The construction industry has shown an increasing interest in adapting to more environmentally friendly materials, with wood gaining popularity as a natural and sustainable option for buildings. However, the wood industry contributes a significant percentage of energy consumption during the entire wood lifecycle, encompassing tree cutting, transportation to sawmills, and delivery to construction sites. Additionally, … Read more
From WFC to Graph ML WFC is an algorithm by Maxim Gumin using tile-based stochastic (random) aggregation. One of the most well known uses of WFC is the game Townscraper by Oskar Stalberg which is an indie town-builder game with 320k downloads. Lectures from Oskar Stalberg as well as YouTube videos form DV Gen are … Read more
What kind of architecture is the most suitable for AI? The architecture of the Superdutch is already reduced to diagrams and blue foam models allowing for brute force prototyping. Ten ideas are created everyday per person on teams of ten people in firms like OMA, JDS, and BIG etc. That’s a hundred ideas per day … Read more
I PROCESS I PROBLEM STATEMENT The model will consider factors such as building orientation, facade modifications, and roof area expansion and tilt, ensuring optimal solar panel placement and alignment to maximize energy generation. By developing this AI generative model, we aim to overcome the limitations posed by Seattle’s climate, accelerate the adoption of solar energy, … Read more
‘Navigating Future Convenience’ PROBLEM STATEMENT The dataset contains information about previous trips taken by users, where each trip is represented as a node in the graph. The edges between the nodes represent connections between destinations visited by the same user. Additionally, the dataset includes attributes such as location details, amenities, time of day, activity type, … Read more
Empowering Architectural Design with AI Diffusion This research explores the use of ControlNet with Stable Diffusion to enhance architects’ control over AI generated designs made by diffusion models. The objective is to expand the creative scope in architecture and transform the perception of AI from a potential threat into an opportunity for innovation and increased … Read more
A Journey into Creative Expression What is consciousness? “Consciousness” is a term used to describe the state of awareness or subjective experience of an individual. It is the ability to perceive, think, and have self-awareness. While consciousness is a complex phenomenon that is still not fully understood, it is generally associated with the functioning of … Read more
Based on some features of an urban neighborhood can a Machine Learning model predict the price of a property? In response to the mandate: develop a project integrating urban data with geometric dimensions, our team elected to ascertain unit prices via a selection of predetermined metrics. Initially, our targeted location was within the central region … Read more
Meanders on the Lower Mississippi River In the battle between architecture and nature, nature tends to win. Therefore, it is important that we understand how rivers move over time so that we can know the best and the worst places to build. Our project studies the Lower Mississippi River from Cairo, Illinois to New Orleans, … Read more
Embarking on a project set within the bustling cityscape of New York, we aimed to unveil latent development potentials in urban spaces. Bulk, or the capacity for expansion or extension of a structure within the constraints of zoning laws and local regulations, harbors unexplored opportunities. Often, significant development potential lies hidden within existing building envelopes, … Read more
ABSTRACT Mashraraya is an essential element of Islamic architecture, and its significance surpasses the aesthetics and symbolism. It serves as more than just a decorative feature, protecting the interior spaces from harsh weather by providing shading and encouraging natural ventilation. It also offers privacy and can be used as a structural element. The project’s objective … Read more
Problem statement and project objectives How can we create a routing system that orients onto its users environment, utilizing open source data? How do we collect and process data? Our objective is to utilize the existing data and generate any missing data required for each aspect of our analysis. We combine data from different sources … Read more
PROBLEM Maximizing energy efficiency and comfort in buildings with strategically designed and placed sun shades for optimal solar heat reduction is becoming crucial in cities especially in arid zones. This raises an important question how can we use new technologies in achieving such goals. ML MODEL SELECTION in 2017 a very interesting model using Image-to-Image … Read more
Find the perfect seat in a stadium! Problem Statement How many times have you been to a stadium, sports complex, concert or related events where your seat look much less appealing than in the sales chart? This raises a very important question, what are the metrics used to define the quality of a seat in … Read more
ThermoVision is a predictive tool that leverages machine learning to gauge thermal comfort in urban landscapes, allowing us to understand the correlation between our built environment and the thermal comfort. There is inconsistent outdoor thermal comfort due to varied building topologies, building materials and vegetation. Understanding the thermal landscapes is challenging due to their complexity. … Read more
