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Modelling and Stochastic Simulation of Supply Chains

PGR-P-2006

Key facts

Type of research degree
PhD
Application deadline
Ongoing deadline
Country eligibility
International (open to all nationalities, including the UK)
Funding
Competition funded
Supervisors
Dr Nadhir Ben Rached
Schools
School of Mathematics
Research groups/institutes
Applied Mathematics, Probability and Financial Mathematics, Statistical methodology and probability, Statistics
<h2 class="heading hide-accessible">Summary</h2>

Supply chains are coordinated flows of materials from the suppliers to the locations where they are consumed [1]. Their dynamics can be very complex due for instance to the increasing complexity of today's industry. Severe disruptions of supply chains is another reason that makes the modelling and simulation of supply chains very challenging. For instance, during Covid-19 pandemic, supply chains were severely disrupted, and the production were negatively affected [2]. For these reasons, accurate modelling and simulation of complex supply chains are of paramount practical interest to avoid severe disruptions and to enhance supply chain's resilience. <br /> <br /> The aim of the project is to use stochastic reactions networks (SRNs) to model supply chains dynamics [1]. SRNs are pure jump Markov processes that have been extensively used in the modelling of chemical reactions [3]. A preliminary plan of the project is <br /> - Understand the notion of SRNs and how they are used to model chemical reactions. Moreover, get familiar with exact and approximate schemes used to simulate SRNs. <br /> - Build the analogy between chemical reactions and supply chains modelling. Moreover, introduce the notion of delayed processes to count for delays in the supply chains processes (for instance, delays that are due to disruptions). <br /> - Using the previous two steps, implement the algorithms to simulate the dynamics of supply chains. <br /> <br /> The student may work on other research directions such as<br /> <br /> - Use the concept of Monte Carlo methods to compute several statistical quantities (for instance, the expected number of a given part in the supply chain at a given future time). <br /> - Another possible idea is to perform several simulations to motivate the importance of optimal inventory management. Moreover, suggest various strategies for optimal inventory management.<br /> - Incorporate weather and climate information into the simulation process, to investigate how supply chains could be disrupted under future climate change.

<h2 class="heading hide-accessible">Full description</h2>

<p><strong>References:</strong></p> <p><br /> [1] Nai-Yuan Chiang, Yiqing Lin, and Quan Long. Efficient propagation of uncertainties in manufacturing supply chains: Time buckets, L-leap, and multilevel monte carlo methods. Operations Research Perspectives, 7:100144, 2020.</p> <p>[2] Christopher W. Craighead, David J. Ketchen Jr., and Jessica L. Darby. Pandemics and supply chain management research: Toward a theoretical toolbox*. Decision Sciences, 51(4):838–866, 2020.</p> <p>[3] David F Anderson. A modified next reaction method for simulating chemical systems with time dependent propensities and delays. The Journal of chemical physics, 127(21):214107, 2007</p>

<h2 class="heading">How to apply</h2>

<p>Formal applications for research degree study should be made online through the <a href="https://www.leeds.ac.uk/research-applying/doc/applying-research-degrees">University's website</a>.Please state clearly in the Planned Course of Study section that you are applying for <em><strong>PhD Statistics FT,</strong></em> in the research information section that the research degree you wish to be considered for is <em><strong>Modelling and Stochastic Simulation of Supply Chains</strong></em> as well as <a href="https://eps.leeds.ac.uk/faculty-engineering-physical-sciences/staff/12206/dr-nadhir-ben-rached">Dr Nadhir Ben Rached</a> as your proposed supervisor and and in the finance section, please state clearly <em><strong>the funding that you are applying for, if you are self-funding or externally sponsored</strong></em>.</p> <p>If English is not your first language, you must provide evidence that you meet the University's minimum English language requirements (below).</p> <p><em>As an international research-intensive university, we welcome students from all walks of life and from across the world. We foster an inclusive environment where all can flourish and prosper, and we are proud of our strong commitment to student education. Across all Faculties we are dedicated to diversifying our community and we welcome the unique contributions that individuals can bring, and particularly encourage applications from, but not limited to Black, Asian, people who belong to a minority ethnic community, people who identify as LGBT+ and people with disabilities. Applicants will always be selected based on merit and ability.</em></p> <p>Applications will be considered on an ongoing basis.  Potential applicants are strongly encouraged to contact the supervisors for an informal discussion before making a formal application. We also advise that you apply at the earliest opportunity as the application and selection process may close early, should we receive a sufficient number of applications or that a suitable candidate is appointed.</p> <p>Please note that you must provide the following documents at the point you submit your application:</p> <ul> <li>Full Transcripts of all degree study or if in final year of study, full transcripts to date</li> <li>Personal Statement outlining your interest in the project</li> <li>CV</li> </ul>

<h2 class="heading heading--sm">Entry requirements</h2>

Applicants to research degree programmes should normally have at least a first class or an upper second class British Bachelors Honours degree (or equivalent) in an appropriate discipline. The criteria for entry for some research degrees may be higher, for example, several faculties, also require a Masters degree. Applicants are advised to check with the relevant School prior to making an application. Applicants who are uncertain about the requirements for a particular research degree are advised to contact the School or Graduate School prior to making an application.

<h2 class="heading heading--sm">English language requirements</h2>

The minimum English language entry requirement for research postgraduate research study is an IELTS of 6.0 overall with at least 5.5 in each component (reading, writing, listening and speaking) or equivalent. The test must be dated within two years of the start date of the course in order to be valid. Some schools and faculties have a higher requirement.

<h2 class="heading">Funding on offer</h2>

<p><strong>Self-Funded or externally sponsored students are welcome to apply.</strong></p> <p><strong>UK</strong> – The <a href="https://phd.leeds.ac.uk/funding/209-leeds-doctoral-scholarships-2022">Leeds Doctoral Scholarships</a>, <a href="https://phd.leeds.ac.uk/funding/234-leeds-opportunity-research-scholarship-2022">Leeds Opportunity Research Scholarship</a> (open from October 2024 for October 2025 entry) and and <a href="https://phd.leeds.ac.uk/funding/55-school-of-mathematics-scholarship">School of Mathematics Scholarships</a>.  <a href="https://phd.leeds.ac.uk/funding/60-alumni-bursary">Alumni Bursary</a> is available to graduates of the University of Leeds.</p> <p><strong>Non-UK</strong> – The <a href="https://phd.leeds.ac.uk/funding/48-china-scholarship-council-university-of-leeds-scholarships-2021">China Scholarship Council - University of Leeds Scholarship</a> is available to nationals of China (now closed for 2024/25 entry – open from October 2024 for October 2025 entry). The <a href="https://phd.leeds.ac.uk/funding/73-leeds-marshall-scholarship">Leeds Marshall Scholarship</a> is available to support US citizens. <a href="https://phd.leeds.ac.uk/funding/60-alumni-bursary">Alumni Bursary</a> is available to graduates of the University of Leeds.</p> <p><strong><em>Important:</em> </strong> Any costs associated with your arrival at the University of Leeds to start your PhD including flights, immigration health surcharge/medical insurance and Visa costs are <em><strong>not</strong></em> covered under this studentship.</p> <p>Please refer to the <a href="https://www.ukcisa.org.uk/">UKCISA</a> website for information regarding Fee Status for Non-UK Nationals.</p>

<h2 class="heading">Contact details</h2>

<p>For general enquiries about applications, contact our Doctoral College Admissions by email to <a href="mailto:maps.pgr.admissions@leeds.ac.uk">maps.pgr.admissions@leeds.ac.uk</a></p> <p>For questions about the research project, contact Dr Nadhir Ben Rached by email to <a href="mailto:n.benrached@leeds.ac.uk">n.benrached@leeds.ac.uk</a></p>


<h3 class="heading heading--sm">Linked research areas</h3>