Blogs
Creating Web-Based Weather Maps for Aviation Technology
Web-based weather maps make the collection and storage of weather data more efficient & effective. Our blog goes into detail.
Blogs
A Call for a Flight Data Analysis Suite
Mosaic lays out an approach to developing a flight data analysis suite that can be used to solve common airspace system problems.
Contract Award
Cloud FMS | SBIR Phase II Selection
Mosaic is thrilled to announce the selection of a NASA SBIR Phase II proposal. We will continue our work on the Cloud FMS project, read more about Phase I here. We propose to build a Cloud-Based Flight Management System (FMS), whereby safety-critical functions residing on the flight deck are separated Read more…
Case Studies
Taxi Time Predictions
The taxi-out time predictions help pilots decide when to “single-engine taxi”: taxi most of the way to the runway with only a single-engine turned on, turning on the second engine just a few minutes before take-off. The single-engine taxi decision is typically made by pilots within an hour of push back. Still, our customer asked for predictions up to four hours in advance of the expected push back time.
Case Studies
Predicting Arrival and Departure Assignments with Machine Learning
As part of the ATD-2 effort, Mosaic, in conjunction with NASA, evaluated an ML-driven approach against the controller-derived assignments, hypothesizing that the performance would be equivalent to that of an expert air traffic controller.
Blogs
Similarity Learning for Image Geolocation
We decided to approach this problem as a similarity learning modeling effort. We used convolutional neural networks to train a model that takes an image or video as input and outputs a vector representation of the input, such that similar inputs will be close to each other in the vector space. The vector learning is driven by a triplet loss function.
Contract Award
Mosaic designing and deploying Wind Miles Model for NASA
Mosaic is thrilled to announce a new project with NASA. Mosaic will design and deploy a Wind Miles Model to be used by the aviation community to simplify accurate calculation of the impact of forecast winds on any flight plan.
Blogs
Moving Fast & Deploying Predictive Analytics
Working in conjunction with subject matter experts, data scientists can swiftly apply statistical tools and uncover emerging trends. This is extremely valuable for companies trying to operate in a disruption. Not only will executives have an accurate representation of their present situation, but new products & services can be devised from these insights.
White Papers
Fusing Weather Data into Machine Learning Predictions
Weather has a high impact on operations in many industries, and therefore is of great value to integrate into strategic decision making. Mosaic has roots in aviation research & development, giving us deep expertise in combining weather data streams with planning applications to facilitate efficient resource allocation.
Blogs
Combat Supply Chain Disruptions with Data Science
Global external shocks are going to continue to happen, that is a fact of operating a business in today’s environment. As companies embrace data science in their decision-making processes, they are better positioned to deal with these disruptions, allowing them to manage a risk-optimized supply chain.