Joshua W Robinson

Title: Innovations by Joshua W. Robinson in Artificial Intelligence and Signal Processing

Introduction

Joshua W. Robinson is an accomplished inventor based in Durham, NC, known for his contributions in the fields of artificial intelligence and signal processing. With two patents to his name, Robinson has developed groundbreaking technologies that enhance the capabilities of radio frequency systems.

Latest Patents

Robinson's latest patents include an innovative system for classifying and identifying artificial intelligence radio emitters. This invention utilizes deep learning techniques to distinguish between individual RF emitter devices within real-world environments. The system features an RF receiver that captures RF signals from multiple devices, a preprocessor that generates complex-valued In-phase (I) and Quadrature (Q) signal representations, and an advanced two-stage Augmented Dilated Causal Convolution (ADCC) network. This network processes the I and Q components of the signals, allowing for effective unsupervised clustering and identification of the individual RF emitter devices.

In addition, Robinson has developed a neural network kernel designed for signal processing as a replacement for traditional digital signal processing (DSP) methods in radio receivers. This artifact-suppressing neural network kernel offers comparable or superior performance, particularly in edge conditions. Its design allows for easy updates to the training of the NN kernel without increasing its computational footprint or latency. The NN kernel can be integrated into field programmable gate arrays (FPGA) or application-specific integrated circuits (ASIC), enabling real-time updates when new edge conditions arise.

Career Highlights

Currently, Joshua W. Robinson is associated with Bae Systems Information and Electronic Systems Integration Inc., where he applies his expertise to develop cutting-edge solutions in electronic systems. His work in the field has established him as a notable figure in the realms of signal processing and artificial intelligence.

Collaborations

Throughout his career, Robinson has collaborated with notable colleagues, including Joseph M. Carmack and Scott A. Kuzdeba. These collaborative efforts have propelled advancements in their respective fields, showcasing the importance of teamwork in driving innovation.

Conclusion

Joshua W. Robinson's innovative contributions through his patents have positioned him as a leading inventor in the areas of artificial intelligence and signal processing. His work not only enhances technological capabilities but also sets the stage for future advancements in the field. With continued collaboration and dedication to innovation, Robinson is sure to leave a lasting impact on the industry.