Exploring Alternatives with Design Analytics Interfaces: A Human-Centered Approach for Integrating Generative Design and Performance Assessment with Machine Learning-Based Surrogate Modelling

Designing built environments is a complex process that involves generating and evaluating alternative solutions using computational tools. In the Architecture, Engineering, and Construction (AEC) industry, designers use generative design methods to explore a larger number of alternatives and ML-driven rapid performance prediction to identify potential issues early on. However, separating these tasks hampers creative flow […]

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Prediction models and longitudinal outcome analysis for child and youth psychiatric acute care admissions or access to high-intensity community-based services: machine learning models to identify risk factors, quantify service capacity short-falls, and promote appropriate transitions into the adult system of care

This research project aims to improve the care of children with severe mental health or substance use disorders by developing a ML model that can predict which children are most likely to need hospitalization. The project will analyze data from various services, including transitions into the adult mental health/addictions system and examine hospital admission outcomes […]

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Study of biological effects of synthetic and natural micro- fibers on marine mussel to inform apparel industry action

Global production and subsequent waste of plastic products, like those in synthetic clothing, has been growing at an exponential rate over the last several decades. Researchers have found polyester microfibers of textile origin throughout the ocean, including the deep ocean and pristine waters of the Arctic Ocean. However, we do not yet know the specific […]

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Assessing the environmental impact of utility pole types: leachability and disposal of PCP and CCA from treated wood poles

Wood poles, such as those used in electric transmission lines, are treated with preservatives to protect the poles’ structural integrity in the face of insect, fungal and environmental challenges. While extending the lifespan of the pole, these preservatives—the most important being chromated copper arsenate (CCA) and pentachlorophenol (PCP) mixtures—may leach into the surrounding environment/soil. Due […]

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Data Architecture & Integration

The goal of this data project is to architect and integrate XYONs key data sources from disparate systems into one central repository or EDW (Enterprise Data Warehouse). Using enterprise-level data extraction transformation layer (ETL) integration, the aim is to connect our e-commerce platform to ERP, CRM, and our API gateway, which connects to a multitude […]

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Advancing iPSC Cell Culture Robotics: Machine Learning for Cell Culture Diagnostics and User Experience Improvement

This proposal focuses on enhancing the automation of induced pluripotent stem cell (iPSC) culture by integrating Machine Learning (ML) models which will lead to more consistent and higher quality cultures. Recently, STEMCELL Technologies has introduced an automated system customized to assist scientists at BC Children’s Hospital Research Institute in culturing high-quality iPSCs. The current method […]

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Hydrogen production via inductively heated methane pyrolysis

The pyrolysis of methane offers the potential for an affordable and clean route to hydrogen production. The reaction is endothermic and requires energy input, which must be provided without emissions if the process is to be CO2-free. One option is to use electricity provided from clean sources. Resistive heaters are challenged by low heat flux […]

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Developing Knowledge Mobilization Strategies to create Dementia-inclusive Spaces for Community Access, Participation, and Engagement (DemSCAPE)

Multiple municipalities in Metro Vancouver have committed to making their communities dementia- friendly. This includes ensuring that streets and outdoor spaces in the communities are easy to access and help people living with dementia be out and about and perform activities outside their homes. To help municipalities achieve their vision of dementia-friendly streets and outdoor […]

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Demonstrating the Effectiveness of Stabilization and Convergence Acceleration Techniques in ANSYS Fluent

Design of many new products, including transportation vehicles to wind turbines to artificial heart valves, relies on simulation of fluid flow through and around objects. With advances in computational hardware and software, such simulations have become increasingly accurate and reliable. However, these simulations can still be very slow, or even completely fail to produce a […]

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