks/ieee/smc_201907
https://www.nxtbook.com/nxtbooks/ieee/smc_201904
https://www.nxtbook.com/nxtbooks/ieee/smc_201901
https://www.nxtbook.com/nxtbooks/ieee/smc_201810
https://www.nxtbook.com/nxtbooks/ieee/smc_201807
https://www.nxtbook.com/nxtbooks/ieee/smc_201804
https://www.nxtbook.com/nxtbooks/ieee/smc_201801
https://www.nxtbook.com/nxtbooks/ieee/systems_man_cybernetics_1017
https://www.nxtbook.com/nxtbooks/ieee/systems_man_cybernetics_0717
https://www.nxtbook.com/nxtbooks/ieee/systems_man_cybernetics_0417
https://www.nxtbook.com/nxtbooks/ieee/systems_man_cybernetics_0117
https://www.nxtbook.com/nxtbooks/ieee/systems_man_cybernetics_1016
https://www.nxtbook.com/nxtbooks/ieee/systems_man_cybernetics_0716
https://www.nxtbook.com/nxtbooks/ieee/systems_man_cybernetics_0416
https://www.nxtbook.com/nxtbooks/ieee/systems_man_cybernetics_0116
https://www.nxtbook.com/nxtbooks/ieee/systems_man_cybernetics_1015
https://www.nxtbook.com/nxtbooks/ieee/systems_man_cybernetics_0715
https://www.nxtbook.com/nxtbooks/ieee/systems_man_cybernetics_0415
https://www.nxtbook.com/nxtbooks/ieee/systems_man_cybernetics_0115
https://www.nxtbookmedia.com