Evolutionary computation and generative design systems in sustainable design.
Development of computational tools and workflows to integrate sustainability in complex architectural concepts.
Daylighting as form generator.
Thermal and daylighting behavior of low-energy buildings.
Development of new construction materials in collaboration with industry partners.
- Ph.D. Architecture: Building Technology, MIT
- M.Sc. Environmental Design and Engineering, The Bartlett Graduate School, UCL, University of London
- BArch in Architecture (5-year professional degree), Technical University of Lisbon
Luisa Caldas is Professor of Architecture at UC Berkeley. An architect by training, she has been active for more than twenty years in the field of sustainable design and green building, both in academia and as an energy consultant for large commercial buildings. Her work focuses on the use of advanced computational tools for early stage deployment of environmental factors into the design process. A main area of research is the integration of challenging, complex geometry architectural solutions with sustainability dimensions, by developing the conceptual processes, workflows, and computational tools that allow multiple scale integration, from master planning to building design to envelope components.
Caldas research applies advanced energy simulation tools in the context of generative design environments. She is the author of GENE_ARCH, the first generative design system that integrated Energy Plus as its simulation engine, and used Pareto Genetic Algorithms for search and generation of energy efficient buildings by simultaneously optimizing thermal and lighting energy patterns. GENE_ARCH currently integrates other simulation engines, such as Radiance, Daysim and Evalglare.
Recent software development includes Painting with Light, a user-guided interactive evolutionary system for daylighting design, that allows architects to use color to specify desired light levels in space, and searches for solutions that bring building geometry close to those performance targets, and Sun_Carve, for direct light design. Luisa Caldas is also a member of the Center for Augmented Cognition at UC Berkeley (http://augcog.berkeley.edu/).
Examples of student course work:
As part of the new Design Technologies Initiative, some new field of research include:
- Any topic in Energy and Sustainability that fits or adds to research interests described above
- Virtual reality applications to architecture (as part of our collaboration with the Center for Augmented Cognition)
- Pre-fabricated, small-scale, net-zero housing units
- Low cost housing for the developing world, applying local materials and self-building techniques
- Courses Taught
- ARCH 249X: Light as Form Generator . Spring 2013
- ARCH 249X: Integrated Tools for Sustainable Design (with Autodesk) . Fall 2013
- ARCH 249X: Evolving Skins: Materials, Energy and Light . Spring 2014
- ARCH 240: Advanced Topics in Energy and Environment . Spring 2015, 2016
- ARCH 203: Integrated Design Studio . Fall 2015
- ARCH 249X: The Fabric of Space and Light . Spring 2016
- Selected Publications
Caldas L, Santos L, 2016, Painting with Light: An Interactive Evolutionary System for Daylighting Design, Building and Environment, Vol. 109, Nov. 2016, pp. 154-174
Santos, L., Schleicher, S., Caldas, L., 2016, Automation of CAD models to BEM models for performance based goal-oriented design methods, accepted for publication in Building and Environment
Caldas, L., Santos, L., 2016, Painting with Light: A Generative Design System for Daylighting Design, proceedings of PLEA 2016, Cities, Buildings, People: Towards Regenerative Environments, Los Angeles, July 11-13, 2016, pp. 634-639
Caldas, L., Stavridi, E., 2016, Light as Form Generator: Workflows for Performance-Based Generative Design , Facade Tectonics 2016 World Congress, Los Angeles, October 10-11, 2016
Wang, J., Caldas, L., 2016, Selection of Energy Efficient Windows for Hot Climates Using Genetic Algorithms Optimization, proceedings of PLEA 2016, Cities, Buildings, People: Towards Regenerative Environments, Los Angeles, July 11-13, 2016, pp. 29-34
Wang, J., Caldas, L., 2016, Simulation-Based Optimization of Window Properties Based on Existing Products, Proceedings of BSO’16, International Conference on Building Simulation & Optimization 2016, Newcastle, UK, Sep 12-14 2016
Caldas, L., Andaloro, A., Calafiore, G., Munechika, K., Oliveira, M., Taube, B., Cabrini, S., 2016, Water Collection from Fog in Buildings Envelopes, to be submitted
Song, Y., Wang, J., Caldas, L., Zhu, N., Lin, Z., 2014, Indoor Comfort and Energy Saving Building Performance Created by Envelope Materials, Time + Architecture, 2014 (3). 77-81
Caldas, L., 2014, Complex Geometry in EnergyPlus, Report for Lawrence Berkeley National Laboratory
Caldas, L., Santos, L., 2012, "Generation of Energy-Efficient Houses with GENE_ARCH: combining an Evolutionary Generative Design System with a Shape Grammar" in: 30th eCAADe Proc: Prague, v.1, pp. 459-470
Arsénio, A., Oliveira, M., Caldas, L., 2011: Social Interaction and the Development of Artificial Consciousness, in Introduction to Modern Robotics, eds. Chugo, D., Yokota, S., iConcept Press, pp. 93-118
L. Caldas, 2008: Generation of Energy-Efficient Architecture Solutions Applying GENE_ARCH: An Evolution-Based Generative Design System", in Advanced Engineering Informatics, Vol. 22 (1), pp. 59-70, Elsevier
L. Caldas, 2006: GENE_ARCH: An Evolution-Based Generative Design System for Sustainable Architecture, in Lecture Notes in Artificial Intelligence, Lecture Notes in Computer Science Series, I.F.C. Smith (Ed.): EG-ICE, LNAI 4200, pp. 109-118, Springer-Verlag Berlin Heidelberg
Caldas, M., Caldas, L. e Semião, V., 2006: Multicriteria Optimization of Gasification Operational Parameters Using a Pareto Genetic Algorithm, Journal of Systemics, Cybernetics and Informatics, Vol. 3, nº 2, pp.69-74
Duarte, J.P., Rocha, J., Ducla-Soares, G., Caldas, L., 2006: “An Urban Grammar for the Medina of Marrakech”, in Gero, J. (ed.), Proceedings of the 2nd International Conference on Design Computing and Cognition, Eindhoven, The Netherlands, July 2006, pp 483-502, Springer, The Netherlands.
Caldas, L., Duarte, J., 2005: “Fabricating Innovative Ceramic Covers: Re-Thinking Roof Tiles in a Contemporary Context”, Proc. ECAADE’05, September 21-24, Lisbon
Caldas, L., 2005: “Three-Dimensional Shape Generation of Low-Energy Architecture Solutions using Pareto Genetic Algorithms”, Proc. ECAADE’05, Sep 21-24, Lisbon
Caldas, L., Norford, L., 2004: Shape Generation Using Pareto Genetic Algorithms: Integrating Conflicting Design Objectives in Low-Energy Architecture, International Journal of Architectural Computing, Vol. 1, N.4, pp. 503-515
Duarte, J.P, Caldas, L.G., Rocha, J.M., 2004: “Free-Form Ceramics: Design and Production of Complex Forms with Ceramic Elements”, Proceedings of ECAADE’04, September 15-18, Copenhagen, Denmark, pp. 174-183.
Caldas, L.G., Norford, L.K., 2003: Genetic Algorithms for Optimization of Building Envelopes and the Design and Control of HVAC Systems, Journal of Solar Engineering – Transactions of the ASME, August 2003, Volume 125, Number 3, pp. 343-351
Caldas, L., Norford, L., Rocha, J., 2003: An Evolutionary Model for Sustainable Design, Management of Environmental Quality: An International Journal, Volume 14, Number 3, pp. 383-397
Caldas, L., 2003: “Shape Generation Using Pareto Genetic Algorithms: Integrating Conflicting Design Objectives in Low-Energy Architecture”, Proceedings of CAADRIA 2003, October 18-21, Bangkok, Thailand
Caldas, L., Rocha, J., 2002: A Generative Design System Applied to Siza’s School of Architecture at Oporto, The International Journal of Design Computing, 2000-2001, Vol.3
Caldas, L.G., Norford, L.K., 2002: Energy Design Optimization Using a Genetic Algorithm, Automation in Construction, Elsevier, Volume 11, Number 2, pp. 173-184
Caldas, L., 2002: Evolving Three-Dimensional Architecture Form: An Application to Low-Energy Design, in: Artificial Intelligence in Design 2002, ed. by Gero, J.,S., (Cambridge, UK: Kluwer Academic Publishers, Dordrecht) , pp. 351-370
Caldas, L., 2002: Pareto Genetic Algorithms in Architecture Design: An Application to Multicriteria Optimization Problems. Proceedings of PLEA’02 (The 19th Conference on Passive and Low Energy Architecture), Toulouse, France, July 2002, pp.37-45
Caldas, L., Norford, L., Rocha, J., 2001: An Evolutionary Model for Sustainable Design, Proceedings of PLEA'01, Florianópolis, Brazil, November 7-9 [Best Paper Award]
Caldas, L., Norford, L., 2001: Architectural Design Constraints in a Generative Design System: Interpreting Energy Levels, Proceedings of Building Simulation 2001, IBPSA, Rio de Janeiro, Brazil, August 13-15, Vol. 2, pp. 1397-1404
Caldas, L., Rocha, J., 2001: A Generative Design System Applied to Siza’s School of Architecture at Oporto, Proceedings of CAADRIA’01, Sydney, Australia, April 19-21, pp. 253-264 [Commended Paper Award]
Caldas, L.G., Norford, L.K., 1999: A Genetic Algorithm Tool for Design Optimization, Proceedings of ACADIA ’99, Salt Lake City, October 28-31, USA, pp. 260-271
PT103137: Discontinuous system for covering roofs and facades with coplanar ceramic elements
PT103020: Ceramic bricks generators of freestanding walls with complex double-curvature shapes
PT103141: Roof coating system in discontinuous ceramic glazed elements
PT103138: Double-faced building coverage system
PT103140: Building coverage system in ceramic material
PT103139: Circular discontinuous ceramic coating of circular shape
PT103019: Rotating Ceramic Tile