Announcing BCNM's Fall 23 Conference Grant Recipients
The Berkeley Center for New Media is thrilled to provide small grants to our graduate students to help them share their innovative research at the premiere conferences in their field. We look forward to seeing the work of these students spread across the globe!
Xinwei Zhuang
2023 Conference on Association for Computer Aided Design in Architecture
Encoding Urban Ecologies: Automated Building Archetype Generation through Self-Supervised Learning for Energy Modeling
As the global population and urbanization expand, the building sector has emerged as the predominant energy consumer and carbon emission contributor. The need for innovative Urban Building Energy Modeling grows, yet existing building archetypes often fail to capture the unique attributes of local buildings and the nuanced distinctions between different cities, jeopardizing the precision of energy modeling. This paper presents a novel tool employing self-supervised learning to distil complex geometric data into representative, locale-specific archetypes. This disruption of established practices invites new connections with constructed surroundings, embedding local factors to perform catered energy simulation. These archetypes improve the precision and applicability of urban-scale energy estimation across multi-scale building stock. This tool presents a promising solution to bridge bio-digital relationships, prompts exploration of emerging local ecologies from environmental displacement, and envisions a future intertwining-built environments with our planetary interests and collective imagination.
William Morgan
Intersections of Finance and Society Conference 2023
The Dragon, the Witch and the Juggernaut: A Story of Cybernetics and Modern Finance.
Present political systems are currently undergoing profound transformations in how their communication infrastructures are able to parse uncertainties, especially potential threats. These transformations are, I argue, occurring first within the space of finance and trickling out thereafter and they are best understood according to a cybernetic framework.
When in 1950, Norbert Wiener first published The Human Use of Human Beings to discuss the social implications of the field, cybernetics what spurred his writing was that what had begun as a scientific inquiry into an analogy between organic beings and machines (both process information through feedback based learning in order to negate entropy and maintain homeostasis), had, in part through massive wartime funding, begun to take on a much role as socio-political ideology. As statecraft changed in the latter half of the twentieth century from the management of bodies in preparation for battle to the management of information in pursuit of profit, cybernetics and its cousin, information theory saw their stars rise and in 1963, the Harvard political scientist Karl Deutsch published the under-read, The Nerves of Government setting down a foundation for formal political theoretical research to be carried out using the cybernetic-information theory toolkit.
In the following two decades, cybernetics fell out of fashion and Deutsch’s model was left undeveloped. In dispatching with the language cybernetics, what was, until very recently, buried in time was how cybernetic thinking informs a great deal of current technological, socio-political and economic realities.
With finance the re-discovery of cybernetics lags work in other fields such as Eden Medina’s on Project Cybersyn and Chilean central planning, or Benjamin Peters and the BESM and Soviet Computing or Nicholas de Monchaux’s on spacesuits and the Apollo program. The fact that cybernetics has not been surfaced in the history of finance is not for its lack of appearing. Perhaps most notably, Friedrich Hayek, who is considered one of the chief intellectual avatars of contemporary neoliberalism, was, especially towards the latter half of his life, extremely indebted to cybernetic ways of thinking. The existence, not to mention the importance of Hayek’s cybernetics has for the most part been overlooked. For example, the idea that Hayek’s theorization of the price discovery process, upon which the modern economy rests and which has undergone new developments in the last 30 years, is in fact conceived in a cybernetic manner has enormous implications for how we understand the function of finance today. This paper seeks therefore to first revive the influence of cybernetics on the architecture of modern finance first by reviving it in the story of said system’s intellectual foundations, namely Hayek. Following this, this paper briefly gestures towards a theory of a cyberneticized vision of contemporary financial practices by re-visiting Deutsch’s cybernetic political theory.
Haripriya Sathyanarayanan
ANFA: Academy of Neuroscience for Architecture
EDRA: Showcasing Intersections of Research & Art from EDRA to ANFA
This is a keynote presented as a team. I am presenting my research "Pediatric patient room design using immersive technology and biofeedback" https://anfarch.org/images/ANFA_FLYER_FINAL.pdf
Alexis Wood
(NACIS) North American Cartographic Information Society
Erosion As Method(ology): Theorizing and Mapping Structures of Feeling
How might we map the coalescence of ruralities, climate change, and digitalities in northern California's state secessionist movements? Using the theoretical foundations of Raymond Williams' concept, “structures of feeling,” I argue for a critical cartographic representation of physical and sociopolitical process through the methodological frame of erosion and deposition. This experimental approach to theorizing and mapping this region allows both material and metaphorical investigation of the transfigurations of the physical, social, and digital, not only within themselves but between one another through common processes across spatiotemporal scales.
Elnaz Bailey
Generative Art
InsightXR: Operative Generative Design in Augmented Reality
This paper introduces InsightXR, an augmented reality (AR) application for early-stage massing studies in architecture. InsightXR uses a novel operative generative design algorithm using Non-Dominated Sorting Genetic Algorithm II (NSGA-II) in the Pymoo framework. To test InsightXR’s capabilities, a case study is introduced to generate 3D design alternatives in real-time for a mixed-use project located in San Francisco, USA. Design objectives explored in this paper are Roof and Best Oriented Surfaces (RBOS), Usable Open Space (UOS), and Area Violation (AV). Design alternatives are generated for 5 generations and visualized in InsightXR. In the future, interactive optimization processes can be used to generate subjectively desirable design options based on users' interactive feedback.
Dongho Shin
CHI 2024
MnemoMaker: Customizing and Co-Creating Verbal and Visual Mnemonics with AI for Vocabulary Learning
Verbal and visual mnemonics can support learning by converting learning material into easier-to-remember forms. However, it can be effortful and time-consuming to create our own mnemonics. AI-generated ones can be creative but might not resonate well with users. In this paper, we present MnemoMaker, a learning system that leverages text and image generation models to enable the co-creation and customization of mnemonics. In our study (N=35) designed to understand 1) how people interact with AI to create custom mnemonics and 2) the intrinsic, emotional and aesthetic characteristics of co-generated mnemonics, users created mnemonics to learn vocabulary using MnemoMaker and evaluated them and the system. We found that participants used AI-suggested keywords as inspirations for customization, and mixed and matched the suggestions with their own words. Likable human-AI-generated mnemonics were highly memorable, creative, and fit well with the vocabulary meanings. We contribute with and discuss suggestions for creating such AI-assisted tools.