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๐Ÿ” ryan babbush ๐Ÿ“‚ Engineering
Showing 251 results for "ryan babbush" in Engineering
Engineering Preprint PDF DOI

A Novel CSI-RS Reporting Scheme for RIS Optimization in O-RAN-based NextG Networks

Ali Fuat Sahin, Sefa Kayraklik, Ali Gorcin, Ibrahim Hokelek, Ertugrul Basar, Halim Yanikomeroglu ยท 2026

Reconfigurable intelligent surface (RIS) technology is a promising enabler for next-generation (NextG) wireless systems, capable of dynamically shaping the propagation environment. Integrating RIS witโ€ฆ

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Engineering Preprint PDF DOI

ESN-DAGMM: A Lightweight Framework for Unsupervised Time-Series Data Monitoring in 5G O-RAN Networks

Andrew J Chen, Raymond Zhao, Lingjia Liu ยท 2026

Open Radio Access Network (O-RAN) is an important 5G network architecture enabling flexible communication with adaptive strategies for different verticals. However, testing for O-RAN deployments involโ€ฆ

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Engineering Preprint PDF DOI

Learning Low-Dimensional Representation for O-RAN Testing via Transformer-ESN

Jiongyu Dai, Raymond Zhao, Farhad Rezazadeh, Lizhong Zheng, Haining Wang, Lingjia Liu ยท 2026

Open Radio Access Network (O-RAN) architectures enhance flexibility for 6G and NextG networks. However, it also brings significant challenges in O-RAN testing with evaluating abundant, high-dimensionaโ€ฆ

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Engineering Preprint PDF DOI

Using Unwrapped Full Color Space Recording to Measure the Exposedness of Vehicle Exterior Parts for External Human Machine Interfaces

Jose Gonzalez-Belmonte, Jaerock Kwon ยท 2026

One of the concerns with autonomous vehicles is their ability to communicate their intent to other road users, specially pedestrians, in order to prevent accidents. External Human-Machine Interfaces (โ€ฆ

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Engineering Preprint PDF DOI

Disaggregated multi-domain interference classification for O-RAN

Dieter Verbruggen, Hazem Sallouha, Sofie Pollin ยท 2026

Spectrum sharing and dynamic spectrum reuse are becoming increasingly critical in modern wireless networks to address spectrum scarcity. However, these techniques inevitably increase Cross-Technology โ€ฆ

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Engineering Preprint PDF DOI

Unlocking the Energy-Saving Potential in O-RAN Cell-Free Massive MIMO by Joint Orchestration of Radio, Wireless Fronthaul, and Cloud Resources

Ozan Alp Topal, Ozlem Tugfe Demir, Emil Bjornson, Cicek Cavdar ยท 2026

Network virtualization and cloudification in Open Radio Access Networks (O-RAN) enable joint orchestration of the processing and fronthaul resources, which are essential for realizing the energy-savinโ€ฆ

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Engineering Preprint PDF DOI

Scalable machine learning-based approaches for energy saving in densely deployed Open RAN

Xuanyu Liang, Ahmed Al-Tahmeesschi, Swarna Chetty, Cicek Cavdar, Berk Canberk, Hamed Ahmadi ยท 2026

Densely deployed base stations are responsible for the majority of the energy consumed in Radio access network (RAN). While these deployments are crucial to deliver the required data rate in busy hourโ€ฆ

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Engineering Preprint PDF DOI

Distributed User Scheduling in Multi-Cell MIMO O-RAN with QoS Constraints

Tenghao Cai, Lei Li, Tsung-Hui Chang ยท 2026

Distributed scheduling is essential for open radio access network (O-RAN) employing advanced physical-layer techniques such as multi-user MIMO (MU-MIMO), carrier aggregation (CA), and joint transmissiโ€ฆ

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Engineering Preprint PDF DOI

An Agentic Multi-Agent Architecture for Cybersecurity Risk Management

Ravish Gupta, Saket Kumar, Shreeya Sharma, Maulik Dang, Abhishek Aggarwal ยท 2026

Getting a real cybersecurity risk assessment for a small organization is expensive -- a NIST CSF-aligned engagement runs $15,000 on the low end, takes weeks, and depends on practitioners who are genuiโ€ฆ

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Engineering Preprint PDF DOI

Two-Phase Cell Switching in 6G vHetNets: Sleeping-Cell Load Estimation and Renewable-Aware Switching Toward NES

Maryam Salamatmoghadasi, Metin Ozturk, Halim Yanikomeroglu ยท 2026

This paper proposes a two phase framework to improve the sustainability in vertical heterogeneous networks that integrate various types of base stations~(BSs), including terrestrial macro BSs~(MBSs), โ€ฆ

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Engineering Preprint PDF DOI

End-to-End O-RAN Testbed for Edge-AI-Enabled 5G/6G Connected Industrial Robotics

Sasa Talosi, Vladimir Vincan, Srdjan Sobot, Goran Martic, Vladimir Morosev, Vukan Ninkovic, Dragisa Miskovic, Dejan Vukobratovic ยท 2026

Connected robotics is one of the principal use cases driving the transition towards more intelligent and capable 6G mobile cellular networks. Replacing wired connections with highly reliable, high-thrโ€ฆ

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Engineering Preprint PDF DOI

Multi-Agentic AI for Conflict-Aware rApp Policy Orchestration in Open RAN

Haiyuan Li, Yulei Wu, Dimitra Simeonidou ยท 2026

Open Radio Access Network (RAN) enables flexible, AI-driven control of mobile networks through disaggregated, multi-vendor components. In this architecture, xApps handle real-time functions, whereas rโ€ฆ

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Engineering Preprint PDF DOI

From High-Level Requirements to KPIs: Conformal Signal Temporal Logic Learning for Wireless Communications

Jiechen Chen, Michele Polese, Osvaldo Simeone ยท 2026

Softwarized radio access networks (RANs), such as those based on the Open RAN (O-RAN) architecture, generate rich streams of key performance indicators (KPIs) that can be leveraged to extract actionabโ€ฆ

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Engineering Preprint PDF DOI

Latency-aware Human-in-the-Loop Reinforcement Learning for Semantic Communications

Peizheng Li, Xinyi Lin, Adnan Aijaz ยท 2026

Semantic communication promises task-aligned transmission but must reconcile semantic fidelity with stringent latency guarantees in immersive and safety-critical services. This paper introduces a timeโ€ฆ

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Engineering Preprint PDF DOI

Interpretable Attention-Based Multi-Agent PPO for Latency Spike Resolution in 6G RAN Slicing

Kavan Fatehi, Mostafa Rahmani Ghourtani, Amir Sonee, Poonam Yadav, Alessandra M Russo, Hamed Ahmadi, Radu Calinescu ยท 2026

Sixth-generation (6G) radio access networks (RANs) must enforce strict service-level agreements (SLAs) for heterogeneous slices, yet sudden latency spikes remain difficult to diagnose and resolve withโ€ฆ

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Engineering Preprint PDF DOI

Instruct2Act: From Human Instruction to Actions Sequencing and Execution via Robot Action Network for Robotic Manipulation

Archit Sharma, Dharmendra Sharma, John Rebeiro, Peeyush Thakur, Narendra Dhar, Laxmidhar Behera ยท 2026

Robots often struggle to follow free-form human instructions in real-world settings due to computational and sensing limitations. We address this gap with a lightweight, fully on-device pipeline that โ€ฆ

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Engineering Preprint PDF DOI

EExApp: GNN-Based Reinforcement Learning for Radio Unit Energy Optimization in 5G O-RAN

Jie Lu, Peihao Yan, Huacheng Zeng ยท 2026

With over 3.5 million 5G base stations deployed globally, their collective energy consumption (projected to exceed 131 TWh annually) raises significant concerns over both operational costs and environโ€ฆ

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Engineering Preprint PDF DOI

A Scalable Cloud-Edge Collaborative CKM Construction Framework Enabled by a Foundation Prior Model

Sixu Xiao, Yong Zeng, Haotian Rong, Yanqun Tang ยท 2026

Channel knowledge maps (CKMs) provide a site-specific, location-indexed knowledge base that supports environment-aware communications and sensing in 6G networks. In practical deployments, CKM observatโ€ฆ

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Engineering Preprint PDF DOI

Agentic AI-RAN Empowering Synergetic Sensing, Communication, Computing, and Control

Lingxiao Sun, Zhaoyang Zhang, Zihan Lin, Zirui Chen, Weijie Zhou, Zhaohui Yang, Tony Q. S. Quek ยท 2026

Future sixth-generation (6G) networks are expected to support low-altitude wireless networks (LAWNs), where unmanned aerial vehicles (UAVs) and aerial robots operate in highly dynamic three-dimensionaโ€ฆ

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Engineering Preprint PDF DOI

Vision-Language Models on the Edge for Real-Time Robotic Perception

Sarat Ahmad, Maryam Hafeez, Syed Ali Raza Zaidi ยท 2026

Vision-Language Models (VLMs) enable multimodal reasoning for robotic perception and interaction, but their deployment in real-world systems remains constrained by latency, limited onboard resources, โ€ฆ

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