Recent Advances in Material, Manufacturing, and Machine Learning

The role of manufacturing in a country's economy and societal development has long been established through their wealth generating capabilities. To enhance and widen our knowledge of materials and to increase innovation and responsiveness to ever-increasing international needs, more in-depth studies of functionally graded materials/tailor-made materials, recent advancements in manufacturing processes and new design philosophies are needed at present. The objective of this volume is to bring together experts from academic institutions, industries and research organizations and professional engineers for sharing of knowledge, expertise and experience in the emerging trends related to design, advanced materials processing and characterization, and advanced manufacturing processes.

Rajiv Gupta; North Carolina State University, Raleigh, NC, United States Devendra Deshmukh; Indian Institute of Technology, Indore Awanikumar P. Patil; Visvesvaraya National Institute of Technology, Nagpur Naveen Kumar Shrivastava; Birla Institute of Technology and Science, Pilani, Dubai (UAE) Jayant Giri; Associate Professor, Department of Mechanical Engineering, Yeshwantrao Chavan College of Engineering, Nagpur R.B. Chadge; Assistant Professor, Department of Mechanical Engineering, Yeshwantrao Chavan College of Engineering, Nagpur

List of Tables and Figures xi Foreword xxix Preface xxxi Chapter 1 An investigation on waste plastic materials for hydro carbon fuel production using alternative energy sources 1 Lavepreet Singh, Kaushalendra Dubey, Shreyansh Gupta, and Rahul Katiyar Chapter 2 Research on the flexible transfer function of DC motor utilizing MATLAB software 8 Machina Tharuneswar, Metta Jagadeesh, Gurmail Singh Malhi, and Md Helal Miah Chapter 3 Solution of fractional differential equation and its applications in fluid mechanics 23 Eman Ali Ahmed Ziada Chapter 4 Social network analysis for predicting students' dropouts and performance using e-learning 37 Samuel-Soma M. Ajibade, Oluwadare Joshua Oyebode, Sushovan Chaudhury, Odafe Martin Ebere, Gloria Ekene Amadi, and Geovanny Genaro Reivan Ortiz Chapter 5 Optimal scheduling methodology for machines, tool transporter and tools in a multi-machine flexible manufacturing system without tool delay using flower pollination algorithm 43 Sivarami Reddy Narapureddy, Padma Lalitha Mareddy, Chandra Reddy Poli, and Sunil Prayagi Chapter 6 Simultaneous scheduling of machines and tools without tool delay using crow search algorithm 55 Padma Lalitha Mareddy, Sunil Prayagi, Sivarami Reddy Narapureddy, Hemantha Kumar, A., and Lakshmi Narsimhamu K. Chapter 7 New Tool (DGSK-XGB) for forecasting multi types of gas (T2E3A) based on intelligent analytics 66 Hadeer Majed, Samaher Al-Janabi, and Saif Mahmood Chapter 8 Experimental investigation on the frictional losses of a twin cylinder CI engine with pertinent utilization of polymethacrylate blend with conventional lubricants 78 Rupesh, P. L., Raja K., S. V. S. Subhash, Shiksha Tiwari, K. Rajesh, Babu, and K. Pranay, Chowdary Chapter 9 Intermittent renewable energy sources for green and sustainable environment - a study 87 Pratheesh Kumar S., Dinesh R., Balaganesh S., and Vijayakumar V. Chapter 10 Evolution, revolution and future of plastics for an eco-friendly environment 95 Pratheesh Kumar S., Dinesh R., Balaganesh S., and Vijayakumar V. Chapter 11 Effect of fine recycled aggregates on strength and durability properties of concrete - A review 105 Mohd Imran, Mandeep Kaur, and Humaib Nasir Chapter 12 Analysis of a rocket ozzle using method of characteristics 117 Vinayak H. Khatawate, Aniruddha Mallick, Dhaval Bhanushali, and Greeshma Gala Chapter 13 Building integrated system to generation DC-power based on renewable energy 129 Ihab Al-Janabi, Samaher Al-Janabi, Monaria Hoshmand, and Saeed Khosroabadi Chapter 14 An innovative predictor (ZME-DEI) for generation electrical renewable energy from solar energy 137 Zainab K. Al-Janabi and Samaher Al-Janabi Chapter 15 Application of additive manufacturing in orbital-bone fracture reconstruction surgery 151 Deepak Shirpure, Prajwal Gedam, Jayant Giri, Aniket Mandlekar, Atharva Wankhede, Atharva Chaudhari, Mohanish Khotele, and Rajkumar Chadge Chapter 16 CFD analysis of vortex tube using multiple nozzles 157 Neeraj Sunheriya, Amey Bhoyar, Jayant Giri, R. B. Chadge, Chetan Mahatme, and Pratik Lande Chapter 17 Data pre-processing using descriptive statistics for mathematical modeling 175 Pallavi Jayant Giri and Prashant Patil Chapter 18 Prediction of response parameter for turning AISI 4340 steel using hybrid taguchi-ANN method (HTAM) 184 Prashant D. Kamble, Atul C. Waghmare, Ramesh D. Askhedkar, and Shilpa B. Sahare Chapter 19 Critical study on the characterstics of industrial byproducts as fine aggregate on the performance of concrete 194 B. V. Bahoria, R. S. Berad, and S. A. Pande Chapter 20 Cupronickel omposites: An overview of recent progress and applications 205 Ajay D. Pingale, Ayush Owhal, Anil S. Katarkar, Sachin U. Belgamwar, and Jitendra S. Rathore Chapter 21 The significance of fine aggregates on strength and shrinkage properties of mortar (1:4) 213 Aaquib. R. Ansari and Anmol W. Dongre Chapter 22 Optimisation of sewing workstation parameters to reduce low back compressive load for sewing operator 220 Somdatta Tondre, Tushar Deshmukh, and Rajesh Pokale Chapter 23 Monitoring and correction of power factor for residential loads 228 Y. Y. Dhage, R. R.Tambekar, R. B. Lasurkar, L. Dhole, P. J. Kathote, and Atul Lilhare Chapter 24 Mathematical Modelling different parameters with friction stir processing for future applications 235 Bazani Shaik, P. Siddik Ali, and M. Muralidhara Rao Chapter 25 Assessment of dimensional overcut induced during EDM of Die Steel D3 241 Ajaj Khan, Abdul Jabbar Ansari, and Syed Asghar Husain Rizvi Chapter 26 Databases for machine learning: A journey from SQL to NOSQL 248 Dipali Meher, Baljeet Kaur, Alaknanda N. Pawar, and Sheetal Parekh Chapter 27 Optimum solution of goal programming problem by modified Charnes penalty method 258 Monali G. Dhote and Girish M. Dhote Chapter 28 A review on implementation of artificial intelligence techniques with smart grid 269 Ankur Kumar Gupta and Rishi Kumar Singh Chapter 29 Smart micro-grid model to generated renewable energy based on embedded intelligent and FPGA 278 Ihab Al-Janabi and Samaher Al-Janabi Chapter 30 Fossil energy formation and its significance in earth's energy resources 294 Pratheesh Kumar S., Rajesh R., Jayasuriya J., Lokes Arvind K., Santhosh B., and Madhan Kumar S. Chapter 31 Advances in reclaimed asphalt pavement-geopolymer as subbase or base layer or aggregate in pavements - a review 303 Tehmeena Bashir, Humaib Nasir, and Mandeep Kaur Chapter 32 Study on fresh properties of self-compacting concrete blended with sugarcane bagasse ash, metakaolin and glass Fibre 311 Monali Wagh and U. P. Waghe Chapter 33 Transfer Learning for Glaucoma Detection 319 Shreshtha Gole, Neeraj Rangwani, Prachi Yeskar, Aishwarya Vyas, Parag Jibhakate, and Kanchan Dhote Chapter 34 Experimental evaluation and correlation of plasma transferred arc welding parameters with hardfacing defects 326 Sachin Kakade, Ajaykumar Thakur, Sanjay Patil, and Dhiraj Deshmukh Chapter 35 Lead generation strategy for an organisation through salesforce experience cloud: a case study for YCCE 332 Ganesh Yenurkar, Ganesh Khekare, Nupur Bagul, Saylee Prakashe, Punam Bandhate, and Shreya Pillai Chapter 36 Innovative model development for enhancing the serviceability of flexible pavement using fea 344 Meghana Dongre, Yogesh Kherde, Devendra Y. Shahare, Aniket Pathade, and Snehal Banarse Chapter 37 Research on key charrecteristics of aircraft product assembly process to improve assembly accuracy 352 Md Helal Miah, Dharmahinder Singh Chand, and Gurmail Singh Malhi Chapter 38 Performance analysis of conventional inverters driven SVM-PMSM drive 359 Rakesh G. Shriwastava, Nilesh C. Ghuge, D. D. Palande, and Ashwini Tidke Chapter 39 Enviro-economic study of sustainable multi-crystalline silicon based solar photovoltaic powered irrigation system for Indian rural areas 369 Kaushalendra Kumar Dubey, Rohit Tripathi, Kapil Rajput, Lavepreet Singh, RS Mishra, and Gunjan Aggarwal Chapter 40 Optimising feature selection technique through machine learning for intrusion detection system 377 Pandurang V. Chate, Sunil B. Mane, and Rohini Y. Sarode Chapter 41 Evaluation of prediction performance for K-Nearest neighbour, random forest algorithm and extreme gradient boosting algorithms in the forecasting of fault diagnosis for roller bearings 385 Ayyappa, T., I.V. Manoj, Shridhar Kurse, Jayant Kumar, and Tilak Bhattacharyya Chapter 42 Fabrication and characterization of nanoencapsulated phyto-compounds 395 Prasad Sherekar, Roshni Rathod, Harsha Pardeshi, Sanvidhan G. Suke, and Archana Dhok Chapter 43 Influence of process parameters on electric discharge machining of DIN 1.2714 steel 400 Harvinder Singh, Santosh Kumar, and Swarn Singh Chapter 44 Stacked classifier for network intrusion detection system 411 D. P. Gaikwad, D. Y. Dhande, and A. J. Kadam Chapter 45 Paper classification of dental images using teeth instance segmentation for dental treatment 418 D. P. Gaikwad, V. Joshi, and B. S. Patil Chapter 46 Recent Practices and Development in the Wire EDM process 425 Dipak P. Kharat, M. P. Nawathe, and C. R. Patil Chapter 47 Influence of vegetable oil based hybrid nano cutting fluids in titanium alloy machining 433 Vashisht Kant, Khirod Kumar Mahapatro, and P. Vamsi Krishna Chapter 48 Improvement in student performance using 4QS and machine learning approach 440 Ruchita A. Kale and Manoj K. Rawat Chapter 49 Tribological behaviour of Nickel treated with Silicon Nitride prepared through powder metallurgy route 452 Rajneesh Gedam and Nitin Dubey Chapter 50 Drop test finite element analysis of different grades of ASTM A500 for structural lifting frame 457 Ashish Kumar Shrivastava, Ashish Kumar Sinha, Abhishek Choubey, Neha Choubey, Manish Billore, and Juber Hussain Qureshi Chapter 51 Verilog implementation of AES 256 algorithm 464 Ankita Tijare, Prajwal Yelne, Ankit Mindewar, and Khushboo Borgaonkar Chapter 52 Wrapper-based feature selection on ransomware detection using machine learning 469 Rushikesh A. Pujari and Pravin S. Revankar Chapter 53 Combined effect of split injection and EGR on performance and emission of small diesel engine 475 Dond Dipak Kisan and Gulhane Nitin Parashram Chapter 54 An intuitive and structured detection system for facial mask using YOLO and VGG-19 to limit COVID-19 485 Diviya M., Hemapriya N., Charulatha B. S., and Subramanian M. Chapter 55 Public acceptance of drones: An approach 493 M. Junaid Qureshi, AkshayKumar V. Kutty, Jayant Giri, Abhiram Dapke, Pallavi Giri, R. B. Chadge, and Neeraj Sunheriya Chapter 56 Challenges and recent advances in automated plant disease recognition and classification using deep learning and machine learning 504 Vaishali G. Bhujade, G. H. Waghmare, and V. K. Sambhe Chapter 57 Development of a new piped irrigation network for micro irrigation using cropwat and epanet model 512 Pooja Somani, Avinash Garudkar, and Shrikant Charhate Chapter 58 Application of value stream mapping for effective implementation of the lean system in the small scale industry 521 Ajay Bonde, Shrikant Jachak, Akshad Soman, Aniruddha Jagirdar, Aadarsh Pandit, and Satvik Koli Chapter 59 Fluidised bed dryer for agricultural products: An approch 528 Vivek M. Korde, Jayant P. Giri, Narendra J. Giradkar, and Rajkumar B. Chadge Chapter 60 A multi-source fused model for stock prediction using technical and linguistic analysis via ensemble learning 536 Charanjeet Dadiyala and Asha Ambhaikar Chapter 61 Simultaneous electrodeposition and electrochemical machining process planning methodology 551 Vimal Kumar Deshmukh, Sanju Verma, Nihal Pratik Das, Mridul Singh Rajput, and H.K. Narang Chapter 62 Aerodynamics and combustion of a realistic annular gas turbine combustor: A simulation study 558 Nguyen Ha Hiep and Nguyen Quoc Quan Chapter 63 Comparative study of employing PSO-ANN and BP-ANN to model delamination factor in CFRP/Ti6Al4V drilling 566 Aakash Ghosh, Aryan Sharma, Navriti Gupta, and Ranganath Muttana Singari Chapter 64 Use of machine learning and financial risk profiling for sentiment analysis 574 Sheetal Thomas, Mridula Goel, Parul Verma, and Gunjan Chhablani Chapter 65 Optimisation of airfoil shape based on lift and efficiency using genetic algorithms with PARSEC method 583 Vinayak H. Khatawate, Raj Anadkat, and Tanmay Parekh Chapter 66 Comparative analysis of texture segmentation using RP, PCA and Live wire for Arial images 590 Pradnya A. Maturkar and Mahendra A. Gaikwad Chapter 67 Study of surface wettability to enhance the nucleate pool boiling heat transfer coefficient: A review 599 Niloy Laskar, Anil S. Katarkar, Biswajit Majumder, Abhik Majumder, and Swapan Bhaumik Chapter 68 Application of PLM in industry 4.0 environment 608 Yashwanth Jerripothula and Girish Bhiogade Chapter 69 Factor affecting the thermal conductivity of nanofluids - A Review 617 Dharmender Singh Saini and S. P. S. Matharu Chapter 70 Finite element analysis of alloy based hip implant under static loading conditions 625 Mahendra Singh, Dharmender Singh Saini, S. P. S. Matharu, and Mobassir Salim Chapter 71 Localisation of brain tumor from brain MRI images using deep learning 635 Rakhi Wajgi, Jitendra Tembhurne, Hemant Pendharkar, and Onkar Deshpande Chapter 72 A novel approach of word sense disambiguation for marathi language using machine learning 643 Ujwalla Gawande, Swati Kale, and Chetana Thaokar Chapter 73 Development of methodology and process of Soil stabilisation using fly ash and plastic waste 654 J. M. Raut, S. R. Khandeshwar, P.B. Pande, Nikita Ingole, Radhika Shrawankar, and Urvesh Borkar Chapter 74 Generic recommendation system based on web usage mining concept 664 Arnav Ekapure and Aarti Karande Chapter 75 Fabrication of hydrophobic textured surface using reverse micro EDM (RMEDM) 672 Sagar R. Dharmadhikari, Sachin A. Mastud, Shital V. Bharate, Aditi K. Dhale, and Saurav R. Yadav Chapter 76 A comparative analysis of different methods for predicting speech in a noisy signal 679 Keerti Kulkarni and P. A. Vijaya Chapter 77 Deep learning model for the brain tumour detection and classification 687 Supriya Thombre, Mohini Mehare, Durvesh Manusmare, Riya Kharwade, Mandar Shende, and Vaishali D. Tendolkar Chapter 78 An experimental study of primitive prediction of crop prices using machine learning 694 Smita Kapse, Devendra Raut, Pushkar Kukde, Shrunkhala Fulzele, Sakshi Meshram, Prathamesh Bhalerao, and Shital Telrandhe Chapter 79 Design novel algorithm for sentimental data classification based on hybrid machine learning 703 Jyoti Srivastava and Neha Singh Chapter 80 Design and development of bull operated mulching machine suitable for small scale farmers in India 710 Sandip S. Khedkar, Abhiroop Sarkar, Aditya Sankale, Ameya Kumbhare, Arpit Mishra, and Ashish Yesankar Chapter 81 Experimental and numerical analysis of jet impingement heating on cylindrical body 720 Ashvin Amale, Neeraj Sunheriya, R. B. Chadge, Pratik Lande, Jayant Giri, and S. G. Mahakalkar Chapter 82 A cost-effective water management framework for reuse of grey water in thermal power plant boilers on usage of biomaterials 735 Raja K., Rupesh P. L., Vivek Panyam Muralidharan, S. V. S. Subhash, and K. Pranay Chowdary Chapter 83 Experimental optimisation of crushing parameters in stone crusher using taguchi method 744 Shubhangi P. Gurway and Padmanabh A. Gadge Chapter 84 Automated classification of ovarian tumors using GLCM and Tamura features with Light GBM classifier 755 Smital Dhanraj Patil, Pramod Jagan Deore, and Vaishali Bhagwat Patil