AIXhaul: AI-Driven Xhaul Routing & Neural Beam Forming Optimization

AIXhaul applies deep reinforcement learning (DRL) and neural predictive controllers to dynamically optimize hybrid satellite-terrestrial fronthaul, midhaul, and backhaul (Xhaul) routing pipelines.

AIXhaul Deep Reinforcement Learning Cross-Domain Routing Pipeline

Continuous closed-loop telemetry feedback tuning physical RF beams and optical crosslinks

Central System: Network Telemetry Collector - Samples SNR, packet loss, and buffer occupancy at 1 kHz

Network Nodes

Network Telemetry Collector
Deep Q-Network / PPO Agent
Neural Beamforming Controller
P4 Programmable Hardware Switch

Architectural Protocol Layers

Spaceborne PHY/MAC Layer (3GPP Rel-17 TS 38.300): Doppler compensation, HARQ disabling, and timing advance extension.
Orbital Mesh Routing (CCSDS / Delay-Tolerant Networking): Dynamic topology routing over intermittent laser crosslinks.
Regenerative Core Processing (OpenRAN / 3GPP CU-DU Split): Onboard user plane function (UPF) local breakout.

Key Metrics: < 18ms (LEO Orbit-to-Ground Roundtrip) | 100 Gbps (Optical Crosslink Throughput) | ±48 kHz (Doppler Shift Compensation) | 99.999% (Orbital Constellation Availability)

AI-Driven Xhaul Transport, Deep Reinforcement Learning Beam Tracking & Network Slicing

Core Engineering Areas

Deep Reinforcement Learning (DRL) Traffic Steering — Core engineering and protocols for Deep Reinforcement Learning (DRL) Traffic Steering.
Neural Beam Tracking & Predictive Atmospheric Compensation — Core engineering and protocols for Neural Beam Tracking & Predictive Atmospheric Compensation.
Intent-Based Natural Language Network Slicing — Core engineering and protocols for Intent-Based Natural Language Network Slicing.

Technical Articles

Related Cluster Architecture Specifications

NonTerrestrialNetwork — 3GPP 5G/6G NTN Satellite Architecture, Direct-to-Cell & Non-Terrestrial Infrastructure
NonTerrestrialNetworks — Multi-Orbit Heterogeneous Constellation Interworking (LEO / MEO / GEO / HAPS)
AirspaceSync — Doppler Compensation, Relativistic Timing & Airspace-Space Synchronization
FSOComm — Free Space Optics, High-Bandwidth Space Laser Communications & Atmospheric Mitigation