BIM to BEM
Generate analytical panels, spaces, shells, and adjacency clusters from Revit, Rhino, and Grasshopper workflows.
SAM (Sustainable Analytical Model) helps engineers turn Revit and Rhino/Grasshopper geometry into reusable analytical building models for validation, attribution, Tas simulation, and repeatable HVAC decisions.
SAM is a modular .NET/C# toolkit for creating, cleaning, enriching, exchanging, and simulating analytical building models. Its primary workflow links Revit and Rhino/Grasshopper with Tas EDSL so project information can be reused instead of rebuilt for every study.
Generate analytical panels, spaces, shells, and adjacency clusters from Revit, Rhino, and Grasshopper workflows.
Attribute constructions, profiles, internal conditions, openings, and systems before connecting to Tas EDSL and results workflows.
Use JSON-based analytical objects, validation routines, and extension modules to test repeatable methods across projects and papers.
Project inputs become a SAM analytical model, then move into validation, attribution, simulation, and HVAC comparison through one repeatable workflow.
SAM supports engineering workflows that contribute to assessment methods. Compliance still depends on the complete project methodology and toolchain.
Planar geometry, faces, shells, apertures, and boundary representations used to derive simulation-ready spaces.
Walls, floors, roofs, apertures, constructions, and thermal properties represented as analytical objects.
The relationship layer for spaces, zones, panels, and their spatial/topological connections.
The project container for geometry, location, profiles, materials, internal conditions, systems, and results.
SAM converts imperfect project geometry into cleaner analytical models using component-based correction, shells, and adjacency workflows.
Revit elements such as walls, floors, roofs, rooms, and spaces can be transformed into SAM panels and spaces through Rhino.Inside workflows.
SAM's main simulation pathway uses Tas EDSL for load, energy, HVAC scenario, and result workflows, with other connectors supporting wider exchange.
SAM_Mollier links moist-air calculations, Mollier charts, process loads, and HVAC concept design in Grasshopper and SAM UI.
SAM 3.0 introduces JSON system-type references and EnergyCentre templates for repeatable Tas HVAC simulation comparisons.
The roadmap extends from geometry and simulation into systems, controls, and updatable building representations.
Geometry creation, multi-method model generation, adjacency clusters, shell creation, and watertight boundary preparation.
Loads, attribution, material/profile/internal-condition libraries, dynamic simulation connectors, and BIM-to-BEM research validation.
Psychrometric points, Mollier and psychrometric charts, air processes, HVAC loads, and concept-stage system exploration.
Reusable HVAC system generation, JSON system references, Tas EnergyCentre templates, automated scenario execution, and result extraction.
Controls and control-strategy testing for HVAC system operation and scenario analysis.
Digital twin direction: an updatable building representation with geometry, systems, assumptions, results, and project data.
The toolkit is easier to understand when modules are grouped by their role in the analytical workflow.
Current installer releases are managed through the SAM_Deploy repository.
Commercial services, training, and bespoke workflows are available through SAM-BIM.
Company: SAM-BIM on LinkedIn
ResearchGate is the canonical publication destination for SAM. New papers are listed here and linked once their ResearchGate pages are available.
M. Dengusiak, J. Ziolkowski, M. Dengusiak. BSA 2026 review paper.
SAM 3.0HVAC automationTasResearchGate page to be added.
M. Dengusiak, J. Ziolkowski. CESBP 2025.
BIM to BEMRevitWatertight modelsResearchGate page to be added.
M. Dengusiak, J. Ziolkowski. CESBP 2025.
SAM_MollierPsychrometricsHVACResearchGate page to be added.
M. Dengusiak, J. Ziolkowski, M. Dengusiak. BSA 2024.
SAM 2.0SimulationOpen sourceResearchGate page to be added.
M. Dengusiak, J. Ziolkowski. ISHVAC 2021.
Energy modelsOpen sourcePsychrometric and Mollier analysis publication.
MollierPsychrometric analysisBILT Europe 2018 talk.
TalkMEP workflowFull and up-to-date list: ResearchGate - Michal Dengusiak.