IEEE JOURNAL OF BIOMEDICAL AND HEALTH INFORMATICS
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IEEE JOURNAL OF BIOMEDICAL AND HEALTH INFORMATICS J-BHI Special Issue on “Emerging IoT-driven Smart Health: from Cloud to Edge” Introduction Smart health is a real-time, intelligent, ubiquitous healthcare service based on Internet of bioMedical Things (IoMT). With the rapid development of related technologies such as deep learning, edge computing and IoT, smart health is playing vital role in healthcare industry to increase the accuracy, reliability and productivity of mobile sensory devices. To meet the computational requirements of deep learning, a common approach is to leverage cloud computing. To use cloud resources, data must be moved from the data source location on the network edge [e.g., from smartphones and IoT sensors] to a centralized location in the cloud. This potential solution of transferring the data from the source to the cloud brings about several challenges: latency, bandwidth and privacy. A large amount of biomedical data is difficult to tolerate network latency and needs to be processed in real time, which challenges the way of cloud computing. Therefore, there are many studies that do not perform the computation and processing of biomedical and health data in cloud center, but migrate tasks to edge end, through edge computing to effectively improve the real-time service, to meet the high real-time needs of smart health services. However, the IoMT data analysis and managing still represent the main trend due to a huge number of devices that connect to the server environments which generate a significant biomedical data. Besides, many challenges remain in deploying deep learning on the edge, not only on end devices but also on the edge servers and on a combination of end devices, edge servers, and the cloud. Therefore, there is a necessity for providing real-time, efficient and scalable intelligent algorithms that lead to additional sophisticated solutions and that can make operative decisions in emerging IoT-driven smart health. This special issue focuses on smart sensors challenges in IoMT, and solutions that leverage techniques and insights from the domains of artificial intelligence, edge computing, and IoT. Specifically, it also solicits high quality contributions investigating the usage of biometric signals in the context of IoMT for continuous monitoring for patient-centric healthcare. Topics of interest include, but are not limited to, the following: ⚫ Cloud, fog, and edge computing architecture for IoMT ⚫ Computation and sensor offloading for IoMT ⚫ Multimodal data collection, fusion, analysis, visualization of biomedical sensor
data
⚫ Deep learning-based processing and diagnostic analysis of biomedical sensor data
⚫ Transfer learning and multi-task learning
⚫ Intelligent interrogation systems based on smart wearable sensors
⚫ Adversarial training on biomedical sensor data
⚫ Visualization and understanding of machine learning in biomedical sensor data
⚫ Hardware or database architectures that can implicitly capture intricate structures
of large-scale multi-modal biomedical sensor data
⚫ Improvising on the computation of biomedical processing models, exploiting
parallel computation techniques, and GPU programming
⚫ Malware detection in IoMT using deep learning
⚫ Security, and privacy issues in biomedical sensor data
⚫ Knowledge discovery for biomedical sensor data
⚫ Patient-specific health-signals based identification and monitoring
⚫ Novel applications and case studies for IoMT based on group wearable sensors.
Important Dates
Deadline for Submission: 1 March, 2021
First Reviews Due: 1 June, 2021
Revised Manuscript Due: 1 July, 2021
Final Decision: 1 October, 2021
Guest Editors:
Prof. Shaohua Wan, Zhongnan University of Economics and Law, China.
Prof. Michele NAPPI, University of Salerno, Italy.
Prof. Chen Chen, The University of North Carolina at Charlotte, USA.
Prof. Stefano Berretti, University of Firenze, Italy.
Shaohua Wan (Senior Member, IEEE) received the joint Ph.D. degree from the School
of Computer, Wuhan University and the Department of Electrical Engineering and
Computer Science, Northwestern University, USA in 2010. Since 2015, he has been
holding a post-doctoral position at the State Key Laboratory of Digital Manufacturing
Equipment and Technology, Huazhong University of Science and Technology. From
2016 to 2017, he was a visiting professor at Department of Electrical and Computer
Engineering, Technical University of Munich, Germany. He is currently an associate
professor at School of Information and Safety Engineering, Zhongnan University of
Economics and Law. His main research interests include deep learning, Internet of
Things, edge computing, wireless sensor networks. He is an author of over 100 peer-
reviewed SCI papers. He had served as the lead Guest Editor of a number of Journals.
ACM Transactions on Multimedia Computing Communication, Journal of Systems
Architecture, Computer Communications, Pattern Recognition Letters, MultimediaTools and Applications, Image and vision computing, Computers and Electrical Engineering, EURASIP Journal on Wireless Communications and Networking. Michele Nappi (Senior Member, IEEE) received the Laurea degree (cum laude) in computer science from the University of Salerno, Italy, in 1991, the M.Sc. degree in information and communication technology from I. I. A. S. S. E. R. Caianiello, in 1997, and the Ph.D. degree in applied mathematics and computer science from the University of Padova, Italy, in 1997. He is currently a Full Professor of computer science with the University of Salerno. He is also a Team Leader of the Biometric and Image Processing Laboratory (BIPLAB). He is the author of more than 160 articles in peer-review international journals, international conferences, and book chapters. He is co-editor of several international books. His research interests include pattern recognition, image processing, image compression and indexing, multimedia databases and biometrics, human–computer interaction, and VR/AR. He is a member of TPC of international conferences and GIRPR/IAPR. He received several international awards for scientific and research activities. He serves as an Associate Editor and a Managing Guest Editor for several international journals. In particular, he serves as an Associate Editor for Pattern Recognition Letters and promoted many Special Issues for this journal. He has been the President of the Italian Chapter of the IEEE Biometrics Council. In 2014, he was one of the founders of the spin off biometric system for security and safety (BS3). Chen Chen is currently an assistant professor in the Department of Electrical and Computer Engineering at UNC-Charlotte. His main research interests are in the area of computer vision, image and video processing, and machine learning. He held a Postdoctoral Research Associate position at Dr. Mubarak Shah's Center for Research in Computer Vision (CRCV), University of Central Florida, from July 2016 to June 2018. He received the Ph.D. degree in Electrical Engineering at The University of Texas at Dallas in May 2016. His advisor is Dr. Nasser Kehtarnavaz. His co-advisor is Dr. Roozbeh Jafari at Texas A&M University. He received the M.S. degree in Electrical Engineering from Mississippi State University in 2012. His thesis advisor is Dr. James E. Fowler. He received the David Daniel Fellowship Award (Best Doctoral Dissertation Award for ECS) from University of Texas at Dallas in 2016. He is an Associated Editor for the following journals: Neurocomputing, Journal of Real-Time Image Processing, Signal, Image and Video Processing, Sensors Journal. I have 5230 citations according to Google Scholar (h-index = 38; i-10 index = 68). https://webpages.uncc.edu/cchen62/ https://scholar.google.com/citations?hl=en&user=TuEwcZ0AAAAJ Stefano Berretti (SM’16) received the Ph.D. in Computer Engineering in 2001. Currently, he is an Associate Professor at the Department of Information Engineering of University of Florence, Italy. His research interests mainly focus on 3D computer vision, deep learning and multimedia. On these themes, he has published over 180 articles in some of the most distinguished conferences and journals in the area of pattern
recognition, computer vision and multimedia. He an Associate Editor and the
Information Director of the ACM Transactions on Multimedia Computing,
Communications, and Applications, and Associate Editor of the IET Computer Vision
journal and Sensors journal. He has been leading guest editor of the ACM Transactions
on Multimedia Computing, Communications, and Applications special issue on
“Representation, Analysis and Recognition of 3D Humans,” 2017. He has been also
involved in the organization of several workshops and conferences (general chair—
Eurographics Conf. on Smart Tools and Applications in Graphics (STAG 2020)—,
general co-chair—3D Human Understanding (3DHU) 2020, 3D Object Retrieval
Workshop (3DOR) 2010—, program chair—Int. Conf. on Smart Multimedia (ICSM)
2018, 2019—, area chair—Int. Conf. on Face and Gesture Recognition (FG) 2019,
ACM Conf. on Multimedia (ACM MM) 2020—, workshop and tutorial co-chair—Int.
Conf. on Face and Gesture Recognition (FG) 2019. He has been also invited speaker at
the British Machine Vision Conference (BMVC) workshop 2018, and held tutorials at
the 3D Vision Conf. (3DV) 2018 and IEEE Conf. on Computer Vision and Pattern
Recognition (CVPR 2020). He is IEEE Senior Member.
List of Prospective Authors
Name Affiliation Email
Ramesh Norwegian University of Science and ramesh.chandra@ntnu.no
Chandra Poonia Technology, Ålesund, Norway
Sotirios Goudos Aristotle University of Thessaloniki, sgoudo@physics.auth.gr
Greece
Mohammad Persian Gulf University, Iran m.r.khosravi.taut@gmail.com
Khosravi
Alireza Jolfaei Macquarie University, Australia Jlfaei@yahoo.com
Donatello Conte Ecole Polytechnique de Tours, France donatello.conte@univ-tours.fr
Lianyong Qi Qufu Normal University, China Lianyongqi@gmail.com
Chen Wang Huazhong University of Science and Dr.chen.wang@ieee.org
Technology, China
Varun G Menon SCMS School of Engineering and varungmenon46@gmail.com
Technology, India
Wenmin Lin Hangzhou Normal University wenminlin@126.com
Shunmei Meng Nanjing University of Science and mengshunmei@njust.edu.cn
Technology, China
Huizi Liyou Hangzhou Dianzi University, China huizi@hdu.edu.cn
Weilong Ding North China University of Technology, dingweilong@ncut.edu.cn
China
Jung Yoon Kim, Gachon University, South Korea kjyoon@gachon.ac.kr
Yi Jin Beijing Jiaotong University, China yjin@bjtu.edu.cn
Ko-Wei Huang National Kaohsiung University of elone.huang@nkust.edu.tw
Science and Technology, TaiwanShuai Liu Hunan Normal University, China liushuai@hunnu.edu.cn
Yong Liao Chongqing Unviersity, China liaoy@cqu.edu.cn
Guohong Jiang Northwest Florida State College, U.S. jgh@nwfsc.edu
Neeraj Kumar Thapar Institute of Engineering and neeraj.kumar@thapar.edu
Technology, India
Muhammad COMSATS University, Pakistan attique@ciitwah.edu.pk
Attique Khan
Tariq Umer COMSATS University, Pakistan Tariq.umer@yahoo.com
Qinshi li Shandong University of Science and sdustlqs@sdust.edu.cn
Technology
Bo Yang Hebei University, China jzyangbo@hpu.edu.cn
Xiangbin Qiu Huzhou University qxbin@zjhu.edu.cn
Marcin University of Technology, Poland marcin.wozniak@polsl.pl
Wo´zniak
Huihui Wang Jacksonville University hwang1@ju.edu
Zongqiang Cui Hebei GEO University cuizq@hgu.edu.cn
Chen Chen Xidian University cc2000@mail.xidian.edu.cn
Nan Li Civil Aviation University of China nanli@cauc.edu.cn
Rong Mei Nanjing Forest Police College, meirongnuaa@163.com
Haobin Li National University of Singapore li_haobin@nus.edu.sg
Atiquzzaman, The University of Oklahoma,USA atiq@ou.edu
Mohammed
Hamid Arabnia The University of Georgia, USA hra@cs.uga.edu
Nikolaj Bjorner Principal Researcher at Microsoft, USA nikolaj@cs.stanford.edu
Djamel Oakland University, Michigan USA Djamel.Bouchaffra@ieee.org
Bouchaffra
Gunasekaran University of California, Davis, USA gmanogaran@ieee.org
Manogaran
Kalyanmoy Deb Michigan State University,USA Kalyanmoy @egr.msu.edu
Amir Shoham Temple University USA amir.shoham@concordia.ca
Sham Tickoo Purdue University Northwest, USA Stickoo@pnw.edu
Soheyla Amirian University of Georgia, USA amirian@uga.edu
Vineet kumar UNMC, USA vineetkumar22@gmail.com
Steven University of Central Florida, USA Steven.fernandes@ieee.org
Fernandes
Riyas Sulaima George Washington University of Peace Riyas.Sulaima@ieee.org
USA
Pushp Raj University of Nebraska Lincoln, USA Pushp.Awasthi@ieee.org
Awasthi
Brijesh Rathi University of Nebraska Lincoln, USA brijeshrathi@hrc.du.ac.in
Paolo Dipartimento di Informatica, paolo.napoletano@unimib.itNapoletano Sistemistica e Comunicazione
Department of Electrical, Computer, and
Sridhar
Biomedical Engineering, Ryerson krishnan@ryerson.ca
Krishnan
University, Toronto, Canada
Department of Computing and
Ali Kashif
Mathematics, Manchester Metropolitan rajaalikashif@gmail.com
Bashir
University, Manchester, UK
School of Computer Science and
Syed Hassan Engi-neering, Kyungpook National
hassan@knu.ac.kr
Ahmed University, Daegu, Republic of
Korea
Department of Electrical and Computer
Parmesh
Engineering, University of Wisconsin, parmesh.ramanathan@wisc.edu
Ramanathan
Madison, USA
Dept. of Computer and Electrical
Francesco
Engineering and Applied Mathematics ftortorella@unisa.it
Tortorella
(DIEM), University of Salerno, Italy
School of Computer and Software,
Zhanyang Xu Nanjing University of Information zhanyang_xu@nuist.edu.cn
Science and Technology, Nanjing, China
Department of Computer Science and
Yizhe Zhang Engineering, University of Notre Dame, yzhang29@nd.edu
Notre Dame, IN, USA
Department of Electrical and Electronic
H. Engineering,School of Engineering,
hgholamh@aut.ac.nz
Gholamhosseini Auckland University of Technology,
Auckland, New Zealand
University of Padua - Dep. of
Mauro Conti conti@math.unipd.it
Mathematics and HIT Center
Department of Information Technology
and Computer Engineering, Shankersinh
Razma Tusha razma.tusha16@gmail.com,
Vaghela Bapu Institute of Technology
Gandhinagar, Gujarat, India
School of Engineering, Deakin
Pubudu N.
University, Waurn Ponds, Victoria, pubudu.pathirana@deakin.edu.au
Pathirana
Australia
National Engineering Laboratory for
Wireless Security,Xi’an University of
D. Zheng zhengdong@xupt.edu.cn)
Posts & Telecommunications, Xi’an,
China
Deborah Department of ComputingMacquarie
deborah.richards@mq.edu.au
Richards UniversityNSW, Australia
School of Information Science and
Xiping Hu huxp@lzu.edu.cn
Engineering, Lanzhou University,Lanzhou, China
Dept. of Computer and Electrical
Pierluigi
Engineering and Applied Mathematics pritrova@unisa.it
Ritrovato
(DIEM), University of Salerno, Italy
Abdulsalam Department of Software Engineering,
ayassine@lakeheadu.ca
Yassine Lakehead University, Ontario, Canada
University of North Texas, Denton, TX ,
Elias Kougianos elias.kougianos@unt.edu
USA
Universitat Rovira i Virgili, Tarragona,
Agusti Solanas agusti.solanas@urv.cat
Spain
School of Science and Technology,
Georgina Cosma Nottingham Trent University, gcosmaresearch@outlook.com
Nottingham, UK
Scientific Computing and Imaging
Tolga Tasdizen tolga@sci.utah.edu
Institute, University of Utah
Department of Electrical and Electronic
Mirza Mansoor Engineering,School of Engineering,
mirza.baig@aut.ac.nz
Baig Auckland University of Technology,
Auckland, New Zealand
School of Computing Science and
Arun Kumar
Engineering, Vellore Institute of sarunkumar@vit.ac.in
Sangaia
Technology,Vellore, India
Department of Computer Sciences,
Markku Turunen University of Tampere, Tampere, mturunen@cs.uta.fi
Finland
Departments of Biomedical Informatics
Timothy and Electrical and Computer
hartleyt@bmi.osu.edu
D.R.Hartley Engineering, The Ohio State University,
Columbus, OH, USA
Saraju P. University of North Texas, Denton, TX ,
saraju.mohanty@unt.edu
Mohanty USA
Computer Architecture Department,
Antonio Ruiz aruiz@ac.uma.es
University of Malaga, Malaga, Spain
College of Computer and Information
Laura
Science, Northeastern University, laurap@ccs.neu.edu
Vardoulakis
Boston, MA, USA
School of Computing and Engineering,
Yugyung Lee University of Missouri - Kansas City, leeyu@umkc.edu
Kansas City, Missouri, USA
Abhinav University College London, The Alan
a.mehrotra@ucl.ac.uk
Mehrotra Turing Institute, UK
Department of Computer Engineering,
Cheolsoo Park parkcheolsoo@kw.ac.kr
Kwangwoon University, Nowon-gu,Seoul, Korea
Department of Computer Science and
Danny Z. Chen Engineering, University of Notre Dame, dchen@nd.edu
Notre Dame, IN, USA
Institute of Computational Science,
Rolf Krause Faculty of Informatics, University of rolf.krause@usi.ch
Lugano, Lugano, Switzerland
School of Computer Science and
Tao Huang Technology, Silicon Lake College, nuisthuangtao@163.com
Suzhou, China
Konstantinos Biomedical Image Analysis Group, konstantinos.
Kamnitsas Imperial College London, London, UK kamnitsas12@imperial.ac.uk
Prasanth School of Engineering & Technology,
anam1v@cmich.edu
Yanambaka Central Michigan University, USA
Department of Computer Engineering
Rafael Mayo and Computer Science,University Jaume mayo@icc.uji.es
I, Castellon, Spain
Department of Computer and
Information Science, Norwegian
Bjorn Gamback gamback@idi.ntnu.no
University of Science and Technology,
Trondheim, Norway
School of Software, Dalian University
Zhaolong Ning z.ning@ieee.org
ofTechnology, China
Visual Geometry GroupDept. of
Mitchell
Engineering Science University of mdawson@robots.ox.ac.uk
Dawson
Oxford, UK
School of Information Systems,
Robert H. Deng robertdeng@smu.edu.sg
Singapore Management University
Dept. of Computer and Electrical
Mario Vento Engineering and Applied Mathematics mvento@unisa.it
(DIEM), University of Salerno, Italy
Department of Software Engineering,
M. Shamim College of Computer and Information
mshossain@ksu.edu.sa
Hossain Sciences, King Saud University, Saudi
Arabia
Department of Electrical and Computer
Xuyun Zhang Engineering, University of Auckland, xuyun.zhang@auckland.ac.nz
Auckland 1023, New Zealand
Center for Gamma-Ray Imaging, The
Luca Caucci caucci@email.arizona.edu
University of Arizona, Tucson, AZ, USA
Mirco Musolesi University College London, London, UK m.musolesi@ucl.ac.uk
School of Computer Scienceand
Tie Qiu qiutie@ieee.org
Technology, College of Intelligence andComputing, Tianjin University, Tianjin,
China
College of Computer and Information
Timothy
Science, Northeastern University, bickmore@ccs.neu.edu
Bickmore
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