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Smart Innovation, Systems and Technologies 106 Suresh Chandra Satapathy · Amit Joshi    Editors Information and Communication Technology for Intelligent Systems Proceedings of ICTIS 2018, Volume 1 Smart Innovation, Systems and Technologies Volume 106 Series editors Robert James Howlett, Bournemouth University and KES International, Shoreham-by-sea, UK e-mail: [email protected] Lakhmi C. Jain, Faculty of Engineering and Information Technology, Centre for ArtificialIntelligence,UniversityofTechnology,Sydney,NSW,Australia;Faculty ofScience,TechnologyandMathematics,UniversityofCanberra,Canberra,ACT, Australia; KES International, Shoreham-by-Sea, UK e-mail: [email protected]; [email protected] The Smart Innovation, Systems and Technologies book series encompasses the topics of knowledge, intelligence, innovation and sustainability. The aim of the seriesistomakeavailableaplatformforthepublicationofbooksonallaspectsof single and multi-disciplinary research on these themes in order to make the latest resultsavailableinareadily-accessibleform.Volumesoninterdisciplinaryresearch combining two or more of these areas is particularly sought. Theseriescoverssystemsandparadigmsthatemployknowledgeandintelligence inabroadsense.Itsscopeissystemshavingembeddedknowledgeandintelligence, whichmaybeappliedtothesolutionofworldproblemsinindustry,theenvironment and the community. It also focusses on the knowledge-transfer methodologies and innovationstrategiesemployedtomakethishappeneffectively.Thecombinationof intelligent systems tools and a broad range of applications introduces a need for a synergy of disciplines from science, technology, business and the humanities. The series will include conference proceedings, edited collections, monographs, hand- books, reference books, and other relevant types of book in areas of science and technologywheresmartsystemsandtechnologiescanofferinnovativesolutions. Highqualitycontentisanessentialfeatureforallbookproposalsacceptedforthe series. It is expected that editors of all accepted volumes will ensure that contributionsaresubjectedtoanappropriatelevelofreviewingprocessandadhere to KES quality principles. More information about this series at http://www.springer.com/series/8767 ⋅ Suresh Chandra Satapathy Amit Joshi Editors Information and Communication Technology for Intelligent Systems Proceedings of ICTIS 2018, Volume 1 123 Editors SureshChandra Satapathy Amit Joshi Schoolof Computer Engineering SabarInstitute of Technology Kalinga Institute of IndustrialTechnology GujaratTechnological University Bhubaneswar, India Ahmedabad, Gujarat, India ISSN 2190-3018 ISSN 2190-3026 (electronic) Smart Innovation,Systems andTechnologies ISBN978-981-13-1741-5 ISBN978-981-13-1742-2 (eBook) https://doi.org/10.1007/978-981-13-1742-2 LibraryofCongressControlNumber:2018949057 ©SpringerNatureSingaporePteLtd.2019 Thisworkissubjecttocopyright.AllrightsarereservedbythePublisher,whetherthewholeorpart of the material is concerned, specifically the rights of translation, reprinting, reuse of illustrations, recitation, broadcasting, reproduction on microfilms or in any other physical way, and transmission orinformationstorageandretrieval,electronicadaptation,computersoftware,orbysimilarordissimilar methodologynowknownorhereafterdeveloped. The use of general descriptive names, registered names, trademarks, service marks, etc. in this publicationdoesnotimply,evenintheabsenceofaspecificstatement,thatsuchnamesareexemptfrom therelevantprotectivelawsandregulationsandthereforefreeforgeneraluse. The publisher, the authors and the editors are safe to assume that the advice and information in this book are believed to be true and accurate at the date of publication. Neither the publisher nor the authorsortheeditorsgiveawarranty,expressorimplied,withrespecttothematerialcontainedhereinor for any errors or omissions that may have been made. The publisher remains neutral with regard to jurisdictionalclaimsinpublishedmapsandinstitutionalaffiliations. ThisSpringerimprintispublishedbytheregisteredcompanySpringerNatureSingaporePteLtd. Theregisteredcompanyaddressis:152BeachRoad,#21-01/04GatewayEast,Singapore189721, Singapore Preface This SIST volume contains the papers presented at the ICTIS 2018: Third Inter- nationalConferenceonInformationandCommunicationTechnologyforIntelligent Systems. The conference was held during April 6–7, 2018, in Ahmedabad, India, and organized by Global Knowledge Research Foundation, Raksha Shakti University, and Computer Engineering Division Board—the Institution of Engi- neers (India)—supported by Gujarat Innovation Society and Gujarat Council of Science and Technology. It will target state-of-the-art as well as emerging topics pertainingtoICTandeffectivestrategiesforitsimplementationinengineeringand intelligentapplications. The objective of this international conference istoprovide opportunities for the researchers, academicians, industry persons, and students to interact and exchange ideas, experience, and expertise in the current trend and strategies for information and communication technologies. Besides this, partici- pants will also be enlightened about the vast avenues and current and emerging technological developments in the field of ICT in this era and its applications will be thoroughly explored and discussed. The conference is anticipated to attract a large number of high-quality submissions and stimulate the cutting-edge research discussions among many academic pioneering researchers, scientists, industrial engineers, students from all around the world and provide a forum to researchers; proposenew technologies,share theirexperiences,anddiscussfuturesolutionsfor designinfrastructureforICT;provideacommonplatformforacademicpioneering researchers, scientists, engineers, and students to share their views and achieve- ments; enrich technocrats and academicians by presenting their innovative and constructive ideas; and focus on innovative issues at the international level by bringing together the experts from different countries. Research submissions in variousadvanced technology areas werereceived,andafter arigorouspeer review process with the help of the program committee members and external reviewers, 72 papers were accepted with an acceptance rate of 0.23. The conference featured many distinguished personalities like Narottam Sahoo, Advisor and Member Sec- retary, GUJCOST, DST, Government of Gujarat; Prof. Milan Tuba, Vice-Rector, Singidunum University, Serbia; Shri Aninda Bose, Senior Publishing Editor, SpringerNature;Dr.NilanjanDey,TechnoIndiaCollegeofEngineering,Kolkata, v vi Preface India; Dr. Shyam Akashe, Professor, ITM University, Gwalior; Dr. Parikshit Mahalle, Professor, Sinhgad Group of Institutions, Pune; Mr. Bharat Patel, Chair- man, CEDB, the Institution of Engineers (India); Dr. Priyanka Sharma, Raksha Shakti University, Ahmedabad. Separate invited talks were organized in industrial and academic tracks in both days. We are indebted to all organizing partners for their immense support to make this conference possible on such a grand scale. A total of 14 sessions were organized as a part of ICTIS 2018 including 11 tech- nical, 1 plenary, 1 keynote, and 1 inaugural sessions. A total of 63 papers were presented in six technical sessions with high discussion insights. The total number of accepted submissions was 72 with a focal point on ICT and intelligent systems. Our sincere thanks to all sponsors, press, print and electronic media for their excellent coverage of this conference. Bhubaneswar, India Suresh Chandra Satapathy Ahmedabad, India Amit Joshi April 2018 Contents Novel Peak-to-Average Power Reduction Technique in Combination with Adaptive Digital Pre-distortion. . . . . . . . . . . . . . . . . . . . . . . . . . . . 1 V. Kiran, K. L. Sudha and Vinila Nagaraj Semantic Segmentation Using Deep Learning for Brain Tumor MRI via Fully Convolution Neural Networks. . . . . . . . . . . . . . . . . . . . . 11 Sanjay Kumar, Ashish Negi and J. N. Singh An Efficient Cryptographic Mechanism to Defend Collaborative Attack Against DSR Protocol in Mobile Ad hoc Networks. . . . . . . . . . . 21 E. Suresh Babu, S. Naganjaneyulu, P. V. Srivasa Rao and G. K. V. Narasimha Reddy Materialized Queries with Incremental Updates. . . . . . . . . . . . . . . . . . . 31 Sonali Chakraborty and Jyotika Doshi Big Data as Catalyst for Urban Service Delivery . . . . . . . . . . . . . . . . . . 41 Praful Gharpure Traffic Signal Automation Through IoT by Sensing and Detecting Traffic Intensity Through IR Sensors. . . . . . . . . . . . . . . . . . . . . . . . . . . 53 Sameer Parekh, Nilam Dhami, Sandip Patel and Jaimin Undavia Performance Evaluation of Various Data Mining Algorithms on Road Traffic Accident Dataset. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 67 Sadiq Hussain, L. J. Muhammad, F. S. Ishaq, Atomsa Yakubu and I. A. Mohammed Casper: Modification of Bitcoin Using Proof of Stake . . . . . . . . . . . . . . 79 Nakul Sheth, Priteshkumar Prajapati, Ayesha Shaikh and Parth Shah Provable Data Possession Using Identity-Based Encryption . . . . . . . . . . 87 Smit Kadvani, Aditya Patel, Mansi Tilala, Priteshkumar Prajapati and Parth Shah vii viii Contents Classification of Blood Cancer and Form Associated Gene Networks Using Gene Expression Profiles . . . . . . . . . . . . . . . . . . . . . . . 95 Tejal Upadhyay and Samir Patel Stock Market Decision-Making Model Based on Spline Approximation Using Minimax Criterion. . . . . . . . . . . . . . . . . . . . . . . . 107 I. Yu. Vygodchikova, V. N. Gusyatnikov and G. Yu. Chernyshova Developing a Multi-modal Transport System by Linkage of Local Public Transport with Commuter Trains Using Software as a Service (SaaS) Architecture . . . . . . . . . . . . . . . . . . . . . . . 115 Godson Michael D’silva, Lukose Roy, Anoop Kunjumon and Azharuddin Khan Accelerate the Execution of Graph Processing Using GPU. . . . . . . . . . . 125 Shweta Nitin Aher and Sandip M. Walunj Ischemic Heart Disease Deduction Using Doppler Effect Spectrogram. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 133 Ananthi Sheshasaayee and V. Meenakshi Transmission Expansion Planning for 133 Bus Tamil Nadu Test System Using Artificial Immune System Algorithm . . . . . . . . . . . . 143 S. Prakash and Joseph Henry Survey and Evolution Study Focusing Comparative Analysis and Future Research Direction in the Field of Recommendation System Specific to Collaborative Filtering Approach . . . . . . . . . . . . . . . 155 Axita Patel, Amit Thakkar, Nirav Bhatt and Purvi Prajapati Flower Pollination Optimization and RoI for Node Deployment in Wireless Sensor Networks . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 165 Kapil Keswani and Anand Bhaskar Exploring Causes of Crane Accidents from Incident Reports Using Decision Tree . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 175 Krantiraditya Dhalmahapatra, Kritika Singh, Yash Jain and J. Maiti A Novel Controlled Rectifier to Achieve Maximum Modulation Using AC-AC Matrix Converter with Improved Modulation. . . . . . . . . 185 K. Bhaskar and Parvathi Vijayan Service Quality Parameters for Social Media-Based Government-to-Citizen Services . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 193 Sukhwinder Singh, Anuj Kumar Gupta and Lovneesh Chanana Slot-Loaded Multiband Miniaturized Rectangular Microstrip Antenna for Mobile Communications. . . . . . . . . . . . . . . . . . . . . . . . . . . 207 Sajeed S. Mulla and Shraddha S. Deshpande Contents ix Prediction of a Movie’s Success Using Data Mining Techniques . . . . . . 219 Shikha Mundra, Arjun Dhingra, Avnip Kapur and Dhwanika Joshi Brain Tumor Segmentation with Skull Stripping and Modified Fuzzy C-Means . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 229 Aniket Bilenia, Daksh Sharma, Himanshu Raj, Rahul Raman and Mahua Bhattacharya Extended Security Model over Data Communication in Online Social Networks . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 239 P. Mareswara Rao and K. Rajashekara Rao Emotional Strategy in the Classroom Based on the Application of New Technologies: An Initial Contribution . . . . . . . . . . . . . . . . . . . . 251 Hector F. A. Gomez, Susana A. T. Arias, T. Edwin Fabricio Lozada, C. Carlos Eduardo Martínez, Freddy Robalino, David Castillo and P. Luz M. Aguirre Using Clustering for Package Cohesion Measurement in Aspect-Oriented Systems . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 263 Puneet Jai Kaur and Sakshi Kaushal Fungal Disease Detection in Maize Leaves Using Haar Wavelet Features . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 275 Anupama S. Deshapande, Shantala G. Giraddi, K. G. Karibasappa and Shrinivas D. Desai Features Extraction and Dataset Preparation for Grading of Ethiopian Coffee Beans Using Image Analysis Techniques. . . . . . . . . 287 Karpaga Selvi Subramanian, S. Vairachilai and Tsadkan Gebremichael An Overview of Internet of Things: Architecture, Protocols and Challenges . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 299 Pramod Aswale, Aditi Shukla, Pritam Bharati, Shubham Bharambe and Shekhar Palve Assay: Hybrid Approach for Sentiment Analysis. . . . . . . . . . . . . . . . . . 309 D.V.NagarjunaDevi,ThatipartiVenkataRajiniKanth,KakolluMounika and Nambhatla Sowjanya Swathi Animal/Object Identification Using Deep Learning on Raspberry Pi. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 319 Param Popat, Prasham Sheth and Swati Jain Efficient Energy Harvesting Using Thermoelectric Module . . . . . . . . . . 329 Pallavi Korde and Vijaya Kamble Refining Healthcare Monitoring System Using Wireless Sensor Networks Based on Key Design Parameters. . . . . . . . . . . . . . . . . . . . . . 341 Uttara Gogate and Jagdish Bakal

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The book gathers papers addressing state-of-the-art research in all areas of Information and Communication Technologies and their applications in intelligent computing, cloud storage, data mining and software analysis. It presents the outcomes of the third International Conference on Information and
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