Predicting Biking Station Vacancy in Barcelona

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

Bicing Prediction Models with Machine Learning

Bicing was launched in 2007 as a viable eco-friendly alternative or complement to traditional private and public transportation. The mobility network has also allowed for increased physical activity and better connectivity between neighbourhoods of Barcelona. It is aimed at anyone with a NIE, over the age of 16. The Bicing 2.0 models were released in 2019 to … Read more

Shape it, feel it

Working in 3D CAD environments can be restrictive. While most CAD software provides tools for creating shapes and generating ideas, they often rely on a mouse and keyboard, or are very expensive. “Shape it, Feel it” investigates opportunities to generate shapes using a computer’s webcam and hand gestures. We utilize cheap and readily available hardware … Read more

Peacock Immersive Experience

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

Wired Warriors

Aim “Create a range of robotic mini-games showcasing dexterity and quick reflexes, ideal for casual enjoyment.“ For this one week workshop, we drew inspiration from various games such as infinite passes, penalty shootouts, and boxing, aiming to adapt them for robotic play. Initially leaning towards infinite passes (football), we ultimately found boxing more compatible with … Read more

DANCING QUEENS

Due to limitation regarding the file size and quality, these performances are muted, lower quality and sped up to be under the limited file capacity. Dancing Queen(s) is an endeavor featuring a pair of robots performing synchronized dance moves. These choreographed movements mirror those of a trainer, who leads, and a follower, who emulates the … Read more

Lessons learned in Neuquén

The workshop challenged us to engage with the topic of planetary urbanization through the United Nations Sustainable Development Goals 2030 agenda. We chose to work on the city of Neuquen as it represents an example of a city that is undergoing a fast transition in the context of climate change. Neuquen province has a rich … Read more

Strings of life

This project was part of a 1 week workshop at IAAC, utilizing the institute’s two ABB IRB6700 industrial robots. The workshop incorporated Dr. Gannon’s sophisticated simulation tools, which provide safe, real-time control of industrial robots. Under the guidance of Madeline showing us how to sketch with robots we were able to work within a flexible … Read more

Flight Paths in Python

The world is in constant flux, domestic and international flights play a role in the fast paced travel that has become a normality. This project was conducted with python script in Jupyter notebook, to map out the airports and routes on our planet. PYTHON SCRIPT: import pandas as pd ports = pd.read_csv(“pathtoports.csv”)print(ports)from shapely.geometryimport Pointimport geopandas … Read more

Machine Learning to predict no. of seating spaces

Aim: To predict the number of seating spaces based on various types of seating layout, number of corridors and dimensions of generative enclosed rectangular spaces such as an auditorium. Objectives: Dataset Design: To create Dataset for the required problem, a synthetic dataset is designed with the help of various bylaws supporting the problem. Data Analysis: … Read more

Timber outlook

The project’s objective was to create a machine-learning model capable of classifying repurposed timber components within an assembly process as either structural or non-structural, using factors such as defect quantity, age, and exposure to weather conditions as input. Dataset Generation and Analysis The dataset was produced using Roboflow by utilizing scans of the timber elements … Read more

Predicting Ceramic Underglaze Colors

Our aim is to develop a machine learning model that accurately predicts the color outcome of ceramic underglazes based on their ingredient compositions and firing conditions. In the world of ceramic art, the process of underglazing involves applying colors to pottery which are then sealed under a transparent glaze before firing. However, predicting the final … Read more

Alfafa Colony: BIM & Smart Construction

Project Concept Establishing a Martian food colony around a Mohole, designed based on growth morphology of alfalfa for efficient organization and development using L-systems. These terminologies are further explained below. Moholes Moholes on Mars are massive cylindrical excavations in the regolith, reaching up to 1 km in diameter and 7 km in depth. With temperatures … Read more

Collaborative Workflows – Solis Centrum

Solis Centrum Overview Solis Centrum is a project for the BIMSC Studio class within the 2023/24 MaCAD program. This project aims to represent the solar center of the Aleph City community, a conceptual community on Mars located on the Valles Marines. Location Solis Centrum is located along the northern mountain top of the Aleph City … Read more

Alfafa Colony: Integrative Modelling

Project Concept Establishing a Martian food colony around a Mohole, designed based on growth morphology of alfalfa for efficient organization and development using L-systems. These terminologies are further explained below. Moholes Moholes on Mars are massive cylindrical excavations in the regolith, reaching up to 1 km in diameter and 7 km in depth. With temperatures … Read more

Monotony or Variety in the 15 Minute City

1. Abstract While studying about phenomenology and livability, it’s expression and its governing aspects, it is essential to recognise the true meaning of it. Phenomenology is reffered to the lived experience of objects, space and other surroundings. It is also important to understand the how, when and where of the experiences and what experiences are … Read more

Genius Loci

View some of the collected data here: Street Types and Property Information Genius Loci was inspired by the work the of Sarah Williams in her book ‘Data action – Using data for public good’. In today’s data-driven world, the use of data has become increasingly pervasive, shaping various aspects of our lives from policymaking to … Read more

MARTIAN LINK

Reimagining a Human Settlement on the Red Planet Envisioning a self-sustained colony on Mars, our primary focus is on revolutionizing transportation within the red planet. Sustainability is our guiding principle as we design an efficient transportation system that seamlessly connects habitats across various clusters. Incorporating Tensegrity moving parts, Inflatable lightweight structures, and a Hexagonal Grid framework, our approach embraces a Kit-Of-Part methodology. Following … Read more

MARTIAN LINK I COLLABORATIVE WORKFLOWS

Envisioning a self-sustained colony on Mars, our primary focus is on revolutionizing transportation within the red planet. Sustainability is our guiding principle as we design an efficient transportation system that seamlessly connects habitats across various clusters. Incorporating Tensegrity moving parts, Inflatable lightweight structures, and a Hexagonal Grid framework, our approach embraces a Kit-Of-Part methodology. Following … Read more

ReWeave 2.0

The Context Aim State Of The Art The Workflow System Architecture Robotic Cell Scanning – Robotic cell Scanning Nesting – Initial Experiments Nesting Custom logic Iteration A Nesting Custom logic Iteration B Binder – Geopolymer with alkaline activators –  Sodium silicate Binder – Geopolymer with alkaline activators –  Sodium silicate and Sodium hydroxide Binder – … Read more

Drop by Drop – Simulate erosion

Introduction Fascinated by the formation of landscapes through geological processes, I wanted to develop an interactive tool that simulates the effects of erosion on a virtual terrain. The goal was to both illustrate how erosion works and to create an experimental playground for designing one’s own landscape forms. The development utilized VUE, ThreeJS, and Rhino.Compute. … Read more

Planter by Libny Pacheco

The Pains of Being a Computational Designer and Having Landscape Design Colleagues Planter came about as a response to my landscape architect colleagues. Seeing them working bidimensionally and having a 3D model typically disassociated from those 2D drawings pains me. In a world of data, why not quantify the consequences of plant choices in a … Read more