http://wireless.rice.edu/tags/active/ActiveHugo Blox Builder (https://hugoblox.com)en-usWed, 17 Jun 2026 00:00:00 +0000http://wireless.rice.edu/media/icon.svghttp://wireless.rice.edu/tags/active/http://wireless.rice.edu/projects/ethos/Wed, 17 Jun 2026 00:00:00 +0000http://wireless.rice.edu/projects/ethos/<h2 id="overview">Overview</h2> <p><strong>ETHOS</strong> (Evaluation and Testing for Heterogeneous Open-Source RAN) is an NTIA (National Telecommunications and Information Administration) public wireless supply chain innovation project developing advanced testing and validation frameworks for ML-enabled radio access networks (RAN). The project creates standardized methodologies for evaluating real-world performance of 5G/6G software-defined RAN deployments.</p> <h2 id="funding--timeline">Funding &amp; Timeline</h2> <ul> <li><strong>Funder:</strong> NTIA Public Wireless Supply Chain Innovation Fund</li> <li><strong>Award Amount:</strong> Multi-million dollar investment</li> <li><strong>Project Duration:</strong> Through 2028</li> <li><strong>Focus:</strong> RAN software validation and testing</li> <li><strong>Status:</strong> Active development</li> </ul> <h2 id="project-objectives">Project Objectives</h2> <h3 id="1-testing-framework-development">1. <strong>Testing Framework Development</strong></h3> <ul> <li>Standardized test methodologies for RAN software</li> <li>Interoperability testing protocols</li> <li>Performance benchmarking standards</li> <li>Repeatability and reproducibility framework</li> </ul> <h3 id="2-multi-dimensional-evaluation">2. <strong>Multi-dimensional Evaluation</strong></h3> <ul> <li><strong>Software Stability:</strong> Robustness and reliability assessment</li> <li><strong>Interoperability:</strong> Cross-vendor compatibility validation</li> <li><strong>Energy Efficiency:</strong> Power consumption optimization</li> <li><strong>Communication Performance:</strong> Throughput, latency, quality metrics</li> </ul> <h3 id="3-ml-enabled-ran-testing">3. <strong>ML-enabled RAN Testing</strong></h3> <ul> <li>AI/ML algorithm validation</li> <li>Model robustness evaluation</li> <li>Adversarial scenario testing</li> <li>Online learning safety</li> </ul> <h2 id="key-research-areas">Key Research Areas</h2> <h3 id="ran-testing-methodology">RAN Testing Methodology</h3> <ul> <li>Controlled test environments</li> <li>Reproducible test scenarios</li> <li>Baseline performance metrics</li> <li>Regression testing protocols</li> </ul> <h3 id="open-ran-validation">Open RAN Validation</h3> <ul> <li>O-RAN compliant testing</li> <li>Vendor interoperability</li> <li>Software modularity validation</li> <li>Integration testing</li> </ul> <h3 id="ml-model-evaluation">ML Model Evaluation</h3> <ul> <li>Training data quality assessment</li> <li>Model generalization testing</li> <li>Failure mode analysis</li> <li>Performance prediction accuracy</li> </ul> <h3 id="field-performance-validation">Field Performance Validation</h3> <ul> <li>Real-world deployment testing</li> <li>Network measurement campaigns</li> <li>User experience evaluation</li> <li>Operational insights</li> </ul> <h2 id="technology-stack">Technology Stack</h2> <h3 id="testing-infrastructure">Testing Infrastructure</h3> <ul> <li>Programmable testbeds (RENEW, Houdini integration)</li> <li>Controlled propagation environments</li> <li>Real-time monitoring systems</li> <li>Data logging and analysis</li> </ul> <h3 id="analysis-tools">Analysis Tools</h3> <ul> <li>Machine learning evaluation frameworks</li> <li>Performance analytics pipeline</li> <li>Visualization and reporting</li> <li>Anomaly detection systems</li> </ul> <h2 id="rice-wireless-connection">Rice Wireless Connection</h2> <p><strong>Faculty Lead:</strong> Rahman Doost-Mohammady (Research Assistant Professor)</p> <p>Key contributions from Rice Wireless:</p> <ul> <li>RAN software testing expertise</li> <li>ML algorithm evaluation methods</li> <li>Testbed integration and operation</li> <li>Open RAN protocol validation</li> </ul> <h2 id="impact--significance">Impact &amp; Significance</h2> <p>ETHOS addresses critical challenges in 5G/6G deployment:</p> <ul> <li><strong>Supply Chain Security:</strong> Validated software provenance</li> <li><strong>Quality Assurance:</strong> Standardized testing methodologies</li> <li><strong>Innovation Acceleration:</strong> Faster vendor integration</li> <li><strong>Interoperability:</strong> True O-RAN realization</li> </ul> <h2 id="industry-collaboration">Industry Collaboration</h2> <h3 id="stakeholders">Stakeholders</h3> <ul> <li>Network equipment vendors</li> <li>Software developers</li> <li>Wireless operators</li> <li>Open RAN alliance members</li> </ul> <h3 id="adoption-pathways">Adoption Pathways</h3> <ul> <li>Testing as industry standard</li> <li>Certification program potential</li> <li>Technology transfer to vendors</li> <li>Community feedback integration</li> </ul> <hr> <p><strong>Learn More:</strong> | </p>http://wireless.rice.edu/projects/houdini/Tue, 05 May 2026 00:00:00 +0000http://wireless.rice.edu/projects/houdini/http://wireless.rice.edu/projects/3dml/Fri, 01 May 2026 00:00:00 +0000http://wireless.rice.edu/projects/3dml/http://wireless.rice.edu/projects/renew/Sun, 10 May 2026 00:00:00 +0000http://wireless.rice.edu/projects/renew/