Mask-aware building load estimation

Estimates that say what they know, and admit what they do not.

A staged programme of models for early-design energy assessment. Each phase takes whichever variables exist at that point in a project and returns a load estimate, an interval, and an intensity class it is willing to defend — never a single number pretending to certainty it has not earned.

Enter Phase 1 · Early-stage load estimate →

01

Partial information is the norm

At concept stage most inputs do not exist yet. The models answer from whichever subset the engineer actually has, instead of demanding a complete building.

02

Solid means known, hollow means unknown

One visual rule runs through every screen, and it applies to inputs and outputs alike. A withheld variable and an excluded class look the same way wherever you meet them.

03

Uncertainty is the product

Every estimate carries a 90% interval and a prediction set. An answer that spans two classes is reported as spanning two classes — that is the honest result, not a failure.

Programme

Phase 1Model unavailable

Site context and building programme

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Phase 2Model unavailable

Building configuration and structure

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Phase 3Model unavailable

Envelope and passive performance

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Phase 4Model unavailable

HVAC design and controls

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