Using computer based models, the optimal time will be determined at which to schedule machine maintainence and tool replacement on a set of production tools in common use at Linamar Corporation.

In the past decade, deep learning models have demonstrated their highest performance for a variety of tasks. These models outperformed classical machine learning models and even humans in terms of performance and accuracy. However, previous research indicated that these models are vulnerable to out-of-distribution and adversarial inputs. Ideally, these inputs should be rejected by the […]

Medical images were collected from cervical tumors from mice undergoing cancer treatment using radiation to kill cancer cells and shrink tumors. The purpose is to discover new biological molecules and observe the immune system reacts during radiation treatment. These images will be analyzed by MATLAB, which is a computer platform. MATLAB will perform a couple […]

Jefferson Salamander (Ambystoma jeffersonianum) and co-occuring occurring unisexual Ambystomids (Ambystoma laterale – (2) jeffersonianum) are endangered species in Canada. Many populations in Canada are experiencing going threats and pressures from habitat loss and fragmentation due to surrounding land uses which include residential areas, agricultural fields, and road networks. This project will focus on locating and […]

Linamar uses sensors and gauges to monitor machine performance in factories across the world. However, the infrastructure to fully exploit such data to improve productivity and performance is currently limited as there is no integrated environment available to uniformly collect, manipulate and analyze the data. The primary objective of this project is to create an […]

This project will focus on the design, creation and validation of a model to forecast replacement requirements within the Muratec MW200 lathes. The overall project objective is to produce a model defining the relationship between machine state and upcoming maintenance needs. The primary focus is a turning machine (automated lathe) that has a selection of […]

Non-profit organizations play an increasingly important role in rural regions. Yet, these organizations are chronically lacking in capacity, including being both understaffed and underfinanced, as well as having high turnover rates and loss of institutional memory as a result. This research project aims to explore how non-profit organizations and charities in rural communities deliver their […]

Wheat is a major staple food crop. Winter wheat has higher yield potential than spring wheat. Fusarium head blight (FHB), mainly caused by Fusarium graminearum is one of the major diseases of wheat. FHB related traits (visual symptoms, fusarium damaged kernels-FDK and deoxynivalenol-DON) are influenced by multiple genes or quantitative trait loci (QTL) with small […]

The partner company is a business that provides solutions for financial institutes and wealth management companies. This company has provided services to more than 100 financial firms with a total of 1 trillion Asset Under Management. The financial churn prediction is important for these client companies because leaving financial advisors is likely to lead to […]

In our contemporary world, digital systems are playing critical roles in every aspect of life. To maintain our digitalized environments safe, secure, efficient, and cost-effective, cyber risk assessment frameworks have been developed to assess the trustworthiness and effectiveness degree of an IT-based environment. However, these frameworks demand in-depth insights, expertise, and efforts to complete them […]

There remains a high incidence of foodborne illness and product recalls due to contamination such as Listeria. Salmonella and E. coli. Although a range of synthetic preservatives are available there is a preference for natural antimicrobial agents such as protective cultures. In the proposed research a novel combination of lactic acid bacteria developed by Biointeligenza […]

Development of high yielding winter wheat cultivars, resistant or tolerant to different stresses, with good agronomic and quality characteristics, is important to wheat growers and industry. Fusarium head blight (FHB) is a serious wheat disease caused by a fungus Fusarium graminearum. FHB epidemics in Ontario were reported in 1996, 2000, 2004, 2008, 2013 and 2015. […]