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AI and Machine Learning Solutions - Cases Energy & natural resources

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AI and Machine Learning Solutions

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Development of Scalable Machine Learning System for Drone-Based Tree Health Monitoring

Environmental Services

Machine learning system for automated tree health analysis from drone imagery

AWS, MongoDB, Python...
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Development of a Multitenant Drone-Based Power Infrastructure Inspection Platform

Utilities

The platform must ingest drone imagery, process it using machine learning algorithms, generate GPS-accurate power line routes, filter and cluster images based on specific criteria, and provide comprehensive issue reporting with annotation tools.

Tensorflow AI, Python, PostgreSQL...
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AI-Powered Real-time Monitoring System for Mining Support

Energy & natural resources

The system will collect data from various sensors and equipment within the mine, analyze the data using AI/ML algorithms, and provide real-time alerts and visualizations to mining personnel.

Apache Spark, Azure Data Lakehouse, Azure ML...
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Remote Ventilation System Monitoring and Control Mobile Application Development

Energy & natural resources

The application will enable users to remotely configure, monitor, and control ventilation equipment through a mobile interface. It will include user authentication, device management, fan control, and system diagnostics.

iOS, Android, ZigBee...
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AI-Powered Plant Monitoring System for Optimized Crop Management

Agriculture

The system will capture images of plants using various imaging devices, process the images using deep learning algorithms to extract relevant plant characteristics, and provide actionable insights to farmers and agricultural managers.

Deep Learning (Convolutional Neural Networks), Computer Vision, RGB, Multispectral, and Hyperspectral Imaging...
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Development of AI-Powered Forest Management System for Komatsu

Agriculture

The system will ingest LiDAR and RGB data to perform semantic segmentation of trees, obstacles, and terrain. It will provide geolocated object detection, DBH estimation, and route optimization capabilities.

LiDAR data processing, RGB image processing, Semantic Segmentation (e.g., SAM)...
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AI-Powered Plankton Detection and Classification System for Underwater Monitoring

Environmental Services

The system must automatically detect and classify plankton in real-time video streams from an underwater camera. It should provide accurate identification of plankton types and quantities, and deliver processed data and statistics.

Darknet (for plankton detection), PyTorch (for plankton classification), Faiss (for nearest neighbor search)...
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