Company Filing History:
16 out of 58 
1 out of 3,023 
Years Active: 1999-2009
Title: The Innovative Journey of Mark Gerules
Introduction
Mark Gerules, based in Cedar Park, Texas, is a prominent inventor known for his significant contributions to system modeling and optimization. With a portfolio of 17 patents, he has made strides in the fields of non-linear programming and data modeling, enhancing the functionality and efficiency of various systems.
Latest Patents
Among his latest innovations are two noteworthy patents:
1. **Method and Apparatus for Training a System Model with Gain Constraints Using a Non-Linear Programming Optimizer**
This patent discloses a method for training a steady-state model that includes an input and output, alongside a mapping layer designed to connect the two. Using a training data set that features input data and target output data, the model applies a predetermined training algorithm that ensures the output's sensitivity to input remains within user-defined constraints. The careful minimization of an objective function allows for the adjustment of learning rates based on specific iterative steps, optimizing the training process.
2. **Method and Apparatus for Optimizing a System Model with Gain Constraints Using a Non-Linear Programming Optimizer**
Similar to his previous patent, this invention also focuses on steady-state modeling. It emphasizes the importance of mapping the inputs to outputs through a system representation. The innovative training algorithm, defined within this patent, ensures that the model's performance remains compliant with specified sensitivity bounds, making it a vital tool for engineers and data scientists.
Career Highlights
Mark has built a remarkable career, holding significant positions in two major companies: Pavilion Technologies, Inc. and Rockwell Automation Technology Incorporated. His experience in these organizations showcases his ability to bridge theoretical concepts with practical applications in industrial environments, contributing to advancements in automation and system optimization.
Collaborations
Throughout his career, Mark has collaborated with influential colleagues like Stephen William Piche and James David Keeler. These collaborations have not only enhanced his work but have also led to the development of innovative solutions that have impacted the field of system modeling.
Conclusion
Mark Gerules represents the spirit of innovation with his extensive experience and groundbreaking patents. His work continues to inspire advancements in system optimization and modeling, making him a notable figure in the world of inventors. As technology progresses, the implementations of his patents will likely play a crucial role in shaping future developments in various industries.