Digitized the entire transport system infrastructure including roads, intersections, public transport stations, routes, and transport zones. Developed a sophisticated mathematical macromodel serving as a "digital twin" for transport planning, incorporating:

• Complete road network attributes (lanes, capacity, vehicle restrictions, traffic controls)

• Public transport networks (routes, stations, schedules, fleet composition)

• Transport zone delineation with integrated socio-economic data

• Current transport demand patterns based on survey results and field measurements

• Transport and passenger flow redistribution calculations

Developed methodological frameworks and conducted extensive field research including:

• Social surveys among 3,000+ respondents to determine transport preferences and assess service quality across administrative districts and trip types

• Traffic flow measurements at 50+ strategic road network points with data processing into annual averages

• Full-scale passenger flow studies across 22 public transport routes

• Survey analysis to evaluate public transport satisfaction, waiting times, and travel behavior patterns

• Incorporated current transport demand into the mathematical model using survey and field study data

• Developed comprehensive mathematical model of transport demand including:

• Formation of transport demand patterns

• Distribution analysis across the network

• Transport choice models for mode selection behavior

• Redistribution of transport demand calculations

• Allocation of incoming transport volumes throughout study area

• Conducted thorough model calibration by:

• • Calibrating private transport model components

  • Calibrating public transport model components

• Created integrated demand modeling system with passenger flow redistribution patterns

• Created multiple forecast model variants and predictive scenarios within the digital twin

• Simulated future transport conditions under different development scenarios

• Updated socio-economic parameters and adjusted road network characteristics

• Modified public transport networks to evaluate system performance