MACHINE LEARNING

Skyward enhances the survivability and mission effectiveness of our customer’s people and systems using machine learning

Enables accurate, trustworthy, and efficient, prediction solutions

Skyward creates machine learning solutions to make the complex understandable. Skyward goes beyond traditional black box machine learning and utilizes explainable and interpretable methods to create user insight and trust in the algorithm predictions.

Algorithms and tools with explainability, not black boxes

Custom solutions to make sense of big data sets

 

Trusted solutions and insight to detect vulnerabilities

Complex Systems Need Advanced Monitoring

Do you make or use complex systems that are difficult to monitor or frequently fail?

Skyward specializes in real-time anomaly detection that can monitor your complex systems and let you or your customers know something is wrong before it’s too late.

One of Skyward’s anomaly detection efforts is helping the Navy detect potential vulnerabilities associated with aircraft flight behavior. See below!

Skyward’s ADS-B Anomaly Detector helps customers identify anomalous aircraft behavior indicating aircraft intent or airspace disruptions

  • Supporting U.S. government, private industry, and individual hobbyists
  • Portable enough to carry in a backpack or deploy on a UAS
  • Comprehensive enough to support a Navy ship network
  • Powerful enough to monitor a 70+ mile radius (15,393 mi2)
Enable better situational awareness, longer response time, safety, and security

Skyward’s Automatic Dependent Surveillance-Broadcast (ADS-B) Anomaly Detectors combine hardware and software solutions and can be carried in a backpack or deployed on stationary or mobile platforms to lower vulnerabilities related to anomalous aircraft behavior.

Key Features:

  • Scalable: ADS-B Anomaly Detectors are scalable for platforms ranging from an Unmanned Aerial System (UAS) to a ground control station.
  • Many Types of Anomalies: Machine learning based anomaly detection technology detects aircraft group and individual flight anomalies.
  • Aircraft Corridor Detection: Includes a tunable airspace corridor detection tool that can identify dynamic airways.
  • Visualized: Anomalies and Corridors can be visualized for easy analysis and integration with other sensor data.
  • Why: Skyward’s Anomaly Detectors tell you why airspace or flight behaviors are anomalous.
  • Improves Over Time: Data collected by the detector can be used to retrain it and improve performance over time.

 

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Find What You’re Looking For (Even When You Haven’t Seen It Before)

Do you need to locate anomalies (e.g. search and rescue efforts, oil spill identification, unexploded ordinance locating) in EO, IR, MSI, HSI or other forms of imagery, with limited data? Skyward specializes in creating anomaly detection solutions from limited training data.

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Model Complex Noisy Data

Do you need a faster, less computationally expensive, and more robust model than your traditional engineering model or curve fit?

Skyward specializes in developing machine learning models for engineering applications.

Custom Analysis Tools and Machine Learning Based Tools

If your analysis workflow is cumbersome or costly, Skyward can create a custom workflows or tools to help you get more timely and affordable answers.

Trustable Machine Learning

Do you want to better understand machine-learning predictions so you can make educated decisions? Skyward can help you to create machine learning solutions that provide cohesive and human understandable results