USE CASES


Creating the Synthetic North

Complex problems in the north require hyper-local insights and tailored solutions as Arctic and sub-Arctic investments accelerate. RWI responded by creating Synthetic North, a 1.35 million m² high-fidelity Synthetic Twin with 15 million data points to support strategic decision-making.

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Establishing Social Infrastructure

There are few established tools for planning sustainable, resilient social infrastructure, despite communities increasingly requiring valuable, data-driven insights for long-term service strategies. RWI Synthetics addressed this by creating benchmarks from international best practices and running five future-focused sandbox scenarios for a client community.

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Forecasting Electrification in Calgary

New grid load dynamics challenge traditional forecasting, prompting utilities like ENMAX Power to rethink existing processes. We addressed this by creating a 6D Synthetic Twin of Calgary that forecasts 2050 electrification demand with inflectable scenarios.

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Synthesizing Wildfire Evacuations

In Western Canada, rising urban-wildfire interactions prompt emergency responders to identify infrastructure and policy risks, and RWI’s Synthetic Intelligence helps municipalities find the most efficient, cost-effective, and human-focused evacuation options.

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High-Fidelity Infrastructure Forecasting

Amid housing crises and rapid population growth, RWI used Synthetic Twin intelligence to forecast, sandbox, and produce a high-fidelity estimate of the full annual infrastructure and service costs for a large municipal development at full build-out.

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Simulating Extreme Cold in Nashville

In a pilot with the Tennessee Valley Authority, we simulated an extreme cold snap and power outage in Nashville to show grid impacts and community vulnerabilities, particularly in lower-income neighborhoods.

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Analyzing Logistics in Edmonton

By analyzing existing infrastructure, costs, cargo, and revenues, RWI used Synthetic Twins to identify growth barriers and simulate future GDP and carbon outcomes, enabling high-fidelity ROI and ROIC estimates for infrastructure, workforce, land, and logistics investments in the Edmonton region.

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Transitioning to Hydrogen in Alberta

We supported the transition to a hydrogen economy by developing a Synthetic Twin set in the hydrogen-powered Alberta of 2030, creating a comprehensive, risk-informed framework to guide standardized provincial training and certification for the hydrogen workforce.

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Youth Belonging

Youth sense of belonging is challenging to quantify, but it’s also a key indicator of a community’s connectedness and social health. Improved belonging can facilitate everything from classroom attendance in the present to increasing economic growth in the future. Planning and social services can utilize Synthetic Twins and Populations to test, forecast, and sandbox the various measures that can improve youth’s sense of belonging.

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Publications, Including IEEE

IBM Resilience in Action

November 2024, Preparing governments for future shocks - Case Study: Simulating resilience

How Synthetic Nashville is redefining energy security in the face of climate threats.

  • Myrna Bittner


Applied Energy

May 2024, Dynamic microgrid formation for resilient distribution systems considering large-scale deployment of mobile energy resources

How Microgrids can act as a promising solution to the significant challenges to power systems posed by natural disasters.

  • Wenlong Shi, Hao Liang, Myrna Bittner


IEEE Transactions on Industrial Informatics

May 2024, Data-Driven Resilience Enhancement for Power Distribution Systems Against Multishocks of Earthquakes

Earthquakes can significantly damage power distribution systems. This article looks at how investment in prepositioned mobile emergency generators can be used as an adaptation.

  • Wenlong Shi, Hao Liang, Myrna Bittner


TVA Connected Communities Pilot Projects

April 2024, Synthetic Resiliency Modeling on Extended Power Outages

RUNWITHIT Synthetics (RWI), in collaboration with EPRI, is applying synthetic modeling to forecast human impacts to enhanced community response planning. This helps the City of Nashville and Nashville Electric Service (NES) assess the outcomes of a widespread outage, particularly on vulnerable populations, and the benefits of potential distributed energy resource (DER) deployments.


IEEE Transactions on Industrial Informatics

January 2024, Stochastic Sequential Restoration for Resilient Cyber-Physical Power Distribution Systems

As modern power systems undergo paradigm shifts, proposed sequential restoration schemes for cyber-physical power distribution should consider resilience better.

  • Wenlong Shi, Hao Liang, Myrna Bittner


2023 IEEE Canadian Conference on Electrical and Computer Engineering

September 2023, Multi-Timescale Stochastic Electrical and Thermal Energy Management for Sustainable Communities with Wastewater Treatment Plants

  • Wenlong Shi, Hao Liang, Myrna Bittner


IEEE Transactions on Sustainable Energy

January 2023, Stochastic Planning for Power Distribution System Resilience Enhancement Against Earthquakes Considering Mobile Energy Resources

Earthquakes can cause severe damage to electrical infrastructure, and this paper studies the stochastic planning of resilient power distribution systems (PDSs) against earthquakes.

  • Wenlong Shi, Hao Liang, Myrna Bittner


IEEE Access

2023, Decision Support for Smart Distribution System Against Natural Disasters During Health Pandemics Considering Resilience

The challenges associated with natural disasters during health pandemics are well-documented, and this article extensively discusses impact assessment methods of natural disasters and human activity on power grid smart distribution systems.

  • Wenlong Shi, Hao Liang, Myrna Bittner