Mission

To solve problems in interactive web-based platforms using data, Machine Learning, and Operations Research.

Interactive Operations Research

Operations research (OR) is a field of mathematics that uses analytical methods for better decision-making. Despite its long life since its birth at the Second World War, the field has advanced further on “Research” than “Operations.” Interactive-OR is our R&D lab whose objective is to enhance OR applications by developing tools that are interactive, data-driven, intuitive, accessible, and responsive.

 
 

Interactive

Administer Design Changes Interactively

Cloud Based

Full-Stack and Cloud-based

Intuitive

No Technical Software Training

Data Driven

Visual and Analytical Data Processing

Model Driven

Predictive & Prescriptive Analytics

 
 
 

Tools Vs Dashboards

Tools are commonly mistaken for dashboards despite their structural differences. Dashboards provide a visual data interface that presents a consolidated and appealing view of key information and metrics for easy comprehension. While users can interact with data filters in a dashboard, they cannot manipulate the data itself since the dashboard, by nature, is a data visualizer and not a data manipulator. In contrast, a tool is a data visualizer and a data manipulator, allowing mobility modelers and full-stack developers to embed optimization and prediction models on the front/back end to perform user-defined processes.

 

Use Case of Mobility Growth Plans

A mobility growth (master) plan is a comprehensive and long-term plan developed by transportation authorities or consultancies within the relevant industry to address and manage the growth of transportation systems within a region. The outcome of the plan is a detailed report that summarizes the main findings, recommendations, and strategies for the region's transportation development. These reports are invaluable resources for guiding transportation investments and policy decisions over the long term. A drawback is that they are typically static documents that are updated infrequently (e.g., every 4-5 years), disallowing planners to adapt to changing circumstances or explore alternative scenarios.

Addressing this limitation, the proposed tools from interactive-OR are designed to complement and, in some cases, replace traditional growth plans. The tools permit planners to conduct a wide range of "what-if" scenarios in the design process and respond to evolving transportation challenges and opportunities in a more agile manner than traditional mobility growth plans alone. In addition to growth plans, the tools can be used in operational day-to-day decision-making, such as micro-mobility bike-charging logistics or drone delivery routing.

 
 

Applications

Micro-mobility

  • Fleet and Station Logistics Planning

  • Electric Fleet Management

  • Equity and Multi-Modal Integration Analysis

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Traffic Management

  • Data-Driven Signal Optimization

  • Mode and Trajectory Detection Using Vision AI

  • Automated Speed Enforcement Logistics

Electrification

  • Electric Vehicle Charger Station Planning

  • Electric Vehicle Adoption Prediction

  • Charger Availability Analysis

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Transit Planning

  • Fleet and Charger Logistics Planning

  • Optimal Bus Charging Scheduling

  • Performance Analysis of Status Quo Networks

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Parking

  • Adaptive Parking Rate Optimization

  • Parking Occupancy Prediction

  • Illegal parking and Revenue Analysis Using Parking Transaction Data

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Last-Mile Delivery

  • Drone Routing Optimization

  • Synchronized Drone/Truck Trajectory Planning

  • Subscription-based Delivery Programs

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