Mark L James

Title: Mark L James: Innovator in Autonomous Systems

Introduction

Mark L James is a distinguished inventor based in Pasadena, CA. He has made significant contributions to the field of autonomous systems, holding 2 patents that showcase his innovative approach to diagnostics and prognostics in complex systems.

Latest Patents

One of his latest patents is titled "Exception analysis for multimissions." This patent presents a generalized formalism for diagnostics and prognostics in an instrumented system. It effectively integrates sensor data and discrete system variables, accommodating both time-varying quantities and discrete measurements. The approach is adaptable for both on-board and off-board implementations without altering the underlying principles.

Another notable patent is "Real-time spatio-temporal coherence estimation for autonomous mode identification and invariance tracking." This invention discloses a general method for anomaly detection from time-correlated sensor data. It involves receiving multiple time-correlated signals and comparing their cross-signal behavior against a fixed library of invariants, which is constructed during a data-driven training process. This method is applicable to a wide range of problems and is designed to respond to any deviations from normal operation.

Career Highlights

Mark L James is affiliated with the California Institute of Technology, where he continues to push the boundaries of innovation in autonomous systems. His work has garnered attention for its practical applications and theoretical advancements.

Collaborations

He has collaborated with notable colleagues, including Ryan M E MacKey and Han G Park, further enhancing the impact of his research and inventions.

Conclusion

Mark L James stands out as a key figure in the realm of autonomous systems, with his patents reflecting a deep understanding of complex diagnostics and anomaly detection. His contributions are paving the way for future innovations in this critical field.