4.7 Article

Modeling specular transmission of complex fenestration systems with data-driven BSDFs

Journal

BUILDING AND ENVIRONMENT
Volume 196, Issue -, Pages -

Publisher

PERGAMON-ELSEVIER SCIENCE LTD
DOI: 10.1016/j.buildenv.2021.107774

Keywords

Bidirectional scattering distribution function; Daylighting; Complex fenestration systems; Windows; Building energy efficiency; Discomfort glare

Funding

  1. Building Technologies Office of the U.S. Department of Energy [DE-AC02-05CH11231]
  2. California Energy Commission under the Electric Program Investment Charge (EPIC) Program [PON-13-301]
  3. Swiss Federal Office of Energy SFOE [SI501427-01]
  4. Swiss Innovation Agency Innosuisse as part of the Swiss Competence Center for Energy Research SCCER FEEBD
  5. Project Early Stage: Tageslicht-Blendung und Virtual Reality
  6. Ecole Polytechnique Federale de Lausanne (EPFL), Architecture, Civil and Environmental Engineering (ENAC), Laboratory of Integrated Performance in Design (LIPID)

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BSDF describes how light is scattered by surfaces like window shades, with data-driven tabular BSDFs providing more general representation than parametric models. Trade-offs between sampling loads and directional accuracy exist in tabulated BSDFs, with low-resolution BSDFs suitable for solar heat gain calculations but insufficient for daylight glare predictions. Variable-resolution basis and peak extraction algorithms can improve accuracy and enable high-resolution analysis when simulating light transmission through surfaces.
A Bidirectional Scattering Distribution Function (BSDF) describes how light from each incident direction is scattered (reflected and transmitted) by a simple or composite surface, such as a window shade. Compact, tabular BSDFs may be derived via interpolation, discretization and/or compression from goniophotometer measurements. These data-driven BSDFs can represent any measurable distribution to the limits of their tabulated resolution, making them more general than parametric or analytical BSDFs, which are restricted to a particular class of materials. However, tabulated BSDFs present a trade-off between higher sampling loads versus lower directional accuracy during simulation. Low-resolution BSDFs (e.g., Klems basis) may be adequate for calculating solar heat gains but fall short when applied to daylight glare predictions. The tensor-tree representation moderates this trade-off using a variable-resolution basis, providing detail where needed at an acceptable cost. Independently, a peak extraction algorithm isolates direct transmission from any tabular BSDF, enabling highresolution beam radiation and glare analysis through transmitting systems with a ?vision? component. Our data-driven BSDF methods were validated with a pilot study of a fabric shade installed in an outdoor, full-scale office testbed. Comparisons between measurement and simulation were made for vertical illuminance, specular and near-specular transmission, and daylight glare probability. Models based on high resolution BSDF measurements yielded superior results when accounting for anisotropy compared to isotropic models. Models with higher resolution produced more accurate source luminance data than low-resolution models. Further validation work is needed to better characterize generality of observed trends from this pilot study.

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