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Aviation Machine Learning

Since 2004, Mosaic has been helping aerospace and air transportation companies deploy the most advanced custom data science at scale. We have designed and developed aviation machine learning solutions and decision support tools for NASA, the FAA, DoD, and more. As a leading provider of advanced aviation solutions for a diverse set of federal and commercial aviation customers, many of Mosaic’s projects have demonstrated millions of dollars in annual cost reductions. Our dedication to achieving customer objectives through innovative techniques and our creative approach to complex air transportation challenges sets us apart – delivering impartial, data-driven results with an eye toward sustainability.

Blogs

Why Airlines Need to Look at Holistic Machine Learning & Optimization Solutions to Improve Scheduling

This blog discusses the decision process for adjusting flight schedules in response to weather events using advanced analytics.

By Sel Gerosa, 2 monthsMarch 28, 2023 ago
Case Studies

Advanced Anomaly Detection Using Reinforcement Machine Learning

Mosaic applied our robust data analytics expertise across disciplines to develop novel, data-driven models that identify anomalous behavior for a leading aerospace government agency.

By Sel Gerosa, 2 monthsMarch 21, 2023 ago
Case Studies

Reducing Jet Fuel Emissions with Operational Artificial Intelligence

Mosaic helped a commercial airline integrate custom machine learning to predict departure runway and taxi-out time, cut operational costs, and improve the customer experience, aiding in reducing fuel emissions with AI.

By Sel Gerosa, 3 monthsMarch 14, 2023 ago
Case Studies

Predicting Arrival and Departure Assignments with Machine Learning

Mosaic brought its deep expertise in aviation to design and test effective machine learning models that would predict the arrival and departure assignments of flights, helping facilitate automated testing and deployment of advanced predictive decision-support tools.

By Sel Gerosa, 3 monthsMarch 13, 2023 ago
News

Mosaic’s Strategic Partner, Aerial Vantage, Receives FAA BVLOS Waiver for Precision Agriculture Analytics

Aerial Vantage has received Federal Aviation Administration (FAA) approval of a waiver allowing it to conduct advanced remote sensing missions using unmanned aircraft systems (UAS, or drones) over a large ranch in Florida.

By Sel Gerosa, 7 monthsOctober 24, 2022 ago
Inside Airline Airplane Seats
White Papers

Revamping Airline Demand Forecasting

In our white paper, Mosaic examines fresh machine learning based approaches to more accurately forecast airline seat demand.

By Drew Clancy, 4 yearsJanuary 22, 2019 ago
predictive IoT services 6
Blogs

Aircraft Trajectory Optimizer

Optimizing how airplanes take off is a perfect use case for fusing IoT and predictive analytics.

By Drew Clancy, 6 yearsSeptember 19, 2017 ago
Jets Airport Planes Airplanes
Blogs

Aircraft Performance Model IoT Data Mining

We examine how to apply ML & AI for the IoT use case of mining for aircraft performance insights.

By Drew Clancy, 6 yearsAugust 28, 2017 ago
Buildings Glass Reflection
Blogs

Human Decision Making in Machine Learning Deployment for Air Traffic Flow Management

Being able to accept machine learning outputs in the decision making process is critically important, especially in Air Traffic decisions.

By Drew Clancy, 6 yearsDecember 7, 2016 ago
Airplane In The Evening Sky Flying
Case Studies

Dynamic Airspace Configuration

This case study examines how Mosaic helped NASA and the FAA dynamically balance airspace capacity & demand.

By Drew Clancy, 9 yearsFebruary 3, 2014 ago

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