Hypothesis The goal of this research was to investigate if open spatial data could predict Yelp ratings utilizing graph machine learning (GML) methods. We hypothesize that urban phenomena, events, and objects will indicate customer reviews and popularity, and therefore, could be used predict ratings. In particular, we perform edge classification using the DGL library. For … Read more
Abstract The project explores the implementation of machine learning models to generate LEGO building instructions manuals and providing a detailed description of the set. We employee diffusion models along with LLM (Large Language Model) to generate both the images of the Lego set and its description. LoRA (Low-Rank Adaptation) we train a stable diffusion model … Read more
https://github.com/ronmaccms/llm-chatbot.git Can AI Help Us Regulate Itself? AI is rapidly transforming the world. One critical question is whether AI can help regulate itself. By training a LLM on a comprehensive set of research papers, we can explore AI’s potential to provide insights into its own governance and ethical use. The research investigates how national policies … Read more
Artificial Inspiration – Dissecting the Creative Process Creativity is often viewed as a uniquely human trait, emerging from the processes of study, interpretation, replication, and mixing variables to create new combinations and results. This project explores whether it is possible to develop a framework based on these principles that AI can reproduce and whether this … Read more
Insights into the effects of weather data in Argentina, with implications for sustainable land management, deforestation and conservation policies, agriculture, industry and economies. Climate change, in particular the decrease in precipitation, is predicted to have significant effects on the living conditions in Argentina, affecting agricultural production, sea level rise, hydroelectric energy. The dataset composition consists … Read more
The Horizon is an open space, spanning 110m x 37m (length of a whole block of Barcelona) that guides human behaviour around changing shadow patterns, which are driven by the sun’s heat. It rests on the top of the student housing building, housing all the communal areas. Communal activities around the Horizon shift, with moveable … Read more
Abstract: The ReWeave project develops a robotic system to repurpose construction and demolition (C&D) waste into functional, attractive walls, enhancing human-robot collaboration. We created a database by scanning broken tiles to extract shape, size, and color information, then developed custom nesting algorithms to optimize tile arrangement. The workflow includes scanning tiles, exporting outlines via ROS, … Read more
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
INTRO This study investigates innovative joinery solutions for modular evaporative cooling systems using 3D printed clay. With the rising global temperatures and subsequent increased demand for energy-consuming air conditioning systems, there is a crucial need for sustainable cooling alternatives. The research focuses on addressing the challenges of material shrinkage and joinery reliability in 3D printed … Read more
A multidimensional and multiscalar exploration of the emerging Vertical Urban Transportation landscape. [A] INTRODUCTION “Advanced Air Mobility (AAM) is a rapidly-emerging, new sector of the aerospace industry which aims to safely and efficiently integrate highly automated aircraft into the NAS. AAM is not a single technology, but rather a collection of new and emerging technologies … Read more
SUSTAINABLE SOLUTIONS FOR BESPOKE ACOUSTIC DIFFUSER DESIGN A considerable amount of construction and wood waste is generated each year, mostly landfilled or burned for energy, contributing to severe environmental effects. The management of this waste is a significant challenge as it is often not suitable for secondary use. In this context, the circular economy concept … Read more
TIMBER SENSING TECHNOLOGY A material system combining timber and graphene, replacing traditional sensors through graphene’s sensing capabilities. This innovative approach allows first, real-time tracking of deformations inside the wood. Second, creating a digital twin that improves maintenance efficiency in the operational phase. Third, providing a detailed service life passport, this system supports reuse and reduces … Read more
State of the Art and Minimum Value Proposition There is an overstocking of small to medium trees over Europe due to poor firing and soil cultivation conditions, most of this trees have the diameter of 10-25 cm and depending on the species and cultivation conditions some of then are crooked and can’t be used by … Read more
From exterior soil remediation to interior acoustics enhancement The goal of this project is to create a non-cementitious geopolymer, using as the main component biochar, an worldwide abundant material, and amplify its qualities to sequester carbon in order to make carbon sink architecture. Through the process of material engineering and testing, it was possible to … Read more
