Wildlife Conservation and Habitat Monitoring

Achieving Sustainable Development Goal 15 (SDG 15: Life on Land) relies on effective animal monitoring and habitat conservation. This study leverages big data and machine learning technologies like Apache Spark and PySpark MLlib to analyze species distribution and habitat suitability. Using the GBIF dataset, pre-processed for analysis, it applies a Decision Tree model for habitat classification and K-means clustering to group species by environmental conditions. This research supports wildlife conservation by identifying optimal areas for species preservation based on latitude and longitude. Tableau visualizations enhance decision-making, utilizing distributed processing for real-time monitoring.

Authors

Institutions

Publication Details

Published
2024-12-27
DOI
https://doi.org/10.1109/cisct62494.2024.11134181
Primary Topic
Wildlife Ecology and Conservation
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Wildlife Conservation and Habitat Monitoring

P. Gouthaman, Aditya Prakash, Arunima Ghosh, Vineet Kumar Rai et al.
Wildlife Ecology and Conservation
article

Wildlife Conservation and Habitat Monitoring

P. Gouthaman, Aditya Prakash, Arunima Ghosh, Vineet Kumar Rai, Amit Walia
article en

Abstract

Achieving Sustainable Development Goal 15 (SDG 15: Life on Land) relies on effective animal monitoring and habitat conservation. This study leverages big data and machine learning technologies like Apache Spark and PySpark MLlib to analyze species distribution and habitat suitability. Using the GBIF dataset, pre-processed for analysis, it applies a Decision Tree model for habitat classification and K-means clustering to group species by environmental conditions. This research supports wildlife conservation by identifying optimal areas for species preservation based on latitude and longitude. Tableau visualizations enhance decision-making, utilizing distributed processing for real-time monitoring.

SRM Institute of Science and Technology (IN)
Life in Land
Openalex Percentile: Top 72%
Wildlife Ecology and Conservation
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.