Recent Trends in Parallel Computing
https://computers.stmjournals.com/index.php?journal=RTPC
<p align="center"><strong>Recent Trends in Parallel Computing (RTPC)</strong></p><p align="center"><strong> </strong></p><p align="center"><strong>ISSN: 2393-8749</strong></p><p align="center"><strong> </strong></p><p align="center">Click <strong><a href="/index.php?journal=RTPC&page=about&op=editorialTeam">here </a></strong>for complete Editorial Board</p><p align="center"> </p><p align="center"><strong>Scientific Journal Impact Factor (SJIF):</strong> 6.102<strong></strong></p><p><strong> </strong></p><p><strong>Recent Trends in Parallel Computing (RTPC)</strong> is a journal focused towards the rapid publication of fundamental research papers on all areas of Parallel Computing. It's a triannual journal, started in 2014.</p><p><strong> </strong></p><p><strong>Journal DOI no</strong>.: 10.37591/ RTPC</p><p><strong> </strong></p><p><strong>Focus and Scope Cover</strong></p><ul><li>Tree, Diamond Network, Mesh, Linear Array, Star, Hypercube, Chordal ring, Cube-connected-cycles.</li><li>ILLIAC IV, Torus, PM2I, Butterfly, Mesh-of-tree</li><li>Pyramid, Generalized Hypercube</li><li>Twisted Cube, Folded Hypercube</li><li>Cross-connected Cube</li><li>Parallel Architectures: Shared Memory, Scalable Multi-Processors, Interconnection networks.</li><li>Task and Data parallelism, Programming for performance</li><li>Multi-Core programming: Properties of Multi-Core architectures, Pthreads, OpenMP.</li><li>GPU, Accelerators.</li><li>Multi-core architectures.</li><li>Parallel programs on multi-core machines.</li></ul><p><strong><br /></strong></p><p><strong>Readership:</strong> Graduate, Postgraduate, Research Scholar, Faculties, Institutions, and in IT Companies.</p><p><strong> </strong></p><p><strong>Indexing: </strong>The Journal is index in DRJI, Google Scholar</p><p> </p><p> </p><p><strong>Submission of Paper: </strong></p><p><strong> </strong>All contributions to the journal are rigorously refereed and are selected on the basis of quality and originality of the work. The journal publishes the most significant new research papers or any other original contribution in the form of reviews and reports on new concepts in all areas pertaining to its scope and research being done in the world, thus ensuring its scientific priority and significance.</p><p> </p><p>Manuscripts are invited from academicians, students, research scholars and faculties for publication consideration.</p><p> </p><p>Papers are accepted for editorial consideration through email info@stmjournals.com or nikita@stmjournals.com</p><p><strong> </strong></p><p><br /> <strong>Abbreviation: </strong>RTPC<em></em></p><p><em><br /> <br /> </em><strong></strong></p><p><strong>Frequency</strong>: Three issues per year</p><p> </p><p><strong><a href="/index.php?journal=RTPC&page=about&op=editorialPolicies#peerReviewProcess">Peer Reviewed Policy</a></strong></p><p align="center"><strong> </strong></p><p><strong><span style="text-decoration: underline;"><a href="/index.php?journal=RTPC&page=about&op=editorialTeam">Editorial Board</a></span></strong></p><p> </p><p> </p><p><strong><a href="http://stmjournals.com/pdf/Author-Guidelines-stmjournals.pdf">Instructions to Authors</a></strong></p><p><strong>Publisher:</strong> STM Journals A division of: Consortium eLearning Network Private Ltd</p><p><strong>Address:</strong> A-118, 1<sup>st</sup> Floor, Sector-63, Noida, Uttar Pradesh-201301, India</p><p><strong>Phone no.:</strong> 0120-4746-214/ Email: nikita@stmjournals.com</p>en-USRecent Trends in Parallel Computing2393-8749<p align="center"><strong>Declaration and Copyright Transfer Form</strong></p><p align="center">(to be completed by authors)</p><p>I/ We, the undersigned author(s) of the submitted manuscript, hereby declare, that the above manuscript which is submitted for publication in the STM Journals(s), is <span style="text-decoration: underline;">not</span> published already in part or whole (except in the form of abstract) in any journal or magazine for private or public circulation, and, is <strong><span style="text-decoration: underline;">not</span></strong> under consideration of publication elsewhere.</p><ul><li>I/We will not withdraw the manuscript after 1 week of submission as I have read the Author Guidelines and will adhere to the guidelines.</li><li>I/We Author(s ) have niether given nor will give this manuscript elsewhere for publishing after submitting in STM Journal(s).</li><li>I/ We have read the original version of the manuscript and am/ are responsible for the thought contents embodied in it. The work dealt in the manuscript is my/ our own, and my/ our individual contribution to this work is significant enough to qualify for authorship.</li><li> I/We also agree to the authorship of the article in the following order:</li></ul><p>Author’s name </p><p> </p><p>1. ________________</p><p>2. ________________</p><p>3. ________________</p><p>4. ________________</p><table width="100%" border="0" cellpadding="0"><tbody><tr><td valign="top" width="5%"><p align="center"> </p></td><td valign="top" width="95%"><p>We Author(s) tick this box and would request you to consider it as our signature as we agree to the terms of this Copyright Notice, which will apply to this submission if and when it is published by this journal.</p></td></tr></tbody></table>Solar Panel Cleaning Robot
https://computers.stmjournals.com/index.php?journal=RTPC&page=article&op=view&path%5B%5D=2723
<p>With developing expenses of power and worry for the natural effect of petroleum products, execution of eco-accommodating fuel sources like sun-based force are rising. The fundamental strategy for saddling sun-oriented force is with exhibits comprised of photovoltaic (PV) boards. Aggregation of residue and garbage on even one board in a cluster decreases their effectiveness in energy age extensively and underscores the need to keep the boards' surface as spotless as could really be expected. In this investigation, a sun-based board cleaning robot (SPCR) has been planned. The planned double engine and crawler robot moves evenly, and the cleaning brush runs on the upward pivot. In addition, the length of the solar panel array can be detected by position switches to keep the SPCR in desired working area.</p>Parag SaneAniket WareManisha Dhanorkar2021-06-242021-06-248Predicting Employees Performance using Data Mining Techniques
https://computers.stmjournals.com/index.php?journal=RTPC&page=article&op=view&path%5B%5D=2724
<p>Human resources management (HRM) has become one of the essential interests of managers and 4decision-makers in almost all types of businesses to adopt plans for correctly discovering highly qualified employees. In this research, data mining techniques were utilized to build a classification model for predicting the performance of employees using a real dataset. For this, we are using different methods such as support vector machine, Logistic Regression and Neural Network. This System rates the performance of employees and gives a predictive analysis of data mining techniques. Our main objective is how the training/test split ratio affects the estimation of the generalization performance and to find the best algorithm for predicting employee performance.</p>Samruddhi GavasDarshan OswalRonish RathodMadhu Nashipudimath2021-06-242021-06-248Recent Advancements in Parallel Computing
https://computers.stmjournals.com/index.php?journal=RTPC&page=article&op=view&path%5B%5D=2599
<p>Abstract<br />From the development and achievement of the first computer constructed from transistors in 1955, the quest for faster computer systems and computations have delivered approximately diverse technological advancement in the way computer systems are constructed and the strategies concerned in programming those computers. These trends have seen an intensive change in speed, size and power intake of those computer systems. In all, there was a wonderful development in computational speedup, length and electricity ate up through those computer systems. This paper talks about those mechanical advancements/enhancements in computer hardware and construction prompting parallel computers, beginning from the essential successive computer to the parallel computer frameworks accessible today with a point of convergence on the significant thing inconveniences that prompted the move in the<br />methodologies those PCs had been fabricated, the limitations and future turns of events It additionally discusses the programming models adopted for those parallel computers and the way their limitations and gains make contributions to a shift in ideology and higher speedup of computations.</p>Pranesh M VLourdes Priyadharshini S2021-06-242021-06-248Semantic Segmentation Using Fully Convolutional Network for An Autonomous Vehicle
https://computers.stmjournals.com/index.php?journal=RTPC&page=article&op=view&path%5B%5D=2722
<p>Numerous individuals inside the profound learning and PC vision networks comprehend what picture arrangement is. We would like to inform about our model that, what single object or scene is present within the image. Semantic segmentation is the most informative segmentation, where we wish to classify each and every pixel within the image. Deep networks have proved to be encoded with highlevel feature like semantic means which can deliver superior performance in salient object detection. Our key insight is to create “Semantic Segmentation using Fully Convolutional Network for an Autonomous Vehicle” where semantic segmentation is one of the key problems within the field of computer vision. Watching the larger picture, semantic segmentation is among one of the high-level tasks that paves the way towards complete scene understanding. The significance of scene understanding as a center PC vision issue is featured by the established truth that an expanding number of uses feed from deriving information from symbolism. A number of those applications include self-driving vehicles, human-computer interaction, geo-sensing etc. Self-driving vehicles require a profound comprehension of their environmental factors. To support this, fully convolutional networks classifies the road, pedestrians, cars, and sidewalks at pixel-level accuracy.</p><p>During this project, we develop a neural network and optimize it to perform semantic segmentation using fully convolutional network models.</p>Rohan DandekarAshu PrasadSagar Devanpalli2021-06-092021-06-098Research on Cyber Offenses under Information Technology Act, 2000
https://computers.stmjournals.com/index.php?journal=RTPC&page=article&op=view&path%5B%5D=2725
<p>Indians have switched to online technology and services mainly after the demonetization that took place in November 2016. Also, the Digital India campaign launched by the Government of India encourages people to use online services by making them easily available. Such technological advancements come with cybercrimes and so, Cyber Security is very essential especially in 2021. There have been multiple incidents where the world has encountered cyber-attacks which almost lead to cyber warfare. To avoid such incidents from happening again, the Indian Parliament has formed the IT Act, 2000. It covers all the crimes and punishments related to those crimes and describes all the things which come under Cyber Crime. The objective of this study is to cybercrimes and provisions of existing cyber laws in India and to tackle the cybercrimes using IT Act, 2000.</p>Prof. Dhaval ChudasamaNihal Gulammahiyuddin Shaikh2021-05-292021-05-298Robot: A Smart Technique to Manage Waste
https://computers.stmjournals.com/index.php?journal=RTPC&page=article&op=view&path%5B%5D=2653
<p><strong><em>Abstract</em></strong></p><p><em>Nowadays, the executives of waste from its assortment to unloading and interruption has gotten one of the best testing and exhausting task for metropolitan companies, all around the world. To make this tedious occupation simple, another idea of Smart Dustbin has been thought about for Smart structures, clinics, schools and rail line stations. The Smart trash specialist thought is a progression of conventional garbage man by suspending it to become shrewd teaching sensors and some type of rationales.</em></p>Laxman Reddy2021-02-112021-02-118Artificial Intelligence Based Education
https://computers.stmjournals.com/index.php?journal=RTPC&page=article&op=view&path%5B%5D=2650
<p align="center"><strong><em>Abstract</em></strong></p><p><em>Artificial intelligence (AI) is a part of software engineering which includes building brilliant machines equipped for performing assignments that ordinarily require human knowledge. Computer-based intelligence is an interdisciplinary science with numerous methodologies, yet headways in AI and profound learning are making a change in perspective in for all intents and purposes each area of the tech business. Computer based intelligence has different applications, for example, mechanical technology, progressed counts which require precisions, and so forth All the more as of late the headways in AI have opened a pathway which will permit AI based applications with the end goal of training which will be investigated in this examination paper.</em></p>Tanmay Nadkarni2021-02-112021-02-118Study on Cloud Computing
https://computers.stmjournals.com/index.php?journal=RTPC&page=article&op=view&path%5B%5D=2648
<p align="center"><strong><em>Abstract</em></strong></p><p><em>Distributed computing is turning into an inexorably well-known undertaking model in which figuring assets are made accessible on-request to the client varying. The one of a kind incentive of distributed computing makes new chances to adjust IT and business objectives. Distributed computing utilize the web advances for conveyance of IT-Enabled abilities ‘as a support of’ any required clients for example through distributed computing we can get to whatever we need from anyplace to any PC without stressing over anything like about their stockpiling, cost, the executives, etc. In this paper I give an extensive report on the inspiration components of receiving distributed computing, survey the few cloud organization and administration models. It likewise investigates certain advantages of distributed computing over customary IT administration condition including adaptability, adaptability, decreased capital and higher asset use are considered as appropriation purposes behind distributed computing condition. I likewise incorporate security, protection, and web reliance and accessibility as shirking issues. The later remembers vertical versatility as specialized test for cloud condition.</em></p>Mayur Desai2021-02-112021-02-118A Study Waste Management using Waste Sorting Machine
https://computers.stmjournals.com/index.php?journal=RTPC&page=article&op=view&path%5B%5D=2649
<p class="Abstract" align="center"><em><span>Abstract</span></em></p><p class="Abstract"><em><span>New world addresses load of difficulties that incorporates squander the executive framework. Overseeing waste adequately and reusing proficiently, country should need to invest amounts of energy and can push one stride ahead. In this work, machine is created which can figure out the losses in different structures to make the board simpler. It tends to be conceivable to figure out metal, paper, plastics and glass by building up an electromechanical framework utilizing microcontroller and operational enhancer. Arranging metal and glass customary sensors are utilized and for arranging paper and plastics a sensor utilizing LASER and LDR is created.</span></em></p><br /><div style="mso-element: comment-list;"><div style="mso-element: comment;"><div id="_com_2" class="msocomtxt"><!--[if !supportAnnotations]--></div><!--[endif]--></div></div>Husnain KhanZahir Khan2021-02-112021-02-1183D Object Modeling Using Augmented Reality
https://computers.stmjournals.com/index.php?journal=RTPC&page=article&op=view&path%5B%5D=2479
<p>The primary objective of this paper is to offer readability of lecturer’s principles to the scholars in an actual like surroundings via 3-D visual aids that may be used to make clear or decorate Information of an idea simply. As college students said, “tell us and we overlook. Display us and we Consider” This paper makes a specialty of regarding the kids in know-how all the ideas Without difficulty and find out each concept Interactive via superimposing the present second item into 3-D surroundings which is referred to as Augmented fact. The common learner could be able to Examine better by way of gazing and listening something than by honestly analyzing something. We can Be using this specific belongings of the human thoughts to accelerate gaining knowledge of. If visible aids are Transformed from 2nd to 3D surroundings, the pupil will have a stay environment to Recognize the concepts. Visible aids tools are to be had to instructors to add reality, clarity, and Range to the drill which is necessary for college students at the earlier levels of language mastering.</p><p>Keywords: Augmented reality, VR gadgets, surroundings,Technology, 3D</p><p>Cite this Article: Chetna Egral, Mrunali Shinde, Apurva Pol, Mahi Khemchandani.3D Object Modeling Using Augmented Reality.Recent Trends in Parallel Computing. 2020; 7(2): 14–18p.</p>Chetna EgralMrunali ShindeApurva PolMahi Khemchandani2020-08-062020-08-068Human Resource Management:Techskill
https://computers.stmjournals.com/index.php?journal=RTPC&page=article&op=view&path%5B%5D=2481
<p>Every organization has their own human resources in order to perform the internal and external human resource activities. Among the total human resource activities, managing the human capital i.e. employees is the significant task to any HR. The main function of HR is to recruit, manage and store the employee data which includes their personal information including their job roles, job streams, projects allotted, salaries and many more which allows them to face huge workload. In order to support the HR’s there are some electronic based HR systems called HRMS- human resource management system. Organizations should maintain HRMS software with huge number of client server applications, service providers as well as control tools. But this application is cost effective one that allows them to manage their employee’s data in a simple manner. This human resource management system will allow the HR’s to manage the employee payrolls, the timings of employee works, employee information systems, employees recruitment, employees training, employee retention and performance appraisal, employee service and employee attendance. This project belongs to a category of web application that can be accessed through PC or mobile phone with internet connection.</p><p>Keywords: HRMS, HR, HRMS, MVC Framework, technology</p><p>Cite this Article: Rasik Umanath Thalkar, Shubham Rajesh Jagushte, Vaishali Jadhav.Human Resource Management:Techskill. Recent Trends in Parallel Computing. 2020; 7(2): 19–23p.</p>Rasik Umanath ThalkarShubham Rajesh JagushteVaishali Jadhav2020-08-062020-08-068Automated Detection of Polycystic Ovarian Syndrome using Neural Network Algorithm
https://computers.stmjournals.com/index.php?journal=RTPC&page=article&op=view&path%5B%5D=2480
<p>The ovarian ultrasound imaging could be a good tool in infertility treatment. Monitoring the follicles is extremely important in human reproduction. Periodic measurements of the scale and shape of follicles over several days are the primary means of evaluation by doctors. Today monitoring the follicles is finished by non-automatic means with human interaction. This work could also be very demanding and inaccurate and, in most of the cases, means only an additional burden for doctors. The detection of PCOS is often done using blood tests and ultrasound images of the ovaries that detect multiple follicles. This provides the accurate results of if women are suffering PCOS or not. The proposed methodology goes to be accustomed detect multiple follicles that indicate the sign of PCOS. Using image-preprocessing techniques we'll be enhancing the quality of the image to make it ready for the classification phase. Neural network algorithms that are best for such processed have gotten accustomed classify the syndrome. The experimental results demonstrate the efficiency of the tactic.</p><p>Keywords: Multiple Follicles, ultrasound images, neural network algorithm, technology, PCOS (Polycystic Ovarian Syndrome).</p><p>Cite this Article: Deeksha Manish Singh, Kardam Hitendra Acharya, Omkar Eknath Mestry, Arti Gore. Automated Detection of Polycystic Ovarian Syndrome using Neural Network Algorithm. Recent Trends in Parallel Computing. 2020; 7(2): 9–13p.</p>Deeksha Manish SinghKardam Hitendra AcharyaOmkar Eknath MestryArti Gore2020-08-062020-08-068Speech to Text Using NLP
https://computers.stmjournals.com/index.php?journal=RTPC&page=article&op=view&path%5B%5D=2483
<p>Speech to text model is automatic speech recognition model which converts the spoken words into the corresponding text of that word.The objective of this system is to take input from the user in audio format and convert it into the words, which would be designed for the application of ATVM machine. The model for speech to text is created by using the neural networks to train the dataset of various recordings related to train ticket and then it was tested.Therefore, this model provides a better way to book a train ticket in a easy way by means of speech to text.</p><p>Keywords: speech, text, NLP, technology, KNN</p><p>Cite this Article: Gauri Dhammpal Suryawanshi, Dhanshree Sanjay Thakare, Jyoti Krishnat Yadav, Vrushali Pankaj Thakur. Speech to Text Using NLP. Recent Trends in Parallel Computing. 2020; 7(2): 4–8p.</p>Gauri Dhammpal SuryawanshiDhanshree Sanjay ThakareJyoti Krishnat YadavVrushali Pankaj Thakur2020-08-062020-08-068Scanner for Books
https://computers.stmjournals.com/index.php?journal=RTPC&page=article&op=view&path%5B%5D=2482
<p>One common way to obtain information in the modern society is to read books. As books are not portable enough to carry and read, there has been demand for electronic books. Devices for digitization of books, called book scanners, have been invented. However, most book scanners target industrial consumers such as companies, libraries, and schools, leaving behind personal consumers. Book-Scanning is the process of converting physical books into digital media such as images, electronic text, or electronic books (e-books). These can be easily distributed, reproduced, and read-on screen. The digitization of book requires a scanner. After the page turned the camera will capture the image. User interaction for scanning and page turning is not required.</p><p>Keywords: page pick-up head, page turner arm, V-shape cradle, perforated means porous or it has series of small holes on it, sturdy means strongly and solidly built, actuated means start to operate.</p>Cite this Article: Neha Chandrakant Gawde, Dhanashree Ashok Salvi, Kiran Bodake, Pragati Pejlekar. Scanner for Books. Recent Trends in Parallel Computing. 2020; 7(2): 1–3p.Neha Chandrakant GawdeDhanashree Ashok SalviKiran BodakePragati Pejlekar2020-08-062020-08-068Uncharacteristic Behavior of User and its Impact on Social Networks
https://computers.stmjournals.com/index.php?journal=RTPC&page=article&op=view&path%5B%5D=2402
<p>Although there are still a lot of security and protection issues, the emotional rise in OSN use. Right now, propose a hazard evaluation dependent on the possibility that the more a client conduct separates from what it very well may be considered as a ‘typical conduct’, the more it ought to be viewed as unsafe. In doing this, we have considered that OSN populace is extremely heterogeneous in watched practices. Accordingly, it is beyond the realm of imagination to expect to characterize a one of a kind standard social model that fits all OSN clients’ practices. Be that as it may, we expect that comparable individuals will in general keep the comparative principles with the aftereffects of comparable conduct models. Therefore, we propose a hazard evaluation sorted out into two stages: comparative clients are first assembled, at that point, for each distinguished gathering, we manufacture at least one demonstrates for typical conduct. We infer and depict a system of discussions from visit logs by methods for topological advances. We at that point utilize this to prepare our conduct identification task as a classifier. The completed trials on a genuine the proposed model shows a rearranged social risk assessment that uses acting models to work across the OSN population without a distinctive evidence-based level.</p><p>Keywords: Online Social Network (OSN), Anomaly Detection, risk assessment, blockchain, cyberbullying</p><p>Cite this Article: V. Manoj Kumar, G. Keerthana, KS. Moheetanksh. Uncharacteristic Behavior of User and its Impact on Social Networks. Recent Trends in Parallel Computing. 2020; 7 (1): 24–29p.</p>V. Manoj KumarG. KeerthanaK. S. Moheetanksh2020-06-012020-06-018Secure Providing Key-Deduplication by Identity-Based Broadcast Encryption (IBBE)
https://computers.stmjournals.com/index.php?journal=RTPC&page=article&op=view&path%5B%5D=2400
<p>Duplication, that can save costs for storage by allowing us to keep just one copy unrecognized information, is particularly noteworthy because of the dramatic rises in the cloud content. These are usually stored until re-appropriated to ensure information authentication. Conventional encryption undoubtedly leads to various distinctive ciphertexts generated by separate mystery keys from the corresponding plaintext, which block the deductibility of information. Concurrent coding allows deductions, because the corresponding grievances are usually scratched into ciphertexts. One common problem is how many keys can be managed efficiently and effectively. A couple of deduplication proposals to handle the central administration problem is proposed. Either the key management systems are to be addressed or the proprietors of information need to comply. We plan a new Key-Deduplication convention on the customer side of this article.</p><p>Keywords: deduplication, convergent encryption, HDF, IBBE, keygen</p><p>Cite this Article: A. Chandrasekar, Anusha Yamjala, Sai Teja Bommineni, Nithin Rao Doddikindi. Secure Providing Key-Deduplication by Identity-Based Broadcast Encryption (IBBE). Recent Trends in Parallel Computing. 2020; 7(1): 18–23p.</p>A. ChandrasekarAnusha YamjalaSai Teja BommineniNithin Rao Doddikindi2020-06-012020-06-018GDP Subsidize Calculation Using Neural Multilayer Feed Perceptron Network for Iranians
https://computers.stmjournals.com/index.php?journal=RTPC&page=article&op=view&path%5B%5D=2403
<p>A multilayer (mlnet) decision model for the estimation of the subsidy index on the basis of a number of criteria is provided in this article. The main criteria that affect the distribution of subsidies in the socio-economic sub-sectors, by questionnaire and mlnet method, are: inflation, economic growth, labor intensity, energy subsidies distribution among the socio-economic levels, intensity of the energy sector and social costs of air pollution. The overall ranks of these criteria are: according to the formula, subsidy allocation is mainly given to the poor in the city, while the rich propel is the final target. The impact on overall outcomes of changing criteria priorities shows that the rank of the socio-economic subsectors in the receipt of subsidies has little sensitivity to changing the subsidy criteria priorities.</p><p>Keywords: GDP, SUBSIDY, Cash Payments, Neural multilayer network, Gini coefficient</p><p>Cite this Article: J. Chiranjivi, K. Kavitha, P. Karthik, B. Rohan. GDP Subsidize Calculation Using Neural Multilayer Feed Perceptron Network for Iranians. Recent Trends in Parallel Computing. 2020; 7 (1): 7–11p.</p>J. ChiranjiviK. KavithaP. KarthikB. Rohan2020-06-012020-06-018Diabetic Level Prediction in Humans: Using Supervised Machine Learning Methods
https://computers.stmjournals.com/index.php?journal=RTPC&page=article&op=view&path%5B%5D=2401
<p>Diabetes could be an unremitting malady or a metabolic sick wellbeing cluster where an individual endures from a pervasive sum of insulin-producing blood glucose within the body or since the cells of the body do not react to affront. Steady diabetes hyperglycemia is the damage to long term organs, particularly lungs, kidneys, nerves, the heart and the veins are connected to weakness and misfortune. The objective of this investigation is to utilize vital highlights, to make an expectation calculation based on machine learning and to discover the ideal classifier for the closest comes about compared to clinical comes about. The recommended approach is planning to utilize prescient examination to distinguish characteristics of diabetes mellitus that are afflicted in early location. The comes about appear the choice tree calculation and the most noteworthy specificities of the Irregular Woodland are 98.20% and 98.00% separately, for the consider of diabetic information. The most noteworthy precision of Naïve Bayesian tests is 82.30 focuses. The collection of appropriate highlights from information sets is assist extended within the inquire about to extend classification accuracy.</p><p>Keywords: Diabetes, T2DM, supervised learning methods, WHO, diabetes mellitus</p><p>Cite this Article: M Monika, Yeshwanth Moudgalaya, Akhil Reddy Akkati. Diabetic Level Prediction in Humans: Using Supervised Machine Learning Methods. Recent Trends in Parallel Computing. 2020; 7 (1): 1–6p.</p>M. MonikaYeshwanth MoudgalayaAkhil Reddy Akkati2020-06-012020-06-018Identifying Fraudulent Data and Fake Account Profiles Analysis in Examination for Providing Security in Online Dating Site
https://computers.stmjournals.com/index.php?journal=RTPC&page=article&op=view&path%5B%5D=2404
<p>In this research, we are focused on a new yet mysterious method of using malicious apps. You want to be software for socialization. Their main goal is to allow users to buy premium / VIP packages and Start talking to (probably false) other app accounts. False dating apps are called such systems. A comprehensive analysis to explain the whole scam dating apps ecosystem. In specific, we suggested a three-stage approach to defining the current account profiles and the ensuing analysis to evaluate their roles. Our research shows that most accounts are administered chat bots based on predefined talk models rather than real people. They further examine the business model for these applications to prove that a number of parties actually participate in the process; including developers who create software, producers selling lucrative apps and the distribution system that distributes applications to end users. Ultimately, we assess their effect on consumers (i.e. victims) and quantify total income. The results show the need of a remedy to secure consumers and this is the first systematic study on fake citation applications.</p><p>Keywords: Malicious, Fraudulent Dating Apps, Google Analytics, chatbot, online dating site</p><p>Cite this Article: Nalli Vinaya Kumari, K. Kavya, PV. Srikar, B. Gowtham Kumar Reddy. Identifying Fraudulent Data and Fake Account Profiles Analysis in Examination for Providing Security in Online Dating Site. Network for Iranians. Recent Trends in Parallel Computing. 2020; 7 (1): 12–17p.</p>Nalli Vinaya KumariK. KavyaPV. SrikarB. Gowtham Kumar Reddy2020-05-272020-05-278Edge Split Mapping Parallel Algorithm for Tetrahedral Mesh Refinement on Distributed Memory Systems
https://computers.stmjournals.com/index.php?journal=RTPC&page=article&op=view&path%5B%5D=145
<p>In this paper we have described a parallel mesh refining algorithm based on edge split mapping parallel algorithm for on a distributed memory system; that aids the user in auto-managing the assignment of processor workload and subdivision of the 3d-mesh. We discussed the design and performance of the algorithm which speeds up the processing of the instructions over a multi-core processor.</p><p><strong>Keywords</strong>: Parallel algorithm, Distributed memory, Mesh Refinement</p><p> </p><p> </p>Ankush Rai2020-02-242020-02-248Dynamic Data Flow Based Spatial Sorting Method for GPUs: Software Based Autonomous Parallelization
https://computers.stmjournals.com/index.php?journal=RTPC&page=article&op=view&path%5B%5D=144
<p>The direct communication between distant parts of a computer system for a mesh or grid based scalable parallel system isn't cost effective. Thus, we have presented and evaluated the performances of spatial sorting method for multi-core GPUs (Graphic Processing Unit) computing. It is a parallel sorting algorithm for autonomous threading of workload which is considerably faster than Thrust Merge sorting, which is known to be the best comparison based sorting algorithm for GPUs. The study shows that the proposed algorithm is more efficient than randomized sample sort, when the memory operations for parallelization of stack units are taken into consideration. Additionally, the proposed algorithm provides an advantage over traditional sorting methods in way that it facilitate dynamic data flow and therefore, its operating time is devoid of the input data dependent fluctuations. Our technique proves its potential extensions of adaptability to more complex parallel algorithms.</p><p><strong>Keywords</strong>: Autonomous parallelization, threading, sorting, GPUs, parallel algorithm, dynamic data flow</p>Ankush Rai2020-02-242020-02-248Parallel Algorithms for Mean, Variance, and Standard Deviation over a 2D-Mesh Network
https://computers.stmjournals.com/index.php?journal=RTPC&page=article&op=view&path%5B%5D=2335
<p>Abstract: Due to advanced technology and usage of internet at worldwide scale, there has always been a challenge to handle and manage the huge amount of data in an efficient way. There are so many statistical and non-statistical methods applied to data to find result and conclusions that can later be used to solve many other complex problems in an easy and fast way, which also reduces the cost. In this study, we propose algorithm to parallely implement the process of finding mean, variance, standard deviation over a 2D-mesh network. Our proposed algorithm successfully finds standard deviation in 5√N+8 times. The algorithm can be compared with the conventional method for finding standard deviation in N2 times, whereas the standard deviation with parallel implementation takes 5(N-1)+4 times for the similar networks.</p><p>Keywords: Fast All Sum, mean, variance, standard deviation etc.</p><p>Cite this Article: Gaytri Kumari Gupta, Sudhanshu Kumar Jha. Parallel Algorithms for Mean, Variance, and Standard Deviation over a 2D-Mesh Network. Recent Trends in Parallel Computing. 2019; 6(3): 17–22p.</p>Gaytri Kumari GuptaSudhanshu Kumar Jha2019-12-302019-12-308Comparative Study of Supervised Learning Techniques
https://computers.stmjournals.com/index.php?journal=RTPC&page=article&op=view&path%5B%5D=2329
<p align="center"><strong><em>Abstract</em></strong></p><p><em>Diabetes is an incessant ailment that happens either when the pancreas does not deliver enough insulin or when the body cannot adequately utilize the insulin it produces. Insulin is a hormone that manages glucose. Hyperglycaemia, or raised glucose, is a typical impact of uncontrolled diabetes and after some time prompts genuine harm to huge numbers of the body's frameworks, particularly the nerves and veins. In 2014, 8.5% of grown-ups matured 18 years and more seasoned had diabetes. In 2016, diabetes was the immediate reason for 1.6 million passing, and in 2012, high blood glucose was the reason for another 2.2 million passing. In this project we are detecting whether the person is diabetic or not using Jupyter notebook on Anaconda software. Various features in the data set are given, and on the basis of those features, we are going to find whether the person is having diabetes or not. Various Supervised Learning Techniques are going to be implemented in this project for finding whether the person is diabetic or not.</em></p><p><em></em><strong><em>Keywords: </em></strong><em>Support Vector Machine (SVM),</em><em> machine learning, analysis, detection, techniques</em></p><p><em><strong>Cite this Article</strong></em></p><p><em>Tripti Verma, Krutibhash Nayak. Comparative Study of Supervised Learning Techniques. Recent Trends in Parallel Computing. 2019; 6(3): 23–28p.</em> <strong></strong></p><p><em><br /></em></p>Tripti VermaKrutibhash Nayak2019-11-142019-11-148Improvement in Design Aspects
https://computers.stmjournals.com/index.php?journal=RTPC&page=article&op=view&path%5B%5D=2293
<p align="center"><strong><em>Abstract</em></strong></p><p><em>The usage of internet has increased enormously and immensely in last few decades. Due advancement in technology, information plays a crucial role in today’s scenario everyone mostly depends on World Wide Web to attain any information. Web consists of a lot of websites of various types, whereas websites comprise of web pages which are joined together with hyperlinks. Websites become important public portal whereas proper design aspect becomes a critical element used for the success of website. For the favorable outcome of the website web design is essential part. Considering importance of design aspects of web pages, this paper focus on various parameters of aspects and design of an automated evaluation tool to evaluate the aspects of web page. The automated tool takes web page as input then checks the page for uniformity. The tool consists of normalized module which quantifies the measures of web pages. The records of elements in design are used by designers and researches for improving the relationship with users through their interfaces. </em><em></em></p><p><strong><em>Keywords: </em></strong><em>Web Design, design aspects, web page evaluation, user interaction, website success</em></p><p><em><strong>Cite this Article</strong></em></p><p><em>Shashank Sharma, Ajay Maurya. Improvement in Design Aspects. Recent Trends in Parallel Computing. 2019; 6(3): 6–11p.</em> <strong></strong></p><p><em><br /></em></p><p> </p>Shashank SharmaAjay Maurya2019-11-142019-11-148A Bladeless Funnel Based Wind Turbine for Highway Wind Power Generation
https://computers.stmjournals.com/index.php?journal=RTPC&page=article&op=view&path%5B%5D=2289
<p><strong><em>Abstract: </em></strong><em>In today’s date, whole world is a large consumer of fossil fuel such as coal, crude oil etc. The rapid increase in use of Non-renewable energies such as fossil fuel, oil, natural gas has created problems of demand & supply. A considerable amount of wind energy is produced due to the pressure created by the moving vehicles on the highways. This wind energy can be utilized for the generation of electrical energy. The concept used is wingless wind turbine. The project aims to extract the energy in the more efficient manner. This wind flow will depend on the velocity of the vehicle, size of the vehicle and intensity of the traffic. In this method, the mechanical design is used to pass the air to rotate the wind turbine. In our method, we have coupled one more generator and mechanical design and we have increased its efficiency. </em></p><p><strong><em>Keyword- </em></strong><em>Blade Aerodynamics Energy, Vertical Axis Wind Turbine, Wind Power, Permanent magnet synchronous generator.</em></p><p><em><strong>Cite this Article</strong></em></p><p><em>Yashansh Vijay, Sachin Goyal, Yash Sharma, Vishnu Prakash Sharma. A Bladeless Funnel Based Wind Turbine for Highway Wind Power Generation. Recent Trends in Parallel Computing. 2019; 6(3): 12–16p.</em> <strong></strong></p><p><em><br /></em></p>Yashansh VijaySachin GoyalYash SharmaVishnu Prakash Sharma2019-11-142019-11-148