Remote sensing insights for sustainable development: Water quality and landscape dynamics in Mirik Lake, Darjeeling District, West Bengal, India DOI Creative Commons
Subhra Halder, Suddhasil Bose

Cleaner Water, Journal Year: 2024, Volume and Issue: 2, P. 100024 - 100024

Published: June 20, 2024

The study employs remote sensing and GIS techniques to assess the water quality dynamics of Mirik Lake, located in Darjeeling Himalayas, West Bengal, India. To analyse impact land use cover (LULC) changes on Lake from 1993 2023. Landsat imagery spanning 2023 was used detect significant alterations LULC patterns. Remote were utilised data, focusing their implications for quality. results indicate a steady increase total phosphorus (TP), nitrogen (TN), Biological Oxygen Demand (BOD) levels, attributed anthropogenic activities such as urbanisation tourism development. change analysis highlights expanding built-up areas agricultural lands surrounding lake, contributing nutrient loading organic pollution. spatial distribution pollution categories underscores influence tourist infrastructure degradation. Integrated watershed management sustainable development strategies are recommended mitigate impacts preserve ecological integrity Lake.

Language: Английский

Enabling Sustainable Urban Transportation with Predictive Analytics and IoT DOI Creative Commons

Oleg Igorevich Rozhdestvenskiy,

E. Poornima

MATEC Web of Conferences, Journal Year: 2024, Volume and Issue: 392, P. 01179 - 01179

Published: Jan. 1, 2024

This research explores the integration of predictive analytics and Internet Things (IoT) to transform sustainable urban transportation systems. project intends examine transformational effect on mobility, using empirical data gathered from IoT devices. The includes information vehicle speed, traffic density, air quality index (AQI), meteorological conditions. study use modeling estimate congestion, volume. allows for evaluation prediction accuracy its correspondence with actual data. reveals a direct relationship between increased density decreased while unfavorable weather conditions correspond congestion. Predictive models demonstrate significant in forecasting congestion quality, accurate volume poses inherent complications. comparison expected real results demonstrates dependability AQI, thereby confirming their effectiveness. interventions led by 25% decrease levels, as well notable 12.7% enhancement despite little 1.4% rise impact highlights efficacy these solutions, showcasing favorable mitigating promoting environmental sustainability. Ultimately, this emphasizes that may have improving transportation, enabling more intelligent decision-making, creating environments driven data-driven insights proactive actions.

Language: Английский

Citations

3

Machine Learning to Assess and Support Safe Drinking Water Supply: A Systematic Review DOI
Feng Feng, Yuanxun Zhang,

Zhenru Chen

et al.

Journal of environmental chemical engineering, Journal Year: 2024, Volume and Issue: unknown, P. 114481 - 114481

Published: Oct. 1, 2024

Language: Английский

Citations

3

Implementation of an IOT Sensor Network and Machine Learning to Measure the Water Quality DOI Creative Commons
Josefa Madrid,

Owen Josue Paz Quintanilla,

Martín G. Martínez‐Rangel

et al.

Deleted Journal, Journal Year: 2025, Volume and Issue: 14, P. 85 - 98

Published: April 4, 2025

Lagoons have a great importance for society, and activities such as fishing or tourism are essential these areas, this reason it is important to monitoring system in terms of water quality. The central axis project was the design implementation sensor network based on Internet Things, collecting data using an ESP32 Thingspeak platform visualization storage. Data analyzed MATLAB, allowing obtain estimation quality index Laguna Jucutuma indicating average rating 40, well Machine Learning techniques models with error margin below 3%.

Language: Английский

Citations

0

Irrigation Water Quality Prognostication: An Innovative Ensemble Architecture Leveraging Deep Learning and Machine Learning for Enhanced SAR and ESP Estimation in the East Coast of India DOI
Alok Kumar Pati, Alok Ranjan Tripathy, Debabrata Nandi

et al.

Journal of environmental chemical engineering, Journal Year: 2025, Volume and Issue: unknown, P. 116433 - 116433

Published: April 1, 2025

Language: Английский

Citations

0

Remote sensing insights for sustainable development: Water quality and landscape dynamics in Mirik Lake, Darjeeling District, West Bengal, India DOI Creative Commons
Subhra Halder, Suddhasil Bose

Cleaner Water, Journal Year: 2024, Volume and Issue: 2, P. 100024 - 100024

Published: June 20, 2024

The study employs remote sensing and GIS techniques to assess the water quality dynamics of Mirik Lake, located in Darjeeling Himalayas, West Bengal, India. To analyse impact land use cover (LULC) changes on Lake from 1993 2023. Landsat imagery spanning 2023 was used detect significant alterations LULC patterns. Remote were utilised data, focusing their implications for quality. results indicate a steady increase total phosphorus (TP), nitrogen (TN), Biological Oxygen Demand (BOD) levels, attributed anthropogenic activities such as urbanisation tourism development. change analysis highlights expanding built-up areas agricultural lands surrounding lake, contributing nutrient loading organic pollution. spatial distribution pollution categories underscores influence tourist infrastructure degradation. Integrated watershed management sustainable development strategies are recommended mitigate impacts preserve ecological integrity Lake.

Language: Английский

Citations

2