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C Unluer

Top university

1 month ago

Integrating Machine Learning and Carbonation Treatments for Sustainable Waste-Derived Cementitious Materials The University of Manchester in United Kingdom

Degree Level

PhD

Field of study

Environmental Science

Funding

Funded PhD Project (Students Worldwide)

Deadline

Year round applications

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Country

United Kingdom

University

The University of Manchester

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Keywords

Environmental Science
Materials Science
Civil Engineering
Waste Management
Material Characterization
Sustainable Construction
Circular Economy
Carbon Sequestration
Data-driven Modeling
Machine learning

About this position

The University of Manchester invites applications for a 3.5-year PhD project focused on integrating machine learning and carbonation treatments to develop sustainable, waste-derived cementitious materials. This research addresses the urgent need for low-carbon construction materials as the industry transitions to net zero, targeting both waste reduction and CO₂ emissions mitigation. Conventional Portland cement production is a major contributor to global CO₂ output, while vast quantities of alkaline industrial wastes—such as steel slags, incinerator bottom ash, and construction and demolition waste—are underutilised. These wastes, rich in calcium and magnesium, can undergo mineral carbonation, enabling permanent CO₂ sequestration and transformation into supplementary cementitious materials (SCMs) that partially replace Portland cement.

The project will tackle the challenge of waste variability by combining experimental carbonation treatments with advanced machine learning (ML) techniques. Experimental data will be used to train ML models that correlate waste properties, process parameters (e.g., CO₂ flow rate, solution chemistry, temperature), and cementitious performance metrics (CO₂ uptake, reactivity, strength, durability). These models will guide targeted experiments, predict material performance, and establish efficient, transferable workflows for waste treatment and utilisation. The research will generate structured datasets, validated ML models for CO₂ sequestration and reactivity prediction, and design guidelines for matching waste types to specific applications.

As part of the Manchester CREATES team (Concrete Materials, Resource Efficiency and Advanced TEchnology for Sustainability), the successful candidate will engage in interdisciplinary research at the intersection of materials science, civil engineering, and data science. The project offers opportunities to develop expertise in materials characterisation, process optimisation, and digital modelling, contributing to the advancement of circular, low-carbon concrete solutions for the UK construction sector.

Eligibility and Requirements: Applicants should hold or expect to achieve at least a 2.1 honours degree or a master’s (or international equivalent) in a relevant science or engineering discipline. A strong understanding of alternative cement binder systems, concrete sample preparation and testing, and analyses involving reaction mechanisms, mechanical performance, and microstructural development is essential. English language proficiency is required for non-native speakers.

Funding: This PhD is primarily for self-funded students. However, exceptional candidates may be considered for Faculty funding, which covers an annual tax-free stipend of £20,780 (with expected annual increases) and full tuition fees. Additional scholarships and awards may be available at university, faculty, and department levels for both UK and international students.

Application Process: Applications are accepted year-round, but early application is recommended as the advert may be removed once filled. Prospective applicants are strongly encouraged to contact the supervisor, Prof C Unluer, before applying, providing details of their academic background, experience, and motivation for the project. Applications must be submitted online, specifying the project title, supervisor, funding status, previous study details, and two referees. Required supporting documents include transcripts, CV, a supporting statement, and referee contact details. Incomplete applications will not be considered.

For more information on the research team, visit www.manchestercreates.com. For application details and to apply, visit the University of Manchester application portal. For queries, contact the admissions team at [email protected].

The University of Manchester is committed to equality, diversity, and inclusion, and encourages applications from candidates of all backgrounds, including those returning from career breaks or seeking flexible study arrangements.

Funding details

Funded PhD Project (Students Worldwide)

What's required

Applicants should have, or expect to achieve, at least a 2.1 honours degree or a master’s (or international equivalent) in a relevant science or engineering discipline. Candidates must demonstrate a good understanding of alternative cement binder systems, concrete sample preparation and testing, and analyses involving reaction mechanisms, mechanical performance, and microstructural development. English language proficiency is required if applicable. Supporting documents include transcripts, CV, a supporting statement, and contact details for two referees.

How to apply

Apply online through the University of Manchester website. Specify the project title, supervisor name, funding status, previous study details, and two referees. Contact the supervisor before applying and include a motivation paragraph. Submit all required documents; incomplete applications will not be considered.

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