IEEE Computational Intelligence Magazine - May 2021 - 2

CIM Editorial Board
Editor-in-Chief
Chuan-Kang Ting
National Tsing Hua University
Department of Power Mechanical Engineering
No. 101, Section 2, Kuang-Fu Road
Hsinchu 30013, TAIWAN
(Phone) +886-3-5742611
(Email) ckting@pme.nthu.edu.tw
Founding Editor-in-Chief
Gary G.Yen, Oklahoma State University, USA
Past Editors-in-Chief
Kay Chen Tan, Hong Kong Polytechnic
University, HONG KONG
Hisao Ishibuchi, Southern University of Science and
Technology, CHINA
Editors-At-Large
Piero P. Bonissone, Piero P Bonissone Analytics
LLC, USA
David B. Fogel, Natural Selection, Inc., USA
Vincenzo Piuri, University of Milan, ITALY
Marios M. Polycarpou, University of Cyprus,
CYPRUS
Jacek M. Zurada, University of Louisville, USA
Associate Editors
José M. Alonso, University of Santiago de
Compostela, SPAIN
Erik Cambria, Nanyang Technological University,
SINGAPORE
Liang Feng, Chongqing University, CHINA
Barbara Hammer, Bielefeld University, GERMANY
Eyke Hüllermeier, Paderborn University, GERMANY
Sheng Li, University of Georgia, USA
Hsuan-Tien Lin, National Taiwan University,
TAIWAN
Hongfu Liu, Brandeis University, USA
Zhen Ni, Florida Atlantic University, USA
Yusuke Nojima, Osaka Prefecture University, JAPAN
Nelishia Pillay, University of Pretoria, SOUTH AFRICA
Danil Prokhorov, Toyota R&D, USA
Kai Qin, Swinburne University of Technology,
AUSTRALIA
Rong Qu, University of Nottingham, UK
Ming Shao, University of Massachusetts
Dartmouth, USA
Vincent S. Tseng, National Chiao Tung University,
TAIWAN
Kyriakos G.Vamvoudakis, Georgia Tech, USA
Nishchal K.Verma, Indian Institute of Technology
Kanpur, INDIA
Handing Wang, Xidian University, CHINA
Dongrui Wu, Huazhong University of Science and
Technology, CHINA
Bing Xue, Victoria University of Wellington,
NEW ZEALAND
IEEE Periodicals/
Magazines Department
Editorial/Production Associate, Heather Hilton
Senior Managing Editor, Geri Krolin-Taylor
Senior Art Director, Janet Dudar
Associate Art Director, Gail A. Schnitzer
Production Coordinator, Theresa L. Smith
Director, Business Development-
Media & Advertising, Mark David
Advertising Production Manager,
Felicia Spagnoli
Production Director, Peter M. Tuohy
Editorial Services Director, Kevin Lisankie
Senior Director, Publishing Operations,
Dawn Melley

Chuan-Kang Ting
National Tsing Hua University, TAIWAN

A Firm Grip on Our Reality

A

little while ago, on Netflix, I came across The Matrix again-a
classic and thought-provoking film. Rewatching it after so
many years, I still enjoyed the movie a lot but pondered
over Neo's world-a simulated reality built by intelligent machines
to control humans. At this moment, our world may not resemble
his world, but what about the future? We are already constantly
surrounded by technology of all sorts, and our dependence on it
only increases its influence on us. Technology is indispensable and its presence in our
lives is undeniable, yet we should not take it all for granted and lose ourselves among
all the convenience and information. Just as humans in The Matrix strive to regain
their reality, so too can we try to have a firm grip on ours.
This issue includes three articles in the Features. The first article introduces a novel
and computationally efficient transfer neuroevolution algorithm to address the issue of
slow neuroevolution in solving differential equations. In particular, the neuroevolution
method can exploit relevant exponential priors and reduce the risk of negative transfer. The second article presents a deep multi-scale neural network that leverages the
multi-frequency characteristics in EEG signals for brain-computer interface. To deal
with incomplete and noisy data, the third article puts forth a novel framework that
utilizes different sensor data and integrates job performance, physical, physiological
and psychological states to understand human behavior.
The Columns comprises two articles. The first article seeks to model the fraud
dynamics of a consumption tax system through evolutionary game theory, which
takes real-world data and scenarios into account for stability and robustness. Given that
past planned routes were not compatible with user requirements, the second article
proposes a two-fold time-dependent path planner to consider a more realistic path
planning scenario with time-dependent travel time and utility score. In Society Briefs,
we congratulate our newly elevated IEEE Fellows and heartily celebrate their outstanding achievements and contributions in their respective areas of expertise. We also
welcome our newly elected AdCom members who will help to govern and administer our society.
We hope that the articles may bring you pleasure and even some inspiration to
your own works. You are most welcome to contact me at ckting@pme.nthu.edu.tw
should you have any comments or suggestions regarding this magazine.

IEEE prohibits discrimination, harassment, and bullying.
For more information, visit http://www.ieee.org/web/
abou-tus/whatis/policies/p9-26.html.
Digital Object Identifier 10.1109/MCI.2021.3056256

2

Editor's
Editor's
Remarks

Digital Object Identifier 10.1109/MCI.2021.3061849
Date of current version: 12 April 2021

IEEE COMPUTATIONAL INTELLIGENCE MAGAZINE | MAY 2021


http://www.ieee.org/web/abou-tus/whatis/policies/p9-26.html http://www.ieee.org/web/abou-tus/whatis/policies/p9-26.html

IEEE Computational Intelligence Magazine - May 2021

Table of Contents for the Digital Edition of IEEE Computational Intelligence Magazine - May 2021

Contents
IEEE Computational Intelligence Magazine - May 2021 - Cover1
IEEE Computational Intelligence Magazine - May 2021 - Cover2
IEEE Computational Intelligence Magazine - May 2021 - Contents
IEEE Computational Intelligence Magazine - May 2021 - 2
IEEE Computational Intelligence Magazine - May 2021 - 3
IEEE Computational Intelligence Magazine - May 2021 - 4
IEEE Computational Intelligence Magazine - May 2021 - 5
IEEE Computational Intelligence Magazine - May 2021 - 6
IEEE Computational Intelligence Magazine - May 2021 - 7
IEEE Computational Intelligence Magazine - May 2021 - 8
IEEE Computational Intelligence Magazine - May 2021 - 9
IEEE Computational Intelligence Magazine - May 2021 - 10
IEEE Computational Intelligence Magazine - May 2021 - 11
IEEE Computational Intelligence Magazine - May 2021 - 12
IEEE Computational Intelligence Magazine - May 2021 - 13
IEEE Computational Intelligence Magazine - May 2021 - 14
IEEE Computational Intelligence Magazine - May 2021 - 15
IEEE Computational Intelligence Magazine - May 2021 - 16
IEEE Computational Intelligence Magazine - May 2021 - 17
IEEE Computational Intelligence Magazine - May 2021 - 18
IEEE Computational Intelligence Magazine - May 2021 - 19
IEEE Computational Intelligence Magazine - May 2021 - 20
IEEE Computational Intelligence Magazine - May 2021 - 21
IEEE Computational Intelligence Magazine - May 2021 - 22
IEEE Computational Intelligence Magazine - May 2021 - 23
IEEE Computational Intelligence Magazine - May 2021 - 24
IEEE Computational Intelligence Magazine - May 2021 - 25
IEEE Computational Intelligence Magazine - May 2021 - 26
IEEE Computational Intelligence Magazine - May 2021 - 27
IEEE Computational Intelligence Magazine - May 2021 - 28
IEEE Computational Intelligence Magazine - May 2021 - 29
IEEE Computational Intelligence Magazine - May 2021 - 30
IEEE Computational Intelligence Magazine - May 2021 - 31
IEEE Computational Intelligence Magazine - May 2021 - 32
IEEE Computational Intelligence Magazine - May 2021 - 33
IEEE Computational Intelligence Magazine - May 2021 - 34
IEEE Computational Intelligence Magazine - May 2021 - 35
IEEE Computational Intelligence Magazine - May 2021 - 36
IEEE Computational Intelligence Magazine - May 2021 - 37
IEEE Computational Intelligence Magazine - May 2021 - 38
IEEE Computational Intelligence Magazine - May 2021 - 39
IEEE Computational Intelligence Magazine - May 2021 - 40
IEEE Computational Intelligence Magazine - May 2021 - 41
IEEE Computational Intelligence Magazine - May 2021 - 42
IEEE Computational Intelligence Magazine - May 2021 - 43
IEEE Computational Intelligence Magazine - May 2021 - 44
IEEE Computational Intelligence Magazine - May 2021 - 45
IEEE Computational Intelligence Magazine - May 2021 - 46
IEEE Computational Intelligence Magazine - May 2021 - 47
IEEE Computational Intelligence Magazine - May 2021 - 48
IEEE Computational Intelligence Magazine - May 2021 - 49
IEEE Computational Intelligence Magazine - May 2021 - 50
IEEE Computational Intelligence Magazine - May 2021 - 51
IEEE Computational Intelligence Magazine - May 2021 - 52
IEEE Computational Intelligence Magazine - May 2021 - 53
IEEE Computational Intelligence Magazine - May 2021 - 54
IEEE Computational Intelligence Magazine - May 2021 - 55
IEEE Computational Intelligence Magazine - May 2021 - 56
IEEE Computational Intelligence Magazine - May 2021 - 57
IEEE Computational Intelligence Magazine - May 2021 - 58
IEEE Computational Intelligence Magazine - May 2021 - 59
IEEE Computational Intelligence Magazine - May 2021 - 60
IEEE Computational Intelligence Magazine - May 2021 - 61
IEEE Computational Intelligence Magazine - May 2021 - 62
IEEE Computational Intelligence Magazine - May 2021 - 63
IEEE Computational Intelligence Magazine - May 2021 - 64
IEEE Computational Intelligence Magazine - May 2021 - 65
IEEE Computational Intelligence Magazine - May 2021 - 66
IEEE Computational Intelligence Magazine - May 2021 - 67
IEEE Computational Intelligence Magazine - May 2021 - 68
IEEE Computational Intelligence Magazine - May 2021 - 69
IEEE Computational Intelligence Magazine - May 2021 - 70
IEEE Computational Intelligence Magazine - May 2021 - 71
IEEE Computational Intelligence Magazine - May 2021 - 72
IEEE Computational Intelligence Magazine - May 2021 - 73
IEEE Computational Intelligence Magazine - May 2021 - 74
IEEE Computational Intelligence Magazine - May 2021 - 75
IEEE Computational Intelligence Magazine - May 2021 - 76
IEEE Computational Intelligence Magazine - May 2021 - 77
IEEE Computational Intelligence Magazine - May 2021 - 78
IEEE Computational Intelligence Magazine - May 2021 - 79
IEEE Computational Intelligence Magazine - May 2021 - 80
IEEE Computational Intelligence Magazine - May 2021 - 81
IEEE Computational Intelligence Magazine - May 2021 - 82
IEEE Computational Intelligence Magazine - May 2021 - 83
IEEE Computational Intelligence Magazine - May 2021 - 84
IEEE Computational Intelligence Magazine - May 2021 - 85
IEEE Computational Intelligence Magazine - May 2021 - 86
IEEE Computational Intelligence Magazine - May 2021 - 87
IEEE Computational Intelligence Magazine - May 2021 - 88
IEEE Computational Intelligence Magazine - May 2021 - 89
IEEE Computational Intelligence Magazine - May 2021 - 90
IEEE Computational Intelligence Magazine - May 2021 - 91
IEEE Computational Intelligence Magazine - May 2021 - 92
IEEE Computational Intelligence Magazine - May 2021 - 93
IEEE Computational Intelligence Magazine - May 2021 - 94
IEEE Computational Intelligence Magazine - May 2021 - 95
IEEE Computational Intelligence Magazine - May 2021 - 96
IEEE Computational Intelligence Magazine - May 2021 - 97
IEEE Computational Intelligence Magazine - May 2021 - 98
IEEE Computational Intelligence Magazine - May 2021 - 99
IEEE Computational Intelligence Magazine - May 2021 - 100
IEEE Computational Intelligence Magazine - May 2021 - Cover3
IEEE Computational Intelligence Magazine - May 2021 - Cover4
https://www.nxtbook.com/nxtbooks/ieee/computationalintelligence_202311
https://www.nxtbook.com/nxtbooks/ieee/computationalintelligence_202308
https://www.nxtbook.com/nxtbooks/ieee/computationalintelligence_202305
https://www.nxtbook.com/nxtbooks/ieee/computationalintelligence_202302
https://www.nxtbook.com/nxtbooks/ieee/computationalintelligence_202211
https://www.nxtbook.com/nxtbooks/ieee/computationalintelligence_202208
https://www.nxtbook.com/nxtbooks/ieee/computationalintelligence_202205
https://www.nxtbook.com/nxtbooks/ieee/computationalintelligence_202202
https://www.nxtbook.com/nxtbooks/ieee/computationalintelligence_202111
https://www.nxtbook.com/nxtbooks/ieee/computationalintelligence_202108
https://www.nxtbook.com/nxtbooks/ieee/computationalintelligence_202105
https://www.nxtbook.com/nxtbooks/ieee/computationalintelligence_202102
https://www.nxtbook.com/nxtbooks/ieee/computationalintelligence_202011
https://www.nxtbook.com/nxtbooks/ieee/computationalintelligence_202008
https://www.nxtbook.com/nxtbooks/ieee/computationalintelligence_202005
https://www.nxtbook.com/nxtbooks/ieee/computationalintelligence_202002
https://www.nxtbook.com/nxtbooks/ieee/computationalintelligence_201911
https://www.nxtbook.com/nxtbooks/ieee/computationalintelligence_201908
https://www.nxtbook.com/nxtbooks/ieee/computationalintelligence_201905
https://www.nxtbook.com/nxtbooks/ieee/computationalintelligence_201902
https://www.nxtbook.com/nxtbooks/ieee/computationalintelligence_201811
https://www.nxtbook.com/nxtbooks/ieee/computationalintelligence_201808
https://www.nxtbook.com/nxtbooks/ieee/computationalintelligence_201805
https://www.nxtbook.com/nxtbooks/ieee/computationalintelligence_201802
https://www.nxtbook.com/nxtbooks/ieee/computational_intelligence_winter17
https://www.nxtbook.com/nxtbooks/ieee/computational_intelligence_fall17
https://www.nxtbook.com/nxtbooks/ieee/computational_intelligence_summer17
https://www.nxtbook.com/nxtbooks/ieee/computational_intelligence_spring17
https://www.nxtbook.com/nxtbooks/ieee/computational_intelligence_winter16
https://www.nxtbook.com/nxtbooks/ieee/computational_intelligence_fall16
https://www.nxtbook.com/nxtbooks/ieee/computational_intelligence_summer16
https://www.nxtbook.com/nxtbooks/ieee/computational_intelligence_spring16
https://www.nxtbook.com/nxtbooks/ieee/computational_intelligence_winter15
https://www.nxtbook.com/nxtbooks/ieee/computational_intelligence_fall15
https://www.nxtbook.com/nxtbooks/ieee/computational_intelligence_summer15
https://www.nxtbook.com/nxtbooks/ieee/computational_intelligence_spring15
https://www.nxtbook.com/nxtbooks/ieee/computational_intelligence_winter14
https://www.nxtbook.com/nxtbooks/ieee/computational_intelligence_fall14
https://www.nxtbook.com/nxtbooks/ieee/computational_intelligence_summer14
https://www.nxtbook.com/nxtbooks/ieee/computational_intelligence_spring14
https://www.nxtbook.com/nxtbooks/ieee/computational_intelligence_winter13
https://www.nxtbook.com/nxtbooks/ieee/computational_intelligence_fall13
https://www.nxtbook.com/nxtbooks/ieee/computational_intelligence_summer13
https://www.nxtbook.com/nxtbooks/ieee/computational_intelligence_spring13
https://www.nxtbook.com/nxtbooks/ieee/computational_intelligence_winter12
https://www.nxtbook.com/nxtbooks/ieee/computational_intelligence_fall12
https://www.nxtbookmedia.com