Ai-assistant for Architects at early design stage Following work is envisioned as a reflection on the design principles and methodologies learned during my studies as an architect. From my early days in architecture, I was fascinated by the conceptual phase of project development. I found it truly amazing how diverse design inputs could merge into … Read more
This post describes the development of a method to predict metro station locations using Graph Neural Networks (GNNs). Our journey began with a challenge familiar to urban planners: how to strategically place new metro stations to optimize transportation networks. In this case the city of Stockholm was used as testbed. The Challenge of Data Imbalance: … Read more
Exploring architectural identity of the city with 3D GAN and Stable Diffusion with case study of Kazan This research proposes to explore the ability and accuracy in styding and representing architectural identity of the city through the set of artistic experiments with all generated 3d geometry and 2d images in order to meet expectations of … Read more
Beginnings Our project’s concept is to develop a classification model that identifies street intersections (graph nodes) in Stockholm, Sweden, susceptible to flooding during a 100-year flood event. Based on our initial research, we found that graph machine learning operates at three levels: the graph, its edges, and its nodes. With access to a 100-year flood … Read more
Setting the Scene In today’s digital landscape, our interactions are increasingly mediated by technology itself rather than as a medium for human communication. This shift creates an illusion of connectivity while fostering isolation, often trapping us in algorithm-driven echo chambers that reinforce our beliefs. Artificial intelligence now guides our lives, listening, learning, and providing information … Read more
AI in the Anthropocene The architectural profession is currently at a critical juncture, faced with the dual challenges of advancing artificial intelligence (AI) and the escalating climate crisis. Many architects harbour fears of obsolescence as AI’s capabilities expand, potentially automating tasks that traditionally require human expertise. This concern is not unfounded, as AI-driven tools increasingly … Read more
Our surroundings influence our cognitive-emotional processes and shape our physical, psychological, and social well-being in a variety of ways every day. Can neurotechnology and VR technology help us in conceiving user-centric adaptive spatial experiences, where both the space and the user are in a constant mutation—a continuous feedback loop and the space itself becomes an active … Read more
1. Introduction 1.1. Abstract Autonomous Vehicles are vehicles that employ driver assistance technologies to remove the need for a human operator within the vehicle. These new technologies into automation have been researched in contexts like the United States of America, Middle-Eastern Countries and some European Countries. Planners and architects are designing for these cities including … Read more
Can speculative science fiction ground us in reality? In an age where technology and urbanization shape the contours of our reality, the role of theory as a form of critique becomes ever more crucial. The consequences of centuries of colonization, globalization, and exploitation are evident in our sprawling cities and degraded environments. The 2017 sci-fi … Read more
Skyscrapers are human achievements that require innovation in the extraction of land to tower over its neighbors. The third skyscraper future reflects the past imaginary of Fritz Lang’s, Metropolis. This visualization aims to highlight the economic disparities and labor oppression depicted in the film, contrasting them with the modern logics of rentism as embodied by … Read more
In the realm of speculative urban design, the fusion of cyborg skyscrapers and utopian visions offers a captivating journey into the convergence of reality and imagination. Inspired by Fritz Lang’s timeless sci-fi masterpiece ‘Metropolis,’ I embark on a deep dive into the intricate relationship between design, urbanization, and speculative fiction. Metropolis, Fritz Lang (1927) “Metropolis” … Read more
// COMPUTATIONAL OPTIMISATION STRATEGY // An exploration to connect entry points in a plot for means of access, in a urban setting offering shades, across visibility, optimised for trails adapting to the existing landscape DESIGN OBJECTIVES
This project explores a framework for Human-Robot Collaboration (HRC) and behavioural fabrication, focusing on constructing a Jenga-like tower using small timber blocks. Using the Agent-Based Modeling system (ABxM) from the Institute for Computational Design and Construction (ICD), a communication network was established integrating a human participant, a computer vision system, and an interactive audio interface. … Read more
“Blade Runner 2049” is a good example of how urban landscapes will be shaped differently in response to environmental collapse and societal stress. Designed by communities dominated by fear of losing their stability under an authoritarian social logic, the film features Las Vegas and Los Angeles. Reimagined as part of Bruce Sterling’s, What skyscrapers might … Read more
Site The city of Porto Alegre in Brazil has faced recently the largest flood in the recorded history. The 2nd place happened 80 years ago across the span of 22 days. This year, this record was broken in 4 hours. As for now, only for the city of Porto Alegre, more than 242 thousand homes … Read more
Harmonising Coastal Futures, Restoring Balance in China’s Maritime , A Speculation of Communal Synergy in the context of Houtouwan THE PROBLEM // RESOURCE EXPLOITATION | OVER FISHING China’s over fishing crisis looms large, statistics revealing a stark reality of declining marine resources. With the majority of the worlds fishing resources coming from China, the country has … Read more
“Can we understand urban environments and street characteristics from Google Street View panorama images using Machine Learning and Stable Diffusion techniques?” Project OverviewThis computational design project aims to develop a pipeline utilizing Grasshopper and Python to visualize clusters of panoramic streetscape images. The project leverages t-Distributed Stochastic Neighbor Embedding (t-SNE) for dimensionality reduction, facilitating the … Read more
Introduction Urban transportation planning relies on data science to explain the conditions driving mobility patterns. This exploration of bicing, Barcelona’s resident bike rental program, analyzes the actors impacting discrepancies in bicing data to select machine-learning strategies able to predict biking station vacancies across Barcelona for the year 2024 with an accuracy of 0.02387. With this … Read more
Concept Most of Virtual Experiences are designed and model for humans and by humans. In this scenario believe the overall concept is that the game platform is seen from the perspective of an animal. References Aim “Our goal is to offer humans a unique experience through the eyes of a peacock. This game platform immerses … Read more
