NovaMatch Layout B

NOVAMATCH

A unified trajectory processing pipeline that integrates map matching, cross-network translation, and mobility analysis.

Raw Trajectories

Raw Mobility Observations

LBS / GPS Trajectories

  • Wejo / VDOT trajectories
  • Daily trips & OD pairs
  • Planning networks & TAZ
  • Reference tables & paths
NovaMatch Core

NovaMatch

Trajectory Processing Ecosystem

Sup-HMM

Map Matching

PM-Tree

Structural Representation

Translation Engine

Cross-network semantics

Hierarchy & Index

Topology, connectors, path references

Data Management

& Utilities

Representation Branching

Road-Network Representation

  • Sup-HMM map matching
  • Route inference
  • Path recovery

Structural Representation

  • PM-Tree
  • Hierarchical structure
  • Recoverability

Planning-Network Representation

  • Trajectory translation
  • Connector analysis
  • OD structure
Downstream Analysis

OD Structure & Flow Patterns

Aggregate travel interactions and multi-scale movement structure.

Path Similarity & Route Choice

Compare recovered paths and infer representation-dependent behavior.

Access / Egress Connector Usage

Trace observed connector patterns against planning-network semantics.

Accessibility & Equity Insight

Study access gradients, spatial fairness, and systemic service reach.

Planning Model Bias & Evaluation

Evaluate structural mismatch, indicator bias, and representational tradeoffs.

Research Outputs

Papers & Publications

Figures & Visualizations

Datasets & Indicators

Interactive Systems

End-to-End Capabilities

Large-scale Data Processing

Daily / multi-source trajectory systems

Configurable & Reproducible

Regional profiles & parameter sets

Batch Experiments at Scale

Different trip sets & scenarios

Standardized Outputs & Results Management

Stage-based results and visual summaries

Research-driven & Extensible

Built for mobility science research