Crop Yield Prediction using Satellite Images
Improved annual crop yield estimates using satellite geospatial data, feature engineering, SVR regression (MAPE 15.6%), and XGBoost classification (F1: 0.78–0.85).
Portfolio
Improved annual crop yield estimates using satellite geospatial data, feature engineering, SVR regression (MAPE 15.6%), and XGBoost classification (F1: 0.78–0.85).
High-precision CAM phaser test application integrating NI cRIO FPGA, PLC hydraulic valve control, and Excel-driven automated test recipes.
Single flexible architecture serving R&D and Manufacturing for gas analyzer testing, with ML-enhanced automated test capabilities.
Distributed cRIO data logging across multiple test cells with a recipe-driven engine supporting soak/ramp commands and multi-week continuous streaming.
Globally deployed test application with centralized SQL Server, JSON/Filestream support for waveform data, and automated report generation.
Reduced device test time from 3+ days to hours by enabling simultaneous testing of up to 10 devices using a LabVIEW test executive and SQL Server.
End-to-end component traceability for automotive assembly with autonomous PLC stations and a C# supervisory application generating full birth records.
NI cRIO and EtherCAT-based real-time test system for large industrial actuators with vibration analysis and high-voltage safety interlocks.
Automated 20-minute test station validating electronics and firmware of high-voltage transformer health monitoring devices using NI cDAQ and serial API.
Test and measurement services using LabVIEW and NI DAQ hardware are tailored to a wide range of industries and applications.
Verify that a device or system performs according to specifications. For example, testing an electronic control unit (ECU) in automotive manufacturing.
Hardware: NI DAQ hardware (e.g., NI USB-6210) measures voltage, current, or digital signals.
Measure and analyze environmental conditions over time, such as monitoring temperature and humidity in a cleanroom or climate chamber.
Hardware: NI CompactDAQ with thermocouple and humidity sensor to collect data continuously.
Ensure manufactured products meet quality standards, like inspecting tolerances of machined parts or testing motor assemblies.
Hardware: NI CompactRIO to integrate sensors (proximity, pressure) with real-time control.
Evaluate electrical performance and efficiency, for example characterizing a solar panel or testing a battery management system.
Hardware: NI DAQ devices (e.g., NI PCIe-6351) measure voltage, current, and power draw.
Study sound or mechanical vibrations for design or troubleshooting, such as testing engine noise or analyzing fan blade dynamics.
Hardware: NI DAQ (e.g., NI 9234) with microphones or accelerometers records time-domain data.
Evaluate thermal performance or behavior under stress, like testing heat dissipation in a CPU or profiling a furnace.
Hardware: NI DAQ with thermocouple or RTD modules measures temperature at multiple points.
Test and measurement services that use LabVIEW and National Instruments (NI) DAQ hardware are tailored to a wide range of industries and applications, leveraging LabVIEW's graphical programming and the precision of NI DAQ systems.