Optimize Networks
at 5G Scale

DSC-3 solves spectrum allocation, cell placement, and traffic engineering in milliseconds for networks with thousands of cells.

38ms
Spectrum allocation solve
3,000+
Cells optimized
1.67B
Peak throughput (spins/sec)
GPU-native
No cloud dependency

Network Complexity at Scale

Spectrum Allocation

Assigning frequencies across thousands of cells while minimizing interference is a graph coloring problem of enormous scale.

Network Planning

Optimal placement of base stations, fiber routes, and edge compute requires solving facility location problems with coverage constraints.

Traffic Engineering

Real-time routing of traffic across mesh networks with dynamic demand, QoS requirements, and link failures.

Built for Network Optimization

Spectrum Allocation

Map frequency assignment to Ising models with interference penalties. Graph coloring for optimal allocation across entire metropolitan areas in milliseconds.

Cell Tower Placement

Coverage maximization with minimum infrastructure. QUBO formulation handles terrain, population density, and CAPEX budget constraints.

Network Slicing

Resource partitioning across 5G service tiers. Optimize slice allocation for eMBB, URLLC, and mMTC workloads simultaneously.

Traffic Engineering

Load balancing and congestion avoidance across mesh networks. Real-time path optimization with QoS constraints and failure resilience.

Backhaul Optimization

Fiber and microwave route planning. Minimize deployment cost while meeting capacity and latency requirements across the transport network.

Edge Compute Placement

Latency-optimized MEC server positioning. Balance compute demand, network topology, and cost for optimal edge infrastructure deployment.

DSC-3 vs. Traditional Methods

Problem DSC-3 (RTX 5070 Ti) Genetic Algorithm Greedy Heuristic
500-cell spectrum allocation 6ms 3.8s 0.2s (suboptimal)
3,000-cell spectrum allocation 38ms 4.2min 2.1s (suboptimal)
10,000-cell network optimization 420ms timeout infeasible

How It Works

1. Network Model Input

Submit cell locations, interference matrices, and coverage requirements via REST API. Standard telecom data formats supported.

2. Graph-to-QUBO Mapping

DSC-3 maps network topology to graph coloring and partitioning problems. Seven solvers compete on GPU to find optimal assignments.

3. Optimized Configuration

Receive spectrum assignments, placement recommendations, or traffic routes with interference scores and cryptographic verification.

NVIDIA Inception Powered by NVIDIA GPU computing through the Inception Program.

Talk to Our Telecom Team

See how DSC-3 can optimize your network planning and spectrum management.

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