Daily Archives: March 24, 2025

Abstract-Climate change has significantly altered global hydrological patterns, leading to extreme fluctuations in water availability. This study explores the application of Deep Reinforcement Learning (DRL) to develop a predictive model for analysing climate change’s impact on water resources. By leveraging meteorological and hydrological datasets, the proposed model aims to forecast variations in water availability, quality, and demand. The study integrates climate variables such as temperature, precipitation, and humidity to enhance the decision-making capabilities of policymakers and environmental planners. The findings of this research provide a robust framework for sustainable water resource management.

Abstract-The goal of the project is to develop a system, which uses Mobile technology that keeps control of the Industrial effects and activities by using Fire, Smoke, Temperature, LDR and PIR sensor. From the sensors quantities are measured and given to the controller (Arduino). Input value will convert the analogical values into digital format and forwards to the controller. The controller will process this information and it will continuously update to server. If the sensors values exceed from the predefined values, then system will give the alert message and information is updated on the server through GPRS (General Packet Radio Service) modem. GPRS (General Packet Remote system) is the technology that underpins most of the world’s mobile phone networks. GPRS is a packet-switching protocol that allows for the transmission of data over cellular networks. Packet-switching is the process of breaking large amounts of data into smaller pieces for transmission across networks GPRS enables always-on internet access, multimedia messages, and other advanced phone features. This system has the fault monitoring capability, which leverages IoT sensors and devices to detect anomalies in machinery and processes. By continuously monitoring parameters such as temperature, vibration, and pressure, these systems can identify potential faults before they lead to significant failures. IoT (Internet of Things) applications in industrial automation allow operators to monitor and control equipment and processes remotely, which can reduce the need for on-site maintenance. This can improve efficiency, reduce costs, and enhance safety.