Open Access
Research Article·pp. i–vii·Vol. 27, Issue 2Mar 2024
Dinesh Goyal, Anil Kumar, Ruchi Goyal
Published Online: 30 Mar 2024DOI: 10.47974/JSMS-27-2-Foreword In this paper: In today’s rapidly evolving landscape of technology and business, the synergy between Mathematics, Optimization Techniques, and Innovation has never been more critical than now. Mathematics is the bac...
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Open Access
Research Article·pp. 201–212·Vol. 27, Issue 2Mar 2024
J. S. Sawale, Praful V. Barekar, J. M. Gandhi, Satish N. Gujar, Suresh Limkar, Samir N. Ajani
Published Online: 30 Mar 2024DOI: 10.47974/JSMS-1247 In this paper: This research delves into the application of Deep Learning (DL) to medical imaging for drug discovery, highlighting DL’s ability to enhance diagnostic precision and efficiency. The research looks into...
Open Access
Research Article·pp. 213–223·Vol. 27, Issue 2Mar 2024
Dinesh Bhoyar, Sachin R. Jain, Jagdish D. Kene, Y. A. Suryawanshi, Arvind R. Bhagat Patil, Shivkumar Karale
Published Online: 30 Mar 2024DOI: 10.47974/JSMS-1248 In this paper: The majority of the GDP of an agriculture-based economy comes from farming. This initiative was inspired by the rising suicide rates among farmers, which may be related to poor crop yields. The field...
Open Access
Research Article·pp. 225–236·Vol. 27, Issue 2Mar 2024
V. S. Ghorpade, Pradnya A. Jadhav, R. S. Jadhav, Satish N. Gujar, Wankhede Vishal Ashok, Shraddha V. Pandit
Published Online: 30 Mar 2024DOI: 10.47974/JSMS-1249 In this paper: This study explores the crucial nexus between artificial intelligence (AI) and clinical decision-making in pharmaceuticals, highlighting the need to close the growing gap between black box models and...
Open Access
Research Article·pp. 237–247·Vol. 27, Issue 2Mar 2024
Shivkumar Karale, Nikhil Mangrulkar, Sagarkumar S. Badhiye, Arvind R. Bhagat Patil, Dinesh Bhoyar, Rajesh Khobragade
Published Online: 30 Mar 2024DOI: 10.47974/JSMS-1250 In this paper: Though Medical sector is referred to as one of the most advance sector in the Country, there are some implications which shows disorientation of medical sector and early prediction of various ailments...
Open Access
Research Article·pp. 249–260·Vol. 27, Issue 2Mar 2024
A. A. Patil, Vaishali Niranjane, S. B. Dhadde, Anil Kumar, Santosh Borde, Pankaj Chandre
Published Online: 30 Mar 2024DOI: 10.47974/JSMS-1251 In this paper: In this paper, we investigate the use of predictive analytics and machine learning to improve patients’ adherence to prescribed medications. By analyzing past patient data, we are able to create a mod...
Open Access
Research Article·pp. 261–271·Vol. 27, Issue 2Mar 2024
Smita R. Pidurkar, Seema Raut
Published Online: 30 Mar 2024DOI: 10.47974/JSMS-1252 In this paper: The human brain is unquestionably the most complex organ in the body and is acknowledged as the body’s control station. The wellness of this control station is depends on several human related factors...
Open Access
Research Article·pp. 273–284·Vol. 27, Issue 2Mar 2024
Jyoti Arora, Sonia Rathee, Mamta Gahlan, Amita Yadav, Shalu
Published Online: 30 Mar 2024DOI: 10.47974/JSMS-1253 In this paper: The prevalence of diabetes has been steadily increasing, necessitating accurate prediction models to assist in early diagnosis and proactive management. In this paper, a hybrid machine learning-based...
Open Access
Research Article·pp. 285–294·Vol. 27, Issue 2Mar 2024
Tabassum H. Khan, Sonali Ridhorkar
Published Online: 30 Mar 2024DOI: 10.47974/JSMS-1254 In this paper: NLP sentiment analysis involves pre-processing, feature extraction, feature selection, sentiment classification, and post-processing. Pre-processing can include PoS tagging, stop-word removal, languag...
Open Access
Research Article·pp. 295–302·Vol. 27, Issue 2Mar 2024
Priti Golar, Rika Sharma
Published Online: 30 Mar 2024DOI: 10.47974/JSMS-1255 In this paper: Graphical User Authentication (GUA) is an image-based password system that leverages the human tendency to remember visuals more effectively. This methodology enables users to effortlessly generate an...
Open Access
Research Article·pp. 303–313·Vol. 27, Issue 2Mar 2024
Praful V. Barekar, Kavita R. Singh
Published Online: 30 Mar 2024DOI: 10.47974/JSMS-1256 In this paper: In order to improve object tracking and detection in films with different lighting conditions, this paper provides a thorough review of noise filtering methods. Computer vision systems face difficulti...
Open Access
Research Article·pp. 315–325·Vol. 27, Issue 2Mar 2024
Bhalchandra M Hardas, Mithun G. Aush, Vaishali Raut
Published Online: 30 Mar 2024DOI: 10.47974/JSMS-1257 In this paper: Cardiovascular diseases (CVD) remain a significant global health challenge, requiring the improvement of risk assessment methods using advanced data-driven optimization strategies. This study explores...
Open Access
Research Article·pp. 327–336·Vol. 27, Issue 2Mar 2024
Uma Thakur, Reena Thakur, Sahil Somkuwar, Abhay Shendare, Rita Ingole, Achal Verma, Swejal Tidke
Published Online: 30 Mar 2024DOI: 10.47974/JSMS-1258 In this paper: This research introduces an innovative approach for efficiently monitoring objects in computer vision systems through combining machine learning (ML) algorithms and optimization strategies. Tracking o...
Open Access
Research Article·pp. 337–347·Vol. 27, Issue 2Mar 2024
Gauri Dhopavkar, Mukta Takalikar, Manali Kshirsagar
Published Online: 30 Mar 2024DOI: 10.47974/JSMS-1259 In this paper: This study presents a new strategy for determining the meaning of words based on their use in text. Traditional methods struggle because they do not fully grasp the context around ambiguous words. Our...
Open Access
Research Article·pp. 349–357·Vol. 27, Issue 2Mar 2024
Nisha Balani, Mona Mulchandani, Sakshi Vaswani, Sejal Tiwari, Kashish Gidwani, Muskaan Nagwani, Kameshwari Nagdeve
Published Online: 30 Mar 2024DOI: 10.47974/JSMS-1260 In this paper: In India, intelligent sprinkler systems powered by the Internet of Things have transformed landscape care, replacing outdated watering practices. These systems dynamically adjust to environmental chan...
Open Access
Research Article·pp. 359–368·Vol. 27, Issue 2Mar 2024
Rashmi A. Wakode, Sharad W. Mohod
Published Online: 30 Mar 2024DOI: 10.47974/JSMS-1261 In this paper: Drowsy driving is a significant contributor to road traffic accidents, necessitating the development of robust and efficient detection systems. Existing approaches for detecting drowsy drivers often r...
Open Access
Research Article·pp. 369–382·Vol. 27, Issue 2Mar 2024
Supriya S. Thombre, Latesh Malik, Sanjay Kumar
Published Online: 30 Mar 2024DOI: 10.47974/JSMS-1262 In this paper: Global healthcare has been under stress due to the COVID-19 pandemic, necessitating effective methods to determine COVID-19 patient severity and distribute resources accordingly. Current COVID-19 X-ra...
Open Access
Research Article·pp. 383–393·Vol. 27, Issue 2Mar 2024
A. A. Koparde, Pradnya A. Jadhav, G. Jisha Annie, Dinesh Goyal, Bhalchandra M Hardas, Purva Mange
Published Online: 30 Mar 2024DOI: 10.47974/JSMS-1263 In this paper: Natural language processing (NLP) has emerged as an important tool in the biomedical industry for bettering medication information extraction and other knowledge gathering. In this study, we explore t...
Open Access
Research Article·pp. 395–403·Vol. 27, Issue 2Mar 2024
Sweta Raut, Sohel Bhura, Jayesh Khushalani, Hyejin Kim, Nisha Ramani, Roshni Bajaj
Published Online: 30 Mar 2024DOI: 10.47974/JSMS-1264 In this paper: This research explores an innovative approach in construction engineering education, leveraging virtual reality for enhanced training and optimization. Traditional methods in this field often face dif...
Open Access
Research Article·pp. 405–416·Vol. 27, Issue 2Mar 2024
N. R. Jadhav, Sunil Bhutada, S. R. Sagavkar, Rohit Pawar, Archana Bajirao Kanwade, Purva Mange
Published Online: 30 Mar 2024DOI: 10.47974/JSMS-1265 In this paper: The Integrating AI into pharmaceutical production processes represents a paradigm change for the pharmaceutical sector. This article examines the role of AI in pharmaceutical production, focusing on i...
Open Access
Research Article·pp. 417–428·Vol. 27, Issue 2Mar 2024
A. S. Shete, Sunil Bhutada, M. B. Patil, Praveen H. Sen, Neha Jain, Prashant Khobragade
Published Online: 30 Mar 2024DOI: 10.47974/JSMS-1266 In this paper: Transparency, traceability, and security are three major challenges that blockchain technology has addressed in the pharmaceutical supply chain, making it a disruptive solution. The incorporation of b...
Open Access
Research Article·pp. 429–440·Vol. 27, Issue 2Mar 2024
B. K. Panda, Pornima B. Niranjane, D. P. Mali, Prachi A. Bainalwar, Ujjwala Bal Aher, Saurabh Bhattacharya
Published Online: 30 Mar 2024DOI: 10.47974/JSMS-1267 In this paper: The revolutionary potential of machine learning (ML) in pharmacovigilance the early detection of adverse drug reactions (ADRs) in the digital era is examined in this study. It is difficult to promptly...
Open Access
Research Article·pp. 441–453·Vol. 27, Issue 2Mar 2024
Lamiaa Mohammed Salem Akoosh, Farheen Siddiqui, Sherin Zafar, Sameena Naaz, M. Afshar Alam
Published Online: 30 Mar 2024DOI: 10.47974/JSMS-1278 In this paper: Extensive inquiry has been conducted to explore potential applications of machine learning methodologies in the realm of cardiovascular disease management. To facilitate a more comprehensive investiga...
Open Access
Research Article·pp. 455–464·Vol. 27, Issue 2Mar 2024
Mehroush Banday, Sherin Zafar, M. Afshar Alam
Published Online: 30 Mar 2024DOI: 10.47974/JSMS-1280 In this paper: Two of the leading causes of mortality in the US are diabetes and cardiovascular disease. The first step in halting the course of these disorders in patients is to recognize and anticipate them. Using...
Open Access
Research Article·pp. 465–477·Vol. 27, Issue 2Mar 2024
P. Ramesh Naidu, Pratik Gite, Vaskar Deka, K.D.V. Prasad, V. Dankan Gowda, Mirzanur Rahman
Published Online: 30 Mar 2024DOI: 10.47974/JSMS-1282 In this paper: Lifeline Donor groups are crucial in the field of humanitarian aid because they provide lifesaving aid in times of crisis. For effective resource management and aid coordination, it is crucial to draw...
Open Access
Research Article·pp. 479–488·Vol. 27, Issue 2Mar 2024
Ruchi Goyal, Devika Sharma
Published Online: 30 Mar 2024DOI: 10.47974/JSMS-1286 In this paper: This study examines the critical influence of state-led policies on the development and nurturing of the startup ecosystem in Rajasthan, India, underscoring a strategic deployment of initiatives such...
Open Access
Research Article·pp. 489–499·Vol. 27, Issue 2Mar 2024
Ankit Kumar Tiwari, Surendra Yadav
Published Online: 30 Mar 2024DOI: 10.47974/JSMS-1290 In this paper: This study introduces an algorithmic framework aimed at boosting the efficiency of cloud computing systems by employing connection pooling techniques. In the realm of cloud environments, optimizing pe...
Open Access
Research Article·pp. 501–513·Vol. 27, Issue 2Mar 2024
Dibyanshu, R. K. S. Rajput
Published Online: 30 Mar 2024DOI: 10.47974/JSMS-1291 In this paper: This article outlines a methodology for developing and evaluating efficient image classification models using Convolutional Neural Networks (CNNs). It begins with meticulous network architecture desig...