Proceedings of International Joint Conference on Computational Intelligence: IJCCI 2019

642 Pages·2020·102.892 MB·English

by  Mohammad Shorif Uddin, Jagdish Chand Bansal

Algorithms for Intelligent Systems
Series Editors: Jagdish Chand Bansal · Kusum Deep · Atulya K. Nagar
Mohammad Shorif Uddin
Jagdish Chand Bansal   Editors
Proceedings
of International
Joint Conference
on Computational
Intelligence
IJCCI 2019
Algorithms for Intelligent Systems
Series Editors
Jagdish Chand Bansal, Department of Mathematics, South Asian University,
New Delhi, Delhi, India
KusumDeep,DepartmentofMathematics,IndianInstituteofTechnologyRoorkee,
Roorkee, Uttarakhand, India
Atulya K. Nagar, Department of Mathematics and Computer Science,
Liverpool Hope University, Liverpool, UK
Thisbookseriespublishesresearchontheanalysisanddevelopmentofalgorithms
for intelligent systems with their applications to various real world problems. It
covers research related to autonomous agents, multi-agent systems, behavioral
modeling, reinforcement learning, game theory, mechanism design, machine
learning, meta-heuristic search, optimization, planning and scheduling, artificial
neural networks, evolutionary computation, swarm intelligence and other algo-
rithms for intelligent systems.
The book series includes recent advancements, modification and applications
of the artificial neural networks, evolutionary computation, swarm intelligence,
artificial immune systems, fuzzy system, autonomous and multi agent systems,
machine learning and other intelligent systems related areas. The material will be
beneficial for the graduate students, post-graduate students as well as the
researchers who want a broader view of advances in algorithms for intelligent
systems. The contents will also be useful to the researchers from other fields who
have no knowledge of the power of intelligent systems, e.g. the researchers in the
field of bioinformatics, biochemists, mechanical and chemical engineers,
economists, musiciansand medical practitioners.
The series publishes monographs, edited volumes, advanced textbooks and
selectedproceedings.
More information about this series at http://www.springer.com/series/16171
Mohammad Shorif Uddin Jagdish Chand Bansal
(cid:129)
Editors
Proceedings of International
Joint Conference
on Computational
Intelligence
IJCCI 2019
123
Editors
Mohammad Shorif Uddin Jagdish ChandBansal
Department ofComputer Science Department ofMathematics
andEngineering SouthAsianUniversity
Jahangirnagar University NewDelhi, India
Dhaka,Bangladesh
ISSN 2524-7565 ISSN 2524-7573 (electronic)
Algorithms for Intelligent Systems
ISBN978-981-15-3606-9 ISBN978-981-15-3607-6 (eBook)
https://doi.org/10.1007/978-981-15-3607-6
©SpringerNatureSingaporePteLtd.2020
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Preface
This book contains the high-quality research papers as the proceedings of the
International Joint Conference on Computational Intelligence (IJCCI 2019). IJCCI
2019 has been jointly organized by the University of Liberal Arts Bangladesh
(ULAB),Bangladesh,JahangirnagarUniversity(JU),Bangladesh,andSouthAsian
University (SAU), India. It was held on October 25–26, 2019, at ULAB, Dhaka,
Bangladesh. The conference was conceived as a platform for disseminating and
exchanging ideas, concepts and results of the researchers from academia and
industry to develop a comprehensive understanding of the challenges of the
advancements of intelligence in computational viewpoints. This book will help in
strengtheningacongenialandnicenetworkingbetweenacademiaandindustry.The
conference focused on collective intelligence, soft computing, optimization, cloud
computing, machine learning, intelligent software, robotics, data science, data
security,bigdataanalytics,signalandnaturallanguageprocessing.Thisconference
is an update of the first two conferences: (1) International Workshop on
Computational Intelligence (IWCI 2016) that was held onDecember 12–13, 2016,
at JU, Dhaka, Bangladesh, in collaboration with SAU, India, under the technical
co-sponsorshipofIEEEBangladeshSection;and(2)InternationalJointConference
on Computational Intelligence (IJCCI 2018) that was held on December 14–15,
2018, at Daffodil International University (DIU) in collaboration with JU,
Bangladesh, andSAU,India.Allacceptedand presentedpapers of IWCI 2016are
inIEEEXploreDigitalLibraryandIJCCI2018areinSpringerNatureBookSeries
Algorithms for Intelligent Systems (AIS). We have tried our best to enrich the
qualityoftheIJCCI2019throughstringentandcarefulpeerreviewprocess.IJCCI
2019received143papersfrom18differentcountries,and54paperswereaccepted
for presentation. However, three papers were excluded after a careful editorial
review, and the final proceedings contained 51 papers.
v
vi Preface
In fact, this book presents the novel contributions in the areas of computational
intelligence, and it serves as a reference material for advance research.
Dhaka, Bangladesh Mohammad Shorif Uddin
New Delhi, India Jagdish Chand Bansal
AcknowledgementsOursincereappreciationgoestoeveryoneinvolvedwiththeirtirelessefforts
in making IJCCI 2019 successful. The honorable Vice-Chancellor of ULAB, Bangladesh,
Vice-ChancellorofJU,Bangladesh,andPresidentofSAU,India,deserveourspecialgratitudefor
theirconsiderationstoorganizethisconference.Wearegratefultotheorganizingcommittee,the
technical program committee, authors, reviewers, volunteers and participants for their utmost
dedication in making this conference fruitful. We are thankful to all sponsors including
ICT-DivisionandtheUniversityGrantsCommission,Bangladesh,fortheirgeneroussupport.
Contents
1 CerebLearn: Biologically Motivated Learning Rule for Artificial
Feedforward Neural Networks . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1
Sumaiya Tabassum Nimi, Md. Adnan Arefeen,
and Muhammad Abdullah Adnan
2 Conceptual Content in Deep Convolutional Neural Networks:
An Analysis into Multi-faceted Properties of Neurons. . . . . . . . . . . 19
Zahra Sadeghi
3 Toward Lexicon-Free Bangla Automatic Speech Recognition
System. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 33
Md. Mehadi Hasan, Md. Ariful Islam, Shafkat Kibria,
and Muhammad Shahidur Rahman
4 Automated Tax Return Verification with Blockchain
Technology . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 45
Safayet Hossain, Showrav Saha, Jannatul Ferdous Akhi,
and Tanjina Helaly
5 Voice-Enabled Intelligent IDE in Cloud . . . . . . . . . . . . . . . . . . . . . 57
Sabila Nawshin, Sarah Ahsin, Mohmmad Ali, Salekul Islam,
and Swakkhar Shatabda
6 Recognition and Classification of Fruit Diseases Based
on the Decomposition of Color Wavelet and Higher-Order
Statistical Texture Features. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 71
A. S. M. Shafi and Mohammad Motiur Rahman
7 Diabetes Mellitus Risk Prediction Using Artificial Neural
Network . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 85
M. Raihan, Nasif Alvi, Md. Tanvir Islam, Fahmida Farzana,
and Md. Mahadi Hassan
vii
viii Contents
8 IoT-Based Smart Agriculture Monitoring System
with Double-Tier Data Storage Facility. . . . . . . . . . . . . . . . . . . . . . 99
MD Safayet Ahmad and Akhlak Uz Zaman
9 Bangla Phoneme Recognition: Probabilistic Approach . . . . . . . . . . 111
Md. Shafiul Alam Chowdhury and Md. Farukuzzaman Khan
10 EEG Motor Signal Analysis-Based Enhanced Motor Activity
Recognition Using Optimal De-noising Algorithm. . . . . . . . . . . . . . 125
Nuray Jannat, Sabbir Ahmed Sibli, Md. Anisur Rahaman Shuhag,
and Md. Rashedul Islam
11 Automatic Missing-Child Recovery System using Eigenfaces . . . . . 137
Nuruzzaman Faruqui and Mohammad Abu Yousuf
12 Prediction of Financial Distress in Bangladesh’s Banking Sector
Using Data Mining and Machine-Learning Technique . . . . . . . . . . 151
Mohammed Mahmudur Rahman, Zinnia Sultana, Musrat Jahan,
and Ramis Fariha
13 PedestrianAgeandGenderIdentificationfromFarViewImages
Using Convolutional Neural Network . . . . . . . . . . . . . . . . . . . . . . . 163
Fatema Yeasmin Chowdhury, Md. Khaliluzzaman,
Khondoker Md Arif Raihan, and M. Moazzam Hossen
14 Handwritten Numeral Superposition to Printed Form Using
Convolutional Auto-Encoder and Recognition Using
Convolutional Neural Network . . . . . . . . . . . . . . . . . . . . . . . . . . . . 179
M. I. R. Shuvo, M. A. H. Akhand, and N. Siddique
15 Chemical Reaction Optimization for Mobile Robot
Path Planning . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 191
Pranta Protik, Sudipto Das, and Md. Rafiqul Islam
16 An Automated Wireless Irrigation System by Using Moisture
Sensor and DTMF Technology . . . . . . . . . . . . . . . . . . . . . . . . . . . . 205
Pallab Kumar Nandi, Romana Rahman Ema, Tajul Islam,
and Shadman Jahan
17 Human Age Prediction from Facial Image Using Transfer
Learning in Deep Convolutional Neural Networks . . . . . . . . . . . . . 217
M. A. H. Akhand, Md. Ijaj Sayim, Shuvendu Roy, and N. Siddique
18 Semantic Segmentation of Retinal Blood Vessel via Multi-scale
Convolutional Neural Network . . . . . . . . . . . . . . . . . . . . . . . . . . . . 231
SM Mazharul Islam
Contents ix
19 Drug–Protein Interaction Network Detection and Analysis
of Cardiovascular Disease-Related Genes: A Bioinformatics
Approach . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 243
Md. Rakibul Islam, Bikash Kumar Paul, Kawsar Ahmed,
Ashraful Alam, and Moniruzzaman Rony
20 AnApproachforDetecting HeartRateAnalyzing QRSComplex
in Noise and Saturation Filtered ECG Signal . . . . . . . . . . . . . . . . . 253
Sanjana Khan Shammi, Faysal Bin Hasan, and Jia Uddin
21 Identification of Genetic Links of Thyroid Cancer
to the Neurodegenerative and Chronic Diseases Progression:
Insights from Systems Biology Approach . . . . . . . . . . . . . . . . . . . . 263
Md. Ali Hossain, Sheikh Muhammad Saiful Islam, Tania Akter Asa,
MuhammadSajjadHussain,Md.RezanurRahman,AhmedMoustafa,
and Mohammad Ali Moni
22 DNA Motif Discovery Using a Hybrid Algorithm . . . . . . . . . . . . . . 275
Sumit Kumar Saha and Md. Rafiqul Islam
23 Implementation of GSM Cellular Network Using USRP B200
SDR and OpenBTS. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 287
Saulin Tuhin, Fahim, Syed Fahim Rahman, Syed Foysal Rahman,
Abu Al Mursalin, and A. K. M. Muzahidul Islam
24 Sources and Impact of Uncertainty on Rule-Based
Decision-Making Approaches . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 299
Md. Zahid Hasan, Shakhawat Hossain, Mohammad Shorif Uddin,
and Mohammad Shahidul Islam
25 AFasterDecodingTechniqueforHuffmanCodesUsingAdjacent
Distance Array . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 309
Mir Lutfur Rahman, Pranta Sarker, and Ahsan Habib
26 A Closer Look into Paintings’ Style Using Convolutional Neural
Network with Transfer Learning . . . . . . . . . . . . . . . . . . . . . . . . . . 317
Protik Nag, Sristy Sangskriti, and Marium-E Jannat
27 How Can a Robot Calculate the Level of Visual Focus
of Human’s Attention . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 329
ParthaChakraborty, MohammadAbuYousuf,Md.ZahidurRahman,
and Nuruzzaman Faruqui
28 A Computer Vision Approach for Jackfruit Disease
Recognition. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 343
Md. Tarek Habib, Md. Robel Mia, Md. Jueal Mia,
Mohammad Shorif Uddin, and Farruk Ahmed