Physical-Layer Security
AI-based key generation, authentication, and channel-aware security techniques for infrastructure-less wireless networks.
Wireless systems researcher · 5G & SDR engineer · Outdoors at heart
I build AI-assisted wireless systems across 5G, RF machine learning, physical-layer security, software-defined radio, and embedded autonomy.
Based in Florida · Originally from Punto Fijo, Venezuela
About
I am a Graduate Research Assistant at FAU's Center for Connected Autonomy and Artificial Intelligence, where I turn wireless-channel behavior into practical security and sensing mechanisms for 5G and IoT systems.
Originally from Punto Fijo, Venezuela and now based in Florida, I bring the same curiosity to research that I take outdoors: observe closely, test thoughtfully, and keep exploring.
Research
AI-based key generation, authentication, and channel-aware security techniques for infrastructure-less wireless networks.
Federated learning, modulation classification, RF emitter detection, and models that remain useful under noise and class imbalance.
Deploying experiments across CAAI's SDR and 5G infrastructure and Platforms for Advanced Wireless Research (PAWR) for large- and city-scale data gathering, system testing, and validation.
Experience
Researching AI-assisted secure wireless communications for 5G and IoT systems, from SDR-backed physical-layer security techniques to deployments on CAAI's SDR and 5G testbeds and PAWR's large- and city-scale wireless research platforms.
Worked with the FR2 Beam Management team, integrating workflows for AI/ML-assisted wireless solutions and stress-testing edge cases for reliability.
Developed fleet management software for autonomous robotic systems and solved distributed coordination challenges at production scale.
Built MQTT and RTMP systems for remote laboratories, LAMP-based interfaces, and cloud-connected embedded systems for sensor and actuator control.
Projects
AI-assisted physical-layer authentication research, with SDR and 5G deployments across CAAI and PAWR platforms for large-scale data collection and field testing.
Real-time channel-based key generation tooling for physical-layer secure wireless communications.
Multi-room virtual conference platform that scaled with AWS and Zoom API integrations during and after COVID-19.
Visit Agora MeetingsROS, MQTT, RTMP, OpenCV, and YOLOv4 modules for an NSF I-Corps and WAVE-backed robotics project.
Publications
AI-Assisted Physical Layer Key Generation for Secure Wireless Communications · Asilomar Conference on Signals, Systems, and Computers
GR-PHYSEC: Real-Time Channel-Based Key Generation for Physical Layer Secure Wireless Communications · GNU Radio Conference
Networked AI for Detection, Classification, and Localization of RF Signal Emitters · URSI NRSM
Dedicated Blockchain for the Generation of Digital Certificates and Badges in Universities · ASEE Annual Conference and Exposition
Adaptive Federated Learning for Automatic Modulation Classification Under Class and Noise Imbalance · AAAI
Unsupervised Training Dataset Curation for Deep-Neural-Net RF Signal Classification · SPIE Big Data V
Skills
Deep learning, federated learning, reinforcement learning, TensorFlow, PyTorch, Keras, scikit-learn, HuggingFace, OpenCV, R
5G NR, SDRs, GNU Radio, PySDR, OpenAirInterface, O-RAN, USRP, NVIDIA Aerial, Sionna
Python, C++, C, Java, SQL, MATLAB, REST APIs, Docker, GitHub, PHP, HTML, JavaScript, CSS
Embedded systems, IoT, ROS, AWS, MQTT, RTMP, IBM Watson, blockchain
Beyond the lab
Florida is home now, but the bright, coastal landscape of Punto Fijo is still part of how I see the world. Time outside gives me room to reset, notice details, and return to hard problems with a clearer head.
More than 40 indoor plants, each with its own light, water, and personality.
Paddleboarding and beach days are my favorite way to slow down in Florida.
Hiking brings together movement, wide views, and the pleasure of a long route.
Rooted in Punto Fijo, Venezuela and building a life along Florida's coast.
Contact