Transforming Ideas Into Impact
Explore groundbreaking innovations that are creating sustainable solutions and transforming communities across the nation.
Aquaculture Pond Precise Detection and Monitoring for Spacial Planning Using Deep Learning and Remote Sensing
This innovation presents an automated framework for identifying and monitoring coastal aquaculture ponds using Sentinel-2 satellite data, deep learning, and machine learning techniques. By integrating NDWI-based water detection with DeepLabv3 segmentation and Random Forest classification, the system accurately extracts pond boundaries, areas, and geographic coordinates to support sustainable marine spatial planning.
Precision Mapping: Harnessing Geographic Coordinates for Effective Identification of Aquaculture Ponds to Enhance Spatial Planning
This innovation note delves into precision mapping techniques to identify and analyze aquaculture ponds through geographic coordinates, facilitating effective marine spatial planning (MSP). It underscores the critical ecological role of mangroves as carbon-rich ecosystems and highlights their vulnerability to deforestation driven by aquaculture, particularly shrimp farming. The study leverages advanced satellite imagery, computer vision, and coordinate systems like Geographic Coordinate Systems (GCS) and Universal Transverse Mercator (UTM) for accurate mapping and spatial analysis. By optimizing resource allocation, mitigating environmental impacts, and minimizing conflicts among marine stakeholders, this approach promotes sustainable aquaculture practices. Additionally, it offers valuable insights into climate change adaptation, biodiversity conservation, and policymaking, contributing to food security, economic development, and environmental resilience.