Robert Murphy discusses scaling sustainable infrastructure in Someone Like You podcast

Blog
12.15.2023

I recently had a great chat with Marco Pimentel about building a team and company to help tackle our shared climate challenge.

We focused on how any meaningful climate solution will be a collaborative effort, and Othersphere's story is no different. You can listen to the conversation here.

This year was made possible by our incredible team, supporters such as Breakthrough Energy, Active Impact Investments, Thin Line Capital, and the experts who have taken the time to test what we're building and point us in the right direction.

Stay tuned, as next year it's our turn to give back!

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At Othersphere we are constantly working to make it easier for our users to site, design, and vet infrastructure assets. For example, we recently integrated our Global Land Cost Model 🌍 , which estimates land values globally. This 5-tier ensemble model is trained on terabytes of data, considering factors such as infrastructure, land use, topography, population density, and GDP.

Included within our Explorer tool, this new data helps users more quickly assess one of the many (many) considerations that go into infrastructure developments. In this case, land cost can have a significant impact on project economics, especially for assets with large physical footprints and more modest hardware or operating costs.

Curious about the key factors influencing the results? The example SHAP (SHapley Additive exPlanations) graph provides a breakdown of the six most impactful drivers for a rural landscape, highlighting GDP, population density, and water stress as important drivers of land value.

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We recently integrated our Global Land Cost Model, which estimates land values globally and adds this new level of depth into results in Othersphere Explorer.

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🏔 The challenge

Equipment sizing and operating strategy LCOH optimizations for hydrogen electrolysis plants are cumbersome and time-consuming. It can take days to weeks to get the data, with each optimization run often taking hours. This limits analytical efforts to a handful of potential sites, leaving many opportunities unexplored.

The result — sub-optimal capital allocation and higher risks, with countless missed opportunities.The difference between initial cost calculations versus hourly optimizations can be dramatic, and highlights location as a critical element of project success.

🛠 Our solution

Othersphere has revolutionized this process by combining the power of our underlying spatial economics platform with neural networks for dimensionality reduction and surrogate modeling.

Our global search engine now recommends pre-optimized projects in seconds, having already run an hourly optimization considering:

1) Hourly day-ahead wholesale power market pricing

2) Grid upgrade CAPEX (developed with a global leader in grid transmission engineering and equipment)

3) Grid fees associated with transmission connections

4) Variable stack efficiency by load, incorporating operational ranges

5) System economies of scale, as well as commercial and technical nuances between PEM and alkaline plants

6) Hourly carbon intensity data

7) Demand profiles and cost of storage

8) Co-located renewables CAPEX

9) High-spatial resolution hourly solar and wind capacity factor data

All of this is delivered through the Othersphere Explorer tool, which provides a novel, bottom-up view of potential hydrogen projects, evaluating key factors such as production costs, emissions, available offtakers, and fit with local surroundings.

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