PhD Position in Surrogate-Enabled Uncertainty Quantification for Water Quality Modeling

7 dagen geleden


Delft, Zuid-Holland, Nederland TU Delft Voltijd
Job Overview

This PhD position offers an exciting opportunity to address the challenge of uncertainty quantification in reactive transport models for groundwater quality. The successful candidate will develop surrogate models tailored to reactive transport models and integrate them into an uncertainty quantification framework.

Key Responsibilities
  • Design and implement surrogate modeling strategies for efficient uncertainty quantification of reactive transport models.
  • Evaluate and propagate surrogate model errors to improve uncertainty estimates.
  • Apply the developed framework to real-world case studies in collaboration with international working groups in the field of water quality modeling.
Requirements
  • Very good Master's degree in a relevant field such as environmental science, environmental engineering, hydrogeology, physics, or applied mathematics.
  • Strong interest in uncertainty quantification, Bayesian statistics, and machine learning techniques. Demonstrated experience in at least one of these areas is a plus.
  • Familiarity with numerical modeling and scientific programming, for example using Python, Julia or R.
  • Experience in modeling reactive transport in groundwater is preferred.
  • Very good written and spoken English as you will be working in an international community.
  • Enthusiasm for interdisciplinary research involving experts from hydrogeology to statistics.
Conditions of Employment

Doctoral candidates will be offered a 4-year period of employment in principle, but in the form of 2 employment contracts. An initial 1.5 year contract with an official go/no go progress assessment within 15 months. Followed by an additional contract for the remaining 2.5 years assuming everything goes well and performance requirements are met.

Salary and benefits are in accordance with the Collective Labour Agreement for Dutch Universities, increasing from € 2770 per month in the first year to € 3539 in the fourth year. As a PhD candidate you will be enrolled in the TU Delft Graduate School. The TU Delft Graduate School provides an inspiring research environment with an excellent team of supervisors, academic staff and a mentor. The Doctoral Education Programme is aimed at developing your transferable, discipline-related and research skills.

The TU Delft offers a customisable compensation package, discounts on health insurance, and a monthly work costs contribution. Flexible work schedules can be arranged.

About TU Delft

Delft University of Technology is built on strong foundations. As creators of the world-famous Dutch waterworks and pioneers in biotech, TU Delft is a top international university combining science, engineering and design. It delivers world class results in education, research and innovation to address challenges in the areas of energy, climate, mobility, health and digital society. For generations, our engineers have proven to be entrepreneurial problem-solvers, both in business and in a social context.

At TU Delft we embrace diversity as one of our core values and actively strive to be a university where you feel at home and can flourish. We value different perspectives and qualities. We believe this makes our work more innovative, the TU Delft community more vibrant and the world more just. Together, we imagine, invent and create solutions using technology to have a positive impact on a global scale.



  • Delft, Zuid-Holland, Nederland TU Delft Voltijd

    Job DescriptionContrails are a significant contributor to the climate impact of aviation. As a PhD candidate, you will work on improving the quantification and mitigation of this impact using observational data. Your research will focus on developing methods for observing contrails using remote sensing instruments and utilizing these data to improve contrail...


  • Delft, Zuid-Holland, Nederland TU Delft Voltijd

    Job OpportunityWe are seeking a highly motivated PhD candidate to join our research team at TU Delft. The successful candidate will have the opportunity to contribute to a cutting-edge research project focused on understanding the urban water vapour cycle.Research FocusThe PhD position will focus on gaining insight into the urban distribution of water...


  • Delft, Zuid-Holland, Nederland TU Delft Voltijd

    Job DescriptionThis PhD position is part of the EU MSCA Doctoral Network TWEED, which aims to train the next generation of researchers in wind energy digitalization. The project focuses on applying machine learning to improve wind resource assessments, reducing uncertainty and increasing accuracy.The successful candidate will have a strong background in wind...


  • Delft, Zuid-Holland, Nederland TU Delft Voltijd

    Research Opportunity in 6G NetworksWe are seeking a highly motivated PhD student to join our research team in the Faculty of Electrical Engineering, Mathematics and Computer Science at TU Delft. The successful candidate will work on optimizing AI algorithms for base stations with different hardware and computing capabilities in the context of 6G...


  • Delft, Zuid-Holland, Nederland TU Delft Voltijd

    Job DescriptionThe emergence of general-purpose large AI models, known as "foundation models," has revolutionized the field of artificial intelligence. However, their application to critical areas like climate, environment, and natural energy often lacks interpretability and reliability. Integrating principles of physical consistency into these models is...


  • Delft, Zuid-Holland, Nederland TU Delft Voltijd

    Job OverviewWe are seeking a highly motivated PhD student to join our research team at TU Delft, focusing on electrokinetic studies of clay/water interfaces. This project is part of the FLUXIONIC European doctoral network, an interdisciplinary collaboration between academic and industrial partners in 8 countries.Research ContextThe PhD student will...


  • Delft, Zuid-Holland, Nederland Delft University of Technology Voltijd

    PhD position: Insight into urban water vapour.Challenge: Understanding urban water vapour.Change: Use crowdsourcing, experiments & modelling.Impact: Combating heat stress, creating a livable city.Job descriptionClimate change is already affecting the way we as a society experience the weather. More extremes in temperature, rainfall and wind means we need to...


  • Delft, Zuid-Holland, Nederland Delft University of Technology Voltijd

    Job descriptionResearch context:The PhD student will participate in the FLUXIONIC European doctoral network Marie Sklodowska-Curie Doctoral Network (MSCA-DN), an interdisciplinary European network gathering academic and industrial partners in 8 countries on the control of water and ion (and more generally soft matter) transport at the nanoscale.At these...


  • Delft, Zuid-Holland, Nederland TU Delft Voltijd

    Job DescriptionAt TU Delft, we are seeking a highly motivated PhD student to conduct research on AI alignment and responsible AI systems. The successful candidate will investigate the standards and values surrounding AI usage, particularly concerning openly available models. This entails defining what criteria these models must meet, beyond common...


  • Delft, Zuid-Holland, Nederland TU Delft Voltijd

    Job Description**Become a Pioneer in 6G Research**We are seeking a highly motivated PhD researcher to join our team at TU Delft in the field of embedded AI for 6G networks. As a PhD researcher, you will be part of a prestigious Future Network Services (FNS) flagship project, where research and entrepreneurial pursuits converge.**Research Focus**Your research...


  • Delft, Zuid-Holland, Nederland Delft University of Technology Voltijd

    36-40 hours per week Challenge: Understanding uncertainties and their impacts on geotechnical structures and infrastructures.Change: Quantifying risks explicitly using a reliability framework.Impact: Delivering innovative and safe geotechnical solutions to build a sustainable society. Job descriptionThere is an increasing need to quantify the performance...


  • Delft, Zuid-Holland, Nederland Delft University of Technology Voltijd

    The Delft Centre for Entrepreneurship (DCE) within the Delft University of Technology is seeking a motivated PhD candidate (m/f/d) to contribute to the dynamic research area of Technology Entrepreneurship with a focus on Immersive Virtual and Augmented Technology and Additive Manufacturing (3D Printing).Job descriptionThe Delft Centre for Entrepreneurship,...


  • Delft, Zuid-Holland, Nederland TU Delft Voltijd

    Job DescriptionThe emergence of general-purpose large AI models, known as "foundation models," has marked a significant advancement in AI. However, their application to critical areas like climate, environment, and natural energy often lacks interpretability and reliability, largely due to their data-driven nature. Integrating principles of physical...


  • Delft, Zuid-Holland, Nederland Delft University of Technology Voltijd

    To automate or not to automate crisis decisions? Job descriptionA major challenge in crises is the combination of complexity, time pressure and moral decisions. AI has the potential to support first responders in crowd crises decisions, yet the increasing use of AI has led to a debate about the legal and ethical implications if decisions are automated and...


  • Delft, Zuid-Holland, Nederland TU Delft Voltijd

    Job Description**About the Project**We are seeking a highly motivated PhD researcher to join our team at TU Delft to work on a project that aims to develop novel frameworks and learning approaches that integrate human behavior modeling to support decision-making in real-life scenarios.**Key Responsibilities**Develop computational methods to model human...


  • Delft, Zuid-Holland, Nederland TU Delft Voltijd

    Job DescriptionThe energy transition is driving a significant expansion of wind energy, requiring a substantial increase in installed capacity. To achieve this, larger turbine sizes with increased rotor diameters are being developed. This PhD project is part of the NEXTgenT MSCA Doctoral Networks, aiming to train the next generation of engineers to design...


  • Delft, Zuid-Holland, Nederland Delft University of Technology Voltijd

    3D Perception and Large Language ModelsJob descriptionThe world we inhabit is highly structured. Consider how humans operate in a 3D environment, where passive objects and active agents (e.g. machines, humans, and animals) coexist. Understanding scenes and spatial awareness is fundamental for enabling robots to interact with their surroundings effectively....


  • Delft, Zuid-Holland, Nederland TU Delft Voltijd

    Job DescriptionWe are seeking a highly motivated and talented PhD candidate to join our research team at TU Delft. The successful candidate will be part of a dynamic and interdisciplinary team working on the development of luminescent materials for sustainable energy technology.Research ProjectThe PhD project will focus on the development of new luminescent...


  • Delft, Zuid-Holland, Nederland TU Delft Voltijd

    Job OpportunityAt TU Delft, we are seeking a highly motivated and exceptional PhD candidate to join our Intelligent Sustainable Prognostics (iSP) Group for Operations & Maintenance, Department of Aerospace Structures and Materials.Research FocusThe selected candidate will focus on developing a self-learning, prognostics-based blade load control methodology....


  • Delft, Zuid-Holland, Nederland TU Delft Voltijd

    Job DescriptionAt TU Delft, we are seeking a highly motivated PhD candidate to join our Intelligent Sustainable Prognostics (iSP) Group for Operations & Maintenance, Department of Aerospace Structures and Materials. The successful candidate will contribute to the development of a self-learning, prognostics-based blade load control methodology to maintain...