Publications

  1. R. Benhamo "LLM based TensorFlow and GNN for Multi-Layered Multi-Vendor Network Semantic Web Ontology Models", Draft June 2025
  2. 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​
  3. 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. 
  4. 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
  5. 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
  6. 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
  7. 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
  8. 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
  9. 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
  10. 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, 
  11. 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
  12. 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 
  13. 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
  14. 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
  15. 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
  16. 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
  17. 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 
  18. 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
  19. 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
  20. 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​
  21. 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
  22. 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
  23. 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
  24. 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 
  25. 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
  26. 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
  27. R. Benhamo, et al. TMF IG1310 DT4DI & AIOps Glossary v3.7.0, TM Forum Jan 2025 
  28. 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,
  29. 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
  30. 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
  31. 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
  32. 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
  33. 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
  34. R.benhamo, et al, TMF TR303A Federated Identity and Authentication Management for Multi-Domain Zero Trust Architecture v2.0.0 (E2E-462), Oct 2023.
  35. R. Benhamo, et al., TMF GB1042,  "Autonomous Operation Maturity Model",  Sept 2023 
  36. R.Benhamon, et. al., TMF GB1050, "Data Collaboration Reference Architecture",  July 2023
  37. R. Benhamo, et al.,  TMF TR284E, "Digital Twin and Closed Loop Automation", June 2023,  https://projects.tmforum.org/wiki/pages/viewpage.action?pageId=245317838
  38. R. Benhamo, et al.,  TMF IG1295, "Measuring Operations Integrity", Jan 2023
  39. 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
  40. 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
  41. 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
  42. R. Benhamo,, U.S Patent Application No. 98/987.776, SDN Boosting and Scalable L7 Visibility, Jan 2019 
  43. 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 
  44. 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
  45. R. Benhamo “SMART SWITCH” U.S Patent No.: 6,301,267 B1, Oct 09, 2015 
  46. R. Benhamo and D. Peleg "Capacity-Expanded Channels in Communication Network", BARNET Communications and Weizmann Institute of Science, April 2015
  47. R. Ben-Ami, "Holographic ROM and Dynamic VLSI Circuits Reconfiguration for Parallel Computer Architecture", PhD. Thesis, The Hebrew University of Jerusalem, June 2015
  48. R. Benhamo and D. Peleg "Capacity Expansion in Mesh Network", BARNET Communications. and the Weizmann Institute of Science, Feb 2015 
  49. 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
  50. R. Benhamo and D. Peleg, "Capacity Expansion Using Uniform Traffic", BARNET Communications. The Weizmann Institute of Science, Feb 2015
  51. 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
  52. R. Benhamo and L. Rudolph, "OEIC Cellular Array Architecture", TR8-94, Dept of CS, The Hebrew University, August 2015 
  53. R. Benhamo and L. Rudolph, "Opto-imaging for Reconfigurable Mesh Network",TR8-95, Dept of CS, The Hebrew University, August 2015
  54. R. Benhamo and L. Rudolph, "Opto-imaging for Image Processing", TR8-95, Dept of CS, The Hebrew University, August 2014 
  55. R. Benhamo and S. Guday, "A Distributed Network Algorithm for Dynamic Reconfigurable Multicomputer Systems", TR9-95, Dept of CS, The Hebrew University, August 2014
  56. R. Benhamo, "Distributed Computer Systems and Alternative Network Architecture", AT&T Bell Laboratories 59312-880912-14TM, 2014
  57. R. Benhamo and W. Whitt, "Network design algorithm and Performance analysis of DATAKIT VCS Networks", AT&T Bell Laboratories 1211-87014-14TM, 2014
  58. R. Benhamo, "Measurement and Traffic Model on DATAKIT Network", AT&T Bell Laboratories, 59312-860428-01TM, 2012
  59. R. Benhamo, "Law Speed Picture-phone in a mixed Communication Medium", AT&T Bell Laboratories, 54541-850914-01IM, 2012
  60. R. Benhamo, "Reliability Bound in Mirrored Memory Systems, DACS-SRDC Memory Backup", AT&T Bell Laboratories, 54116-8429-08IM, 2012
  61. R. Benhamo, "Performance Length Correlation in Mixed Communication Medium", AT&T Bell Laboratories, 54116-8309-01IM, 2012 
Rephael Benhamo - Telecom Consulting - Tel: +972544733800