Publications
- R. Benhamo "LLM based TensorFlow and GNN for Multi-Layered Multi-Vendor Network Semantic Web Ontology Models", Draft June 2025
- R. Benhamo et al, TMFS029: Use Case: Cross Domain Health & Probable Cause Analysis - Fibre Fault/Break v1.0.0 E2E-767, May 2025, https://projects.tmforum.org/wiki/pages/viewpage.action?pageId=339785980&focusedCommentId=363824210#comment-363824210
- R. Benhamo, TMF IG1421 "AI Agent MAS Intent-based Ontology Operation Service Management Model ", June 2025, https://projects.tmforum.org/wiki/display/TAC/IG1421+AI+Agent+MAS+Intent-based+Ontology+Operation+Service+Management+Model++TAC-1062.
- R. Benhamo et. al, TMF IG1500 AN L4 Solution Package Template v1.0.0, June 2025, https://projects.tmforum.org/wiki/display/PUB/IG1500+AN+L4+Solution+Package+Template+v1.0.0
- R. Benhamo, TMF IG1414 "Agentic AI Closed Loops v1.0.0", May 2025, https://projects.tmforum.org/wiki/display/ACLA/IG1414+Agentic+AI+Closed+Loops+v1.0.0
- R. Benhamo, TMF GB1077 "AI For ODA Components v1.1.0", May 2025, https://projects.tmforum.org/wiki/display/ACLA/GB1077+AI+For+ODA+Components+v1.1.0
- R. Benhamo, TMF IG1412 AI Agent Specification Template v1.1.0, May 2025, https://projects.tmforum.org/wiki/display/ACLA/IG1412+AI+Agent+Specification+Template+v1.1.0
- R. Benhamo, TMF GB1075 "Closed Loop Automation Management Levels, May 2025 v1.0.0", https://projects.tmforum.org/wiki/pages/viewpage.action?spaceKey=ACLA&title=GB1075+Closed+Loop+Automation+Management+Levels+v1.0.0
- R. Benhamo, et al, TMF IG1418, IG1418 Self-Healing in Autonomous Networks v1.0.0 DRAFT (ANP-1229), May 2025, https://projects.tmforum.org/wiki/pages/viewpage.action?pageId=347672234
- R. Benhamo, et al, TMF IG1307 "DT4DI: From Strategy to Implementation" v 3.0.0, May 2025, https://projects.tmforum.org/wiki/display/DT4DI/IG1307+DT4DI%3A+From+Strategy+to+Implementation+v3.0.0,
- R. Benhamo et al, TMF IG1228, "How to Use ODA using Open APIs to Realized Use Cases v 24.0.0, May 2025, https://projects.tmforum.org/wiki/pages/viewpage.action?pageId=363824402
- R. Benhamo et al. TMF IG1377 "DTOps - Implementing Digital Twins v4.0.0", March 2025, https://projects.tmforum.org/wiki/display/DT4DI/IG1377+DTOps+-+Implementing+Digital+Twins+v4.0.0
- R. Benhamo et al. TMF IG1219A1 "Closed Loop Implementation and Management Levels v1.1.0", March 2025, https://projects.tmforum.org/wiki/display/PUB/IG1219A1+Closed+Loop+Implementation+and+Management+Levels+v1.1.0
- R. Benhamo et al., TMF GB1076 "Closed Loop and Intent Management v1.0.0", March 2025 https://projects.tmforum.org/wiki/display/ACLA/GB1076+Closed+Loop+and+Intent+Management+v1.0.0
- R. Benhamo et al, TMF GB1077 "AI For ODA Components v1.0.0", March 2025 https://projects.tmforum.org/wiki/display/ACLA/GB1077+AI+For+ODA+Components+v1.0.0
- R. Benhamo et al, TMF TR305 "AI Closed Loop Automation and cross SDO realization v1.1.0", April 2025 https://projects.tmforum.org/wiki/display/ACLA/TR305+TM+Forum+AI+Closed+Loop+Automation+and+cross+SDO+realization+v1.1
- R. Benhamo et al, TMF IG1412 "AI Agent Specification Template v1.0.0", May 2025 https://projects.tmforum.org/wiki/display/ACLA/IG1412+AI+Agent+Specification+Template+v1.1.0
- R. Benhamo el al., TMF IG1411 "Anomaly Management API Enhancements to Support Causal Analysis v1.0.0", March 2025, https://projects.tmforum.org/wiki/pages/viewpage.action?pageId=339786299
- R. Benhamo el al, TMF GB1064 "Closed Loop and Artificial Intelligence" v2.0.0 (CLA-338)", Draft, March 2025, https://projects.tmforum.org/wiki/pages/viewpage.action?pageId=301543578
- R. Benhamo, el al, TMF IG1373B "AN Use Cases: Network Quality Optimization & Fault Management", Draft March 2025, https://projects.tmforum.org/wiki/pages/viewpage.action?pageId=353209403
- R. Benhamo, et al., TMF IG1373C "AN Use Cases: Network Resource Management & Service Assurance". Draft. March 2025, https://projects.tmforum.org/wiki/pages/viewpage.action?pageId=353209452
- R. Benhamo, et al., TMF IG1373D "AN Use Cases: Access Network & Edge Self-Healing". Draft, March 2025. https://projects.tmforum.org/wiki/pages/viewpage.action?pageId=353209501
- R. Benhamo, et al., TMF IG1373E "AN Use Cases: Service Orchestration & Autonomous Activation", Draft, March 2025 https://projects.tmforum.org/wiki/pages/viewpage.action?pageId=353209539
- R. Benhamo et al., TMF GB1065A "AIOps Configuration Management" V 1.0.0, Jan 2025 https://projects.tmforum.org/wiki/display/AIO/GB1065A+AIOps+Configuration+Management+v1.0.0
- R. Benhamo et al., TMF IG1274M. "AI Agent" V 2.0.0 Jan, 2025 https://projects.tmforum.org/wiki/display/AIO/IG1274M+AI+Agent+v2.0.0
- R. Benhamo et al, TMF IG1373, "AN Use Cases: A Guide to Self-Healing and Closed-Loop Automation", v1.2.0, Jan 2025 https://projects.tmforum.org/wiki/pages/viewpage.action?pageId=309832860&focusedCommentId=339778751#comment-339778751
- R. Benhamo, et al. TMF IG1310 DT4DI & AIOps Glossary v3.7.0, TM Forum Jan 2025
- R. Benhamo et al, TMF TR313A Business Assessment of Industry Adoption Barriers to ODA Production v2 (E2E-xxx), Dec 2024 https://projects.tmforum.org/wiki/pages/viewpage.action?pageId=305607114,
- R. Benhamo, et al., TMF TR313 "ODA Architecture options for Integration with Resource Technology-Specific Domains v2" , May 2024. https://projects.tmforum.org/wiki/pages/viewpage.action?pageId=305607186
- R. Benhamo, et al., TMF IG1274K "Large Language Models in Network Operations Management", v1.0.0, May 2024, https://projects.tmforum.org/wiki/display/AIO/IG1274K+Large+Language+Models+in+Network+Operations+Management+v1.0.0
- R. Benhamo, et al., TMF IG1306 "Zero Trust Architecture and Implications to Enterprise Security", v3.0.0 (E2E-649), Aug 2024, https://projects.tmforum.org/wiki/pages/viewpage.action?pageId=317854779
- R. Benhamo, et al., TMF IG1274J "AI Taxonomy for Telcos" v1.0.0, May 2024, https://projects.tmforum.org/wiki/display/AIO/IG1274J+AI+Taxonomy+for+Telcos+v1.0.0
- R. Benhamo, et al., TMF IG1310 "DT4DI & AIOps Ontology v3.0.0 (AIO-146)", July 2024, https://projects.tmforum.org/wiki/pages/viewpage.action?pageId=233123872
- R.benhamo, et al, TMF TR303A Federated Identity and Authentication Management for Multi-Domain Zero Trust Architecture v2.0.0 (E2E-462), Oct 2023.
- R. Benhamo, et al., TMF GB1042, "Autonomous Operation Maturity Model", Sept 2023
- R.Benhamon, et. al., TMF GB1050, "Data Collaboration Reference Architecture", July 2023
- R. Benhamo, et al., TMF TR284E, "Digital Twin and Closed Loop Automation", June 2023, https://projects.tmforum.org/wiki/pages/viewpage.action?pageId=245317838
- R. Benhamo, et al., TMF IG1295, "Measuring Operations Integrity", Jan 2023
- R. Benhamo, TMF TR284G "Digital Twin and Closed Loop Automation for Autonomous Network Operations" v1.0.0, Dec 2023, https://projects.tmforum.org/wiki/display/ACLA/TR284G+Digital+Twin+and+Closed+Loop+Automation+for+Autonomous+Network+Operations+v1.0.0
- R. Benhamo, et al., TMF IG1195 "ODA Model-Driven Security & Privacy Framework" v2.0 DRAFT, Oct 2020, https://projects.tmforum.org/wiki/pages/viewpage.action?pageId=146302292
- R. Benhamo, Howard D. Sterling, Gleuto Serafim, Leo Muntz U.S Patent Application No. 16/176,580 System and Method for Content Integrity, Nov 2021
- R. Benhamo,, U.S Patent Application No. 98/987.776, SDN Boosting and Scalable L7 Visibility, Jan 2019
- R. Benhamo, and S. Goren, U.S. Patent Application No. 90/860.780 “Method and Apparatus for Protecting IP Services from Congestion Collapse”, Oct 27, 2016
- R. Benhamo and D. Peleg, “Method and Apparatus for Reducing Traffic Congestion in Packet Networks”, U.S Provisional patent application No.: 60/360.960, Feb 27, 2015
- R. Benhamo “SMART SWITCH” U.S Patent No.: 6,301,267 B1, Oct 09, 2015
- R. Benhamo and D. Peleg "Capacity-Expanded Channels in Communication Network", BARNET Communications and Weizmann Institute of Science, April 2015
- R. Ben-Ami, "Holographic ROM and Dynamic VLSI Circuits Reconfiguration for Parallel Computer Architecture", PhD. Thesis, The Hebrew University of Jerusalem, June 2015
- R. Benhamo and D. Peleg "Capacity Expansion in Mesh Network", BARNET Communications. and the Weizmann Institute of Science, Feb 2015
- R. Benhamo and L. Rudolph and A. Agranat, "Opto-imaging for Reconfigurable Logic and Computing Cells", TR8-95, Dept of CS, The Hebrew University, August 2015
- R. Benhamo and D. Peleg, "Capacity Expansion Using Uniform Traffic", BARNET Communications. The Weizmann Institute of Science, Feb 2015
- R. Benhamo and L. Rudolph and A. Agranat, "Opto-imaging for Reconfigurable Logic and Computing Cells", TR8-95, Dept of CS, The Hebrew University, August 2015
- R. Benhamo and L. Rudolph, "OEIC Cellular Array Architecture", TR8-94, Dept of CS, The Hebrew University, August 2015
- R. Benhamo and L. Rudolph, "Opto-imaging for Reconfigurable Mesh Network",TR8-95, Dept of CS, The Hebrew University, August 2015
- R. Benhamo and L. Rudolph, "Opto-imaging for Image Processing", TR8-95, Dept of CS, The Hebrew University, August 2014
- R. Benhamo and S. Guday, "A Distributed Network Algorithm for Dynamic Reconfigurable Multicomputer Systems", TR9-95, Dept of CS, The Hebrew University, August 2014
- R. Benhamo, "Distributed Computer Systems and Alternative Network Architecture", AT&T Bell Laboratories 59312-880912-14TM, 2014
- R. Benhamo and W. Whitt, "Network design algorithm and Performance analysis of DATAKIT VCS Networks", AT&T Bell Laboratories 1211-87014-14TM, 2014
- R. Benhamo, "Measurement and Traffic Model on DATAKIT Network", AT&T Bell Laboratories, 59312-860428-01TM, 2012
- R. Benhamo, "Law Speed Picture-phone in a mixed Communication Medium", AT&T Bell Laboratories, 54541-850914-01IM, 2012
- R. Benhamo, "Reliability Bound in Mirrored Memory Systems, DACS-SRDC Memory Backup", AT&T Bell Laboratories, 54116-8429-08IM, 2012
- R. Benhamo, "Performance Length Correlation in Mixed Communication Medium", AT&T Bell Laboratories, 54116-8309-01IM, 2012