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  • ENSEMBLE-ENHANCED THREAT INTELLIGENCE NETWORK (EETIN): A UNIFIED APPROACH FOR IOT ATTACK DETECTION


Ajay Chandra MK

Abstract:
The procedure of identifying and reacting to unauthorized or malicious behaviours within the IOT system, is called IOT attack detection. There are some several advantages and challenges associated with implementing and maintaining the detection systems. Some of the limitations are Complexity, false positive and negative and scalability. To defeat these restrictions, we suggested a deep-learning based classification model (INTE). The proposed methodology consists of (1) Pre-Processing (2) Customized Dimensionality Reduction (3) Feature Extraction (4) Deep Learning-based Classification via Intelligent Network Threat Ensemble (INTE) Model (5) Evaluating and Testing. In pre-processing, the gathered data are pre-processed via data cleaning and Transformation. The pre-processed data are used to dimensionality reduction using O-PCA. The principal components are optimized via TLBO (Teaching learning-based optimization). Then the dimensionality reduced data are utilized to filter the relevant features using Time and frequency domain features and non-linear features. The extracted features are used to classify the attack detection via INTE model which is a combination of CNN, RNN and transformer-based model. And, the model will be evaluated using the performance metrics. The proposed methodology is executed using MATLAB.


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  • Panchavati: The Five Medicinal and Mythological Trees


Satendra Babu

Abstract:
The Panchavati, or the five sacred trees- Peepal (Ficus religiosa), Belpatra (Aegle marmelos), Banyan (Ficus benghalensis), Amla (Phyllanthus emblica), and Ashoka (Saraca asoca) hold immense cultural, medicinal, and ecological significance in Indian traditions. This research explores the profound roles these trees play in Ayurveda, religion, and environmental sustainability. Each tree is revered for its unique medicinal properties, contributing to treatments of various ailments ranging from digestive issues to skin diseases. In addition to their therapeutic uses, these trees are integral to Hindu mythology and rituals, embodying divine attributes and fostering a connection between humans and the divine. The study underscores the need for conservation of these trees, given their dwindling numbers due to urbanization and ecological degradation. By examining the multifaceted importance of the Panchavati, this paper advocates for a holistic approach to preserving these botanical treasures for their health benefits, spiritual value, and ecological contributions. The Panchavati trees are invaluable resources that contribute to health, spirituality, and environmental balance. Their preservation is crucial for maintaining the rich tapestry of India's natural and cultural legacy for future generations


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