Volume 14 | Issue 5 |

 Abstract

The rapid growth of digital technologies has significantly increased the risk of cybersecurity incidents worldwide. In India, the expansion of internet penetration, digital payment systems, cloud services, and online platforms has led to a notable rise in cyber-related threats. In this context, understanding the temporal behavior of cybersecurity incidents is essential for effective monitoring and policy formulation. This study presents a time series analysis and forecasting of cybersecurity incidents in India using monthly secondary data. The primary objectives of the study are to analyze trends in cybersecurity incidents, examine possible seasonal variations, and develop a forecasting model for future incident levels. The dataset consists of 42 monthly observations collected from official government sources, including cybersecurity and crime-related reports. The data were analyzed using statistical techniques such as descriptive statistics, linear trend regression, One-Way Analysis of Variance (ANOVA), and Simple Exponential Smoothing. The regression analysis indicates that there is no statistically significant linear trend in cybersecurity incidents over the study period. Similarly, the ANOVA results reveal that there is no significant seasonal variation across different months. The forecasting model based on Simple Exponential Smoothing suggests relatively stable future incident levels, although the widening confidence intervals indicate increasing uncertainty in long-term predictions. Overall, the findings suggest that cybersecurity incidents in India exhibit irregular fluctuations rather than stable trend or seasonal patterns. This implies that cyber threats are influenced by dynamic and external factors rather than predictable temporal structures. The study highlights the importance of continuous cybersecurity monitoring, adaptive response strategies, and proactive preparedness to mitigate cyber risks in an evolving digital environment.

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Creative Commons Attribution 4.0 and The Open Definition

 Keywords

Cybersecurity, Time Series Analysis, Forecasting, Simple Exponential Smoothing, Secondary Data, India

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Creative Commons Attribution 4.0 and The Open Definition

 Abstract

This study examines the concept of "earning with dignity" by analyzing how Indian students' attitudes toward part-time employment are shaped by cultural, social, and socioeconomic factors. The study also investigates how willingness to engage in part-time work contributes to skill development, employability, and personal growth. A quantitative descriptive research design was adopted, and primary data were collected from 116 students through a structured questionnaire. Multiple regression and simple linear regression analyses were performed using SPSS software. The findings reveal that cultural, social, and socioeconomic factors significantly influence students' willingness to engage in part-time employment, with social factors emerging as the strongest predictor. Further, willingness to engage significantly enhances employability, skill development, and personal growth. The study highlights the importance of institutional support systems and changing societal perceptions regarding student employment. The findings contribute to the growing discourse on experiential learning, employability, and dignified earning opportunities

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Creative Commons Attribution 4.0 and The Open Definition

 Keywords

student work engagement, employability, experiential learning, financial independence, dignity of labour

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Creative Commons Attribution 4.0 and The Open Definition

 Abstract

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Creative Commons Attribution 4.0 and The Open Definition

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KEYWORDS : Meclizine, Caffeine ,Fast dissolving Oral thin film, Motion Sickness.

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Creative Commons Attribution 4.0 and The Open Definition

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Financial inclusion means to provide Universal access of banking services like banking credit insurance and pensions at affordable cost to low income group. It's aim to provide banking and payment services to the entire population without any discrimination. The role of financial inclusion in combating poverty creating income generating opportunities and building financial resilience among the poor and marginalized group by providing easy to access services. financial inclusion can be seen as a key pillar supporting India's development strategy towards becoming Vikshit Bharat by 2047.

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Creative Commons Attribution 4.0 and The Open Definition

 Keywords

Inclusion, Banking, KCC, Lead Bank

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Creative Commons Attribution 4.0 and The Open Definition

 Abstract

The primary challenge in Formula SAE vehicle design is extracting maximum performance from an engine restricted by a mandatory 20 mm intake orifice. This paper details the complete engineering process behind the powertrain system developed for our FSAE combustion vehicle, utilizing a water-cooled 373.2 cc KTM engine. To mitigate the severe choking effect at higher RPMs, we developed a highly optimized intake manifold. This system incorporates a convergent-divergent nozzle to maximize mass flow, a 2.67 L Bezier-curve plenum to stabilize pressure pulses, and a tuned runner to leverage Helmholtz resonance for denser air charges. To efficiently transfer this power to the ground, we implemented a direct-drive spool axle paired with a topology-optimized sprocket, significantly reducing rotational inertia and unsprung mass. Furthermore, we designed a tuned venturi-type exhaust system for effective scavenging and a large-core liquid cooling circuit to manage the severe thermal loads inherent in low-speed autocross racing. The integration of these subsystems resulted in a highly responsive, reliable, and tractable powertrain package tailored specifically for track dynamics.

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Creative Commons Attribution 4.0 and The Open Definition

 Keywords

Formula SAE, Powertrain, CFD, Intake Manifold, Drivetrain, Cooling System, Topology Optimization, Solidworks, Riccardo Wave

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Creative Commons Attribution 4.0 and The Open Definition

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Social media has become a significant part of the everyday life of college students. The rapid growth of smartphone usage and easy access to the internet have increased the popularity of social media platforms among young people for communication, learning, entertainment, and sharing information. The present study, "The Impact Of Social Media Use On College Students: An Overview," focuses on understanding the beneficial and harmful impacts of social media on college students. The study is descriptive and analytical in nature and mainly depends on secondary data. The findings show that social media supports students in education, communication, skill improvement, and social interaction.

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Creative Commons Attribution 4.0 and The Open Definition

 Keywords

Social Media, College Students, Academic Performance, Communication, Mental Health, Education.

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Creative Commons Attribution 4.0 and The Open Definition

 Abstract

Licence: creative commons attribution 4.0

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Creative Commons Attribution 4.0 and The Open Definition

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Arduino Uno, INA219 Sensor, NTC Thermistor, LCD Display, Battery Monitoring, Fault Detection, Embedded System, Logistic Regression, Machine Learning, Real-Time Monitoring, Normal and Abnormal.

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Creative Commons Attribution 4.0 and The Open Definition

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The Krishna Valley is one of the most important cultural regions of South India, showing continuous human occupation from prehistoric times to the early historic period. Among these phases, the Megalithic culture (Iron Age) occupies a crucial position and forms a cultural link between the Neolithic-Chalcolithic and Early Historic (Satavahana) periods. In the Krishna Valley, especially in Guntur and Krishna Districts, Megalithic remains are found widely in the form of burial monuments, iron implements, and characteristic pottery. Explorations and excavations, in the Krishna valley brought to light several burial complexes with different architectural features, yet culturally homogeneous in nature. This is perhaps due to the existence of several tribal groups in the Megalithic society, who followed invariably their burial practices in accordance with their tribal practices to fulfill their eschatological belie The region records a very good cultural evolution from Paleolithic to the modern time. Even though man accustomed to modern technology, there are still people in few areas of this region still in the stage of hunting and gathering (Chenchus and Yanadis) in this time scale megalithic culture of this region is a field which promptly flourished in between Neolithic and early historic settlements. Megalithic people are best known for their stone-built burial monuments, erected in memory of the dead. The Iron Age phase of South India, broadly dated between c. 1000 BCE and 300 BCE, with some continuity into the early historic period. This culture is mainly identified through burial practices, iron tools, and characteristic pottery.

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Creative Commons Attribution 4.0 and The Open Definition

 Keywords

Megalithic, Culture, Krishna Valley, Krishna, Guntur

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Creative Commons Attribution 4.0 and The Open Definition

 Abstract

Licence: creative commons attribution 4.0

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Creative Commons Attribution 4.0 and The Open Definition

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Creative Commons Attribution 4.0 and The Open Definition

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Insufficient available space on the floor level is an ever-present problem in interior design, especially when designing areas where several functions have to be performed in the same small area. The bedroom of a student usually includes a bed, study table, and storage furniture separately arranged on the floor level. Although such a solution can function well for large spaces, it causes many problems related to mobility, poor use of space, and limited adaptability in smaller spaces. Although modern solutions in compact furniture try to solve the problem of decreasing room size, they only solve the problem by treating furniture as isolated pieces of furniture inside the room instead of furniture as integral components of the spatial arrangement. The study thus looks into another option of moving vital functions from the floor plane to the wall plane through transformable wall furniture systems. Based on the model of a student's bedroom as the example of an efficiently organized small interior, the investigation considers the potential integration of sleeping, storage, and studying functions into one wall system with a focus on the creation of working spaces necessary for studying. With the help of literature analysis, case studies, and the evaluation of spatial performance in traditional arrangements versus wall arrangements, the study shows how wall furniture systems can benefit movements and organization within the interior space without changing its size. The research finally demonstrates how furniture should not be seen only as an object inside a room, but rather as a part of interior architectural space planning.

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Creative Commons Attribution 4.0 and The Open Definition

 Keywords

Wall-integrated furniture, Transformable furniture, Small interiors, Space optimization, Space efficiency, Design of student dorms, Multi-function furniture.

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Creative Commons Attribution 4.0 and The Open Definition