Volume 12 | Issue 12 |

 Abstract

Automated systems for stress recognition and emotion detection leveraging electroencephalography (EEG) signals have emerged as cutting-edge tools in advancing mental health research and applications. This review offers an in-depth exploration of EEG-based technologies, shedding light on their foundational principles, methodologies, and practical implementations for interpreting stress and emotional states. Starting with an examination of EEG signal acquisition and preprocessing techniques, it delves into the neural dynamics linked to stress and emotions, with a focus on identifying critical EEG biomarkers. The discussion extends to include various machine learning and deep learning strategies for feature extraction and classification, highlighting their effectiveness in real-time detection scenarios. Furthermore, the review underscores the diverse applications of these technologies, ranging from healthcare and therapeutic interventions to human-computer interaction, demonstrating their potential to improve well-being and enhance user experiences. Key challenges, including signal artifacts, individual variability, and system reliability, are also critically examined. The review concludes by exploring future research directions, advocating for interdisciplinary collaborations and technological innovations to overcome existing limitations and drive progress in the field. This comprehensive overview serves as a valuable resource for researchers, developers, and practitioners, offering insights into the rapidly evolving domain of EEG-based stress and emotion detection systems and inspiring advancements to support mental health and human-machine synergy

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 Keywords

EEG, stress recognition, emotion detection, automated systems, mental health, neural machine learning, deep learning, real-time detection, challenges.

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Creative Commons Attribution 4.0 and The Open Definition

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In the contemporary business landscape, eco-friendly strategies are essential for corporate success and environmental sustainability. This paper investigates the implementation, impact, and challenges of sustainable practices in modern corporations. With rising environmental concerns, companies are adopting green strategies to reduce their carbon footprint, enhance brand value, and comply with global regulations. The study highlights renewable resource utilization, waste management innovations, and carbon emission reduction as pivotal elements of eco-friendly practices. Through qualitative analysis of industry reports and case studies, the research reveals that sustainable strategies not only mitigate environmental risks but also foster long-term profitability and competitiveness. By integrating sustainability into their core operations, organizations position themselves as leaders in a rapidly evolving global market. This paper concludes with actionable insights for businesses aiming to align with environmental goals while maintaining economic viability.

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 Keywords

Eco-Friendly Strategies, Corporate Sustainability, Renewable Resources, Carbon Emission Reduction, Circular Economy, Green Supply Chain, Environmental Governance, Digital Transformation in Sustainability

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Delays in transportation infrastructure projects are a significant challenge in India, adversely affecting economic growth and development. This study aims to investigate the key factors contributing to project delays in the Indian context, including technical, financial, regulatory, and managerial issues. The research employs a mixed-methods approach, combining quantitative data from case studies of delayed projects and qualitative insights from interviews with industry experts, government officials, and contractors. Key findings indicate that delays are often caused by land acquisition disputes, environmental clearance bottlenecks, lack of coordination between stakeholders, inadequate project planning, and financial mismanagement. Additionally, external factors such as adverse weather conditions and unexpected geological challenges exacerbate delays. The study highlights the need for adopting integrated project management practices, streamlining regulatory processes, and leveraging advanced technologies such as Building Information Modeling (BIM) to mitigate delays. By addressing these issues, India can enhance the efficiency of its transportation infrastructure projects and accelerate the country's economic progress.

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Resource Management, Construction, High Rise Building, Material management

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Covid-19 and many hazardous diseases calls for immunity boosters especially among children and the young generation. Any diseases may be fatal to child only if there immunity level is low or compromised. For such purpose Ayurvedic preparations are only safer and side effect less need to build immunity naturally. Swarna Prashan is a safe ayurvedic combination that is beneficial for the normal growth and development of a child. Swarna Prashan is introducing Swarna alone or along with herbs in the liquid form as an oral immunization to children. Swarna Prashan is one of the kiyakrma included in the Jatakarma samskaras in Ayurveda. Swarna Prashan is initiated from infancy till Adolescence. To review the components of swarnaprashna, clinical trials, and evidence of benefits for children. Ayurveda has deep roots for the Current and old method of introduction of Swarnaprashna among children below 16 years of age group in India. Overall results of all studies showed improved growth and development after the introduction of Swarna Prashan within a year without any side effects and a happy childhood which shows not only health but also wellbeing by positive effects on physical, Psychological as well as mental and spiritual health .

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Ayurveda,Suvarnaprashan, Pushyanakshatra, Immunity, Physical growth.

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This paper presents a novel application of transportation problems and network flow optimization to improve loan processing efficiency in the banking industry. We model the loan processing system as a network, where banks act as supply nodes, agencies as demand nodes, and loan processing paths as arcs. The transportation problem is formulated to minimize processing costs. Additionally, network flow optimization is applied to minimizing processing time. Our results demonstrate the effectiveness of these optimization techniques in enhancing the efficiency of loan processing networks. The proposed approach can be applied to various industries with complex processing networks, leading to improved productivity and competitiveness.

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 Keywords

Transportation problem, network flow, optimization, banking industry, process improvement.

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Creative Commons Attribution 4.0 and The Open Definition

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Flaxseed (Liour usitatissiou), derived from the dried seeds of the Linacea, family, is commonly referred to as linseed due to its high content of omega-3 fatty acids. These acids provide essential proteins and nutrients for hair follicles, enhance scalp circulation, and reduce follicle sensitivity that can lead to hair loss. Cultivated globally for both its fiber and seeds, the primary producers include Morocco, Argentina, Belgium, Hungary, the United States, and India. Additionally, flaxseed offers various health benefits, including aiding weight loss, cancer treatment, and improving digestive health. Methods:- Literature was gathered from PubMed, Google Scholar, Web of Science, and a library. This review provides updated information on the botany, health benefits, photochemistry, and pharmacological properties of flaxseeds. Results:- The bioactive components found in flaxseeds demonstrate a diverse range of activities, including anticoagulant, anticancer, antihypertensive, antibveedinidenis antioxidant, and antiachxtbois effects. These seeds are increasingly categorized for their applications in pharmaceuticals, food, and cosmetic products. Conclusion:- The existing literature supports the potential health benefits of flaxseeds from both nutritional and medicinal perspectives.[1]

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Flaxseeds, Food nutrients, Health Benefits, Phytochemistry.

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Creative Commons Attribution 4.0 and The Open Definition

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The development of a cloud-based online bookstore system marks a pivotal advancement in the digital retail landscape, offering a dynamic and user-centric platform for purchasing books. This is a very user-centered and agile platform that can be used to purchase books. With this online web application, customers can search for their books by title, include it in their shopping cart, and go for either credit/debit card payment or cash on delivery. Registered users can easily log in with their account details, while a first-time customer will provide their name, contact number as well as shipping address to create an account. Books are classified into a wide range of subjects like Software, Literature, Architecture and Comics, which in turn aim to make it easier for users to find their preferred titles that they possess interest in. The platform leverages cloud infrastructure to ensure high availability, efficient user traffic handling, and robust data storage, delivering a seamless browsing and purchasing experience. Core features include a secure payment gateway, a user-friendly interface, and personalized book recommendations, accompanied by an integrated e-reader. The system not only benefits customers but also empowers administrators and publishers. Administrators can add, delete, or update book details, manage categories, and confirm placed orders. For publishers, the system provides efficient inventory management, enabling real-time sales tracking and easy catalogue updates. Additionally, the use of cloud services reduces operational costs and simplifies maintenance, making the platform sustainable and cost-effective. This study explores the increasing preference for online mediums in book sales, analysing the advantages and limitations of digital platforms compared to traditional ones. Using flowchart analysis and commerce transaction fundamentals, it examines the processes occurring in each medium, concluding with insights into the factors driving the growth of online bookstores. Overall, the system showcases its potential to revolutionize the book retail industry through accessibility, efficiency, and innovation.

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Cloud-based bookstore, Digital retail, User-centric platform, Secure payment gateway, Inventory management, Personalized recommendations, Online book sales.

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After taking into account one's current income, savings, costs, projected earnings, financial goals, insurance, if applicable, and future life vision, one creates a financial plan. Then, make an effort to select investing and savings options appropriately so that you can reach your short- and long-term financial objectives at different points in your lives. Planning your finances is crucial for tax savings. It is essential for an individual since it aids in keeping a consistent saving percentage even in the face of ongoing inflation and market volatility. A crucial component of financial planning is tax planning. We can minimize our tax liability through efficient tax preparation. This is accomplished by lawfully utilizing all tax exemptions, deductions, rebates, and allowances. To learn more about the tax-saving and financial planning techniques used by salaried individuals, we have gathered both primary and secondary data for this study.

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Creative Commons Attribution 4.0 and The Open Definition

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Financial Planning, Tax Planning, Tax Saving Instruments.

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Creative Commons Attribution 4.0 and The Open Definition

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Mathematics plays a pivotal role in modern agriculture, offering tools and methodologies to optimize production, manage resources efficiently, and enhance decision-making processes. This paper explores the diverse applications of mathematics in agriculture, including precision farming, crop modeling, pest control, irrigation management, and economic planning. By integrating mathematical principles, farmers and researchers can address challenges such as food security, climate change, and sustainable resource use. Mathematics is often regarded as the "Queen of Science," as it directly or indirectly influences every phenomenon in the universe. Mathematics plays a crucial role in our everyday lives, fostering analytical and logical thinking. It is difficult to envision a world without mathematics, as almost all human activities are governed by its principles. In agriculture, the knowledge and application of mathematics hold significant importance.

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Mathematical modeling, Data analysis in agriculture, Optimization, Pest population dynamics, Irrigation optimization, Climate impact analysis.

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The Glucose Monitoring and Alert System for Medical Application is designed to assist healthcare providers in monitoring glucose levels in intravenous (IV) drip systems. The system uses an ESP32 microcontroller, a load cell sensor, and an LED indicator to monitor the remaining glucose level in IV bottles. When the glucose level falls below a predefined threshold, the system activates the LED and sends a notification to a designated device via the Blynk App, enabling real- time remote monitoring .This solution aims to reduce human error and improve patient care by providing timely alerts when glucose levels are low, allowing medical staff to promptly replace the IV bottle. The integration of both hardware and software components creates an efficient, low-cost system that ensures continuous monitoring without manual intervention. The project demonstrates how IoT-based solutions can enhance healthcare by automating critical monitoring tasks, improving efficiency, and ensuring patient safety.

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 Keywords

IoT , Liquid Level Monitoring , Medical Applications , Glucose Monitoring , Real-Time Alerts

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Creative Commons Attribution 4.0 and The Open Definition