Volume 13 | Issue 12 |

 Abstract

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

Licence: creative commons attribution 4.0

  License

Creative Commons Attribution 4.0 and The Open Definition

 Keywords

Election, Strategy, Decision Making

  License

Creative Commons Attribution 4.0 and The Open Definition

 Abstract

Log analysis is a critical process in IT operations, often requiring significant time and technical expertise. Traditional methods are manual, slow, and prone to errors during incident resolution. This project presents GenAI LogAnalyzer, an AI-powered system that automates log analysis using Large Language Models (LLMs). The tool leverages semantic search and natural language processing to identify anomalies, trace prompt flows, and assist in root cause analysis. It integrates with frameworks like LangChain and platforms such as ServiceNow to streamline incident handling. Logs are converted into structured insights using vector embeddings and LLM-based summarization. Featuring a user-friendly interface, the system enhances scalability, reduces operational overhead, and accelerates IT support workflows with intelligent, automated analysis.

Licence: creative commons attribution 4.0

  License

Creative Commons Attribution 4.0 and The Open Definition

 Keywords

Generative AI, Large Language Models, Log Analysis, Anomaly Detection, Semantic Search, Root Cause Analysis, Natural Language Processing, Vector Embedding, LangChain, ServiceNow Integration, IT Operations, Incident Management, Automated Troubleshooting, Scalable Support Systems, AI-Powered Interfaces.

  License

Creative Commons Attribution 4.0 and The Open Definition

 Abstract

Abstract The Loktak Lake Protection Act, 2006, is an act to provide for the administration, control, protection, improvement, conservation, and development of the natural environment of the Loktak Lake. The Act has divided 236.21sq.km Loktak Lake is divided into two zones: the core zone, which is a totally protected area of 70.30 sq. km, and the Buffer zone, comprising the remaining area of the lake excluding the core zone. The enforcement of the act has had a profoundly adverse impact on the lives of the Loi fishing community, significantly deteriorating their socio-economic conditions. The act has criminalized the local inhabitants in their own homes. In the name of the protection, preservation, and conservation of the lake, the Act has snatched the rights to life of the Loi fishing community, violating the rights of the indigenous people provided under the UN Convention on the Rights of the Indigenous Peoples and the Constitution of India. The administration, conservation, and development of the natural environment of the Loktak Lake need to be consulted and go hand in hand with the indigenous people of the Lake. We can't simply compromise the rights to life of the people in order to preserve the Lake. Both the natural conditions of the Loktak Lake and the rights to life of the Loi fishing community need to be respected.

Licence: creative commons attribution 4.0

  License

Creative Commons Attribution 4.0 and The Open Definition

 Keywords

Loktak Lake, Protection, Conservation, Indigenous rights, UN Convention

  License

Creative Commons Attribution 4.0 and The Open Definition

 Abstract

Spectrum scarcity poses a critical challenge to the growing demand for wireless services. Cognitive Radio Networks (CRNs) address this issue by enabling secondary users (SUs) to opportunistically access licensed spectrum bands when they are unoccupied, without interfering with primary users (PUs). Through key functions such as spectrum sensing, analysis, mobility, and sharing, CRNs dynamically reconfigure network parameters to adapt to environmental conditions. Cooperative Spectrum Sensing (CSS), where multiple SUs share sensing information, improves detection reliability by mitigating the effects of fading and shadowing. However, the open and reconfigurable nature of CRNs makes them highly vulnerable to security threats, particularly Spectrum Sensing Data Falsification (SSDF) attacks, where malicious users (MUs) manipulate sensing results to gain unfair access or disrupt spectrum availability. Existing security mechanisms often fail to provide adequate robustness while maintaining low computational complexity, limiting their suitability for resource-constrained environments.

Licence: creative commons attribution 4.0

  License

Creative Commons Attribution 4.0 and The Open Definition

 Keywords

Cognitive Radio Networks (CRN); Spectrum Sensing; Cooperative Spectrum Sensing (CSS); Spectrum Sensing Data Falsification (SSDF); Malicious Users (MU); Trust Management; Multifactor Trust; SETM Algorithm; Security; Complexity Analysis

  License

Creative Commons Attribution 4.0 and The Open Definition

 Abstract

Background: Remedy selection in homoeopathy depends on the totality of symptoms and practitioner expertise; however, systematic evaluation of prescribing patterns is limited. Objective: To identify the predominant methods of remedy selection and analyse their association with clinical outcomes in routine homoeopathic practice. Methods: A prospective observational study of 120 patients was conducted in an outpatient clinical setting. Data collected included case totality, remedy selection method, potency, and follow-up outcomes using a four-point improvement scale. Results: Constitutional prescribing accounted for 42% of prescriptions, repertorial analysis for 37%, and keynote prescribing for 21%. Remedies most frequently used included Sulphur, Calcarea carbonica, Nux vomica, and Arsenicum album. Clinical improvement was highest in cases treated with constitutional prescriptions. Conclusion: Individualised prescribing based on complete totality--especially incorporating mental gene Title Patterns of Remedy Selection and Clinical Response in Homoeopathic Practice: An Observational Study ________________________________________

Licence: creative commons attribution 4.0

  License

Creative Commons Attribution 4.0 and The Open Definition

 Keywords

Keywords: Homoeopathy, Remedy selection, Repertorization, Clinical outcomes, Observational study

  License

Creative Commons Attribution 4.0 and The Open Definition

 Abstract

One of the most important constants among all of us, despite our differences, is that above all we are consumers. We use or consume on a regular basis food, clothing, shelter, transportation, education, vacation, necessities, luxuries, services, and even ideas. As consumers, we play a vital role in the health of the economy - local, national and international. The purchase decisions we make affect the demand for basic raw materials, for transportation for production for banking: They affect the employment of workers and the deployment of resources, the success of some industries and the failure of others. In order to succeed in any business and especially in today's dynamic and rapidly evolving marketplace, marketers need to know everything they can about consumer-what they want what they think, how they work, how they spent their leisure time. They need to understand the personal and group influences that affect consumer decisions and how these decisions are made.

Licence: creative commons attribution 4.0

  License

Creative Commons Attribution 4.0 and The Open Definition

 Keywords

Consumer, Buying behaviour, durable goods, Electronic goods

  License

Creative Commons Attribution 4.0 and The Open Definition

 Abstract

The plant Zanthoxylum Ovalifolium (wight) have been used in the treatment of cancer in Indian traditional medicine. All parts of this plant have medicinal values but most precious is leaf of this plant. folklore medicine has long served as a valuable resource for treating various health conditions, especially in rural parts of India. One such medicinal plant is Zanthoxylum Ovalifolium (Wight). Species from the Rutaceae family, it is commonly seen in Western Ghat built of south India. known as thorny yellow wood and Aremadalu in Kannada, which has been traditionally used to manage a range of ailments, including inflammation, pain, digestive disorders, and notable cancer. The present study is to investigate the anticancer potential of Zanthoxylum Ovalifolium (Wight), as per folklore claim with a focus on both its traditional and contemporary scientific evidence. Based on this background, the study aims to conduct a preliminary analytical study of the plant. Which includes its phytochemical composition, and its pharmacological activities. This study also highlights the results of standardization (identity, purity & strength) tests, and preliminary phytochemical screening.

Licence: creative commons attribution 4.0

  License

Creative Commons Attribution 4.0 and The Open Definition

 Keywords

Zanthoxylum Ovalifolium (Wight), Phytochemical analysis

  License

Creative Commons Attribution 4.0 and The Open Definition

 Abstract

This paper focus on a group of our society that is socially and educationally backward known as socio-economic disadvantage group SEDGs. As each one has equal right to have access to quality education. Education is right of all but still there are several groups that are disadvantage such as women, minorities, SCs, STs ,OBCs , PwDs, EWSs ,who are left behind in the field of education. It is government's prime goal to develop nation by bringing all together. Hence the National education policy(NEP 2020) emphasizes the need to address the issue of students belonging to socio-economic disadvantage group. Accordingly this paper address the issues and challenges faced by socio economic disadvantage group and the goals ,policies set by National education policy in favour and upliftment of socio-economic disadvantage group.

Licence: creative commons attribution 4.0

  License

Creative Commons Attribution 4.0 and The Open Definition

 Keywords

Socio economic disadvantage group,National education policy 2020

  License

Creative Commons Attribution 4.0 and The Open Definition

 Abstract

A humanoid robot is designed to resemble and replicate human body movement and behavior. It aims to perform tasks similar to humans such as walking, lifting, or communicating. This project focuses on developing a prototype capable of human-like motion using servo motors, sensors, and microcontrollers. The system integrates mechanical design, control algorithms, and artificial intelligence for natural movement and response. The ultimate goal is to build a low-cost, efficient humanoid that can assist in education, service, and industrial applications.

Licence: creative commons attribution 4.0

  License

Creative Commons Attribution 4.0 and The Open Definition

 Keywords

Project

  License

Creative Commons Attribution 4.0 and The Open Definition

 Abstract

Learning how algorithms work can be difficult when the explanation is limited to written code or theory. To make this easier, this project provides a web-based tool that shows the actions of different path-finding and sorting algorithms through clear, step-by-step visuals. The system uses simple colors and animations to display how nodes are visited, how choices are made during the search process, and how values are arranged while sorting. It supports widely used algorithms such as BFS, DFS, A*, Dijkstra's Algorithm, Bubble Sort, Merge Sort, Quick Sort, and others. The tool is built using standard web technologies and can run on any modern browser. Its main goal is to help learners understand algorithm behavior more clearly and to support improved digital learning in line with educational and technological development goals.

Licence: creative commons attribution 4.0

  License

Creative Commons Attribution 4.0 and The Open Definition

 Keywords

Algorithm Visualization, Path-Finding Algorithms, Sorting Algorithms, Dijkstra's Algorithm, A* Search, Breadth-First Search (BFS), Depth-First Search (DFS), Bubble Sort, Quick Sort, Merge Sort, Educational Tool, Interactive Learning, Web-Based Application, HTML, CSS, JavaScript, SDG 4, SDG 9.

  License

Creative Commons Attribution 4.0 and The Open Definition