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博士项目:利用图形处理器与机器学习技术研究云层及野火烟柱中的三维辐射现象

瓦赫宁根大学及研究中心Wageningen University and Research

Wageningen · 荷兰

全额资助截止:2026年11月2日导师与申请资料 ↓

01项目概览

该博士项目致力于开发一种蒙特卡洛光线追踪算法,以模拟云层与野火烟柱中的三维辐射相互作用,从而提升气候和太阳预报的精度。申请者将与计算机科学同行合作进行 GPU 优化工作,并研发机器学习去噪技术,以加快光线追踪算法的运行效率。

02研究内容

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Your job: This PhD project is part of ORCRIST: Optimized Ray-tracing for Cloud-Radiation Interaction Simulations in 3D using GPUs and Machine Learning, funded by the NWO Open Technology Programme. Sunlight and heat radiation move through the atmosphere in three dimensions, yet almost every weather and climate model still treats radiation as a purely vertical process. We want to change that. As a PhD candidate in Wageningen, you will help build the first Monte Carlo ray tracer for the atmosphere that is fast enough for forecasting, and use it to find out how 3D radiation shapes clouds, solar energy availability, climate sensitivity and wildfire plumes. You will work in a tandem with a fellow PhD student in computer science at Leiden University, who focuses on GPU optimization, while you lead the physics. Together you will develop a machine-learning denoiser that brings the ray tracer to operational speed. Your research has a clear route to society: throughout the project you will work with a user committee of KNMI, weather forecasting company Whiffle, TNO, software company VORtech and Columbia University. Your duties and responsibilities include: Setting up three benchmark simulations in the GPU-accelerated model MicroHH: solar energy forecasting, tropical climate, and a real wildfire plume. Developing a 3D thermal radiation solver within the RTE-RRTMGP-CPP ray tracer, including smart strategies for sampling radiation sources. Quantifying how 3D radiation changes clouds, surface irradiance and plume dynamics compared to conventional 1D radiation. Co-developing a physics-informed machine-learning denoiser with your Leiden colleague, and evaluating it together with the user committee in operational settings. Publishing your results in leading journals and presenting them at international conferences and to users from the field. You will work here: We are: ​The mission of Wageningen University & Research is “To explore the potential of nature to improve the quality of life”. Under the banner Wageningen University & Research, Wageningen University and the specialised research institutes of the Wageningen Research Foundation have joined forces in contributing to finding solutions to important questions in the domain of healthy food and living environment. With its roughly 30 branches, 7,600 employees (6,700 fte) and 13,100 students and over 150,000 participants to WUR’s Life Long Learning, Wageningen University & Research is one of the leading organisations in its domain. The unique Wageningen approach lies in its integrated approach to issues and the collaboration between different disciplines. Read the 5 reasons why your future colleagues enjoy working at WUR and watch the video below to get an idea of our green campus! We will recruit for the vacancy ourselves, so no employment agencies please. However, sharing in your network is appreciated. ​ Locations: Wageningen Professional field: PhD & EngD Educational level: Masters degree Apply before: 2-11-2026

03申请条件

您的素质: 您对大气现象的本质充满好奇,并乐于将物理层面的理解转化为可运行的代码。您喜欢跨学科合作,并能与物理学家和计算机科学家清晰沟通。 您还具备: 已成功完成气象学、物理学、应用数学、计算科学或相关领域的理学硕士学位。 具备扎实的编程技能(如 C++ 和 Python);拥有使用 GPU 计算(CUDA)、高性能计算或机器学习的经验则更为有利。 对辐射传输、云层及大气物理有浓厚的兴趣。 出色的英语能力,包括书面和口语表达。 针对此职位,期望您英语水平达到C1级别。有时需要提交国际认可的英语能力证明证书。更多相关信息可在此处查看。

04资助与待遇

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We offer: Wageningen University & Research offers excellent terms of employment . A few highlights from our Collective Labour Agreement include: Partially paid parental leave; working hours that can be discussed and arranged so that they allow for the best possible work-life balance; there is a strong focus on vitality and you can make use of the sports facilities available on campus for a small fee; a fixed year-end bonus of 8.3%; excellent pension scheme. In addition to these first-rate employee benefits, you will receive a fully funded PhD position and you will be offered a course program tailored to your needs and the research team. The gross salary for the first year is € 3204,- per month rising to € 4051,- in the fourth year in according to the Collective Labour Agreements for Dutch Universities (CAO-NU) (scale P). This is based on a full-time working week of 38 hours. We offer a temporary contract for 18 months which will be extended for the duration of the project if you perform well. We encourage development and internal mobility within our organisation. Our recruitment and selection policy sets out the conditions that apply specifically to you as a (former) employee. If you have any questions, we are happy to help. You will work on the greenest and most innovative campus in the Netherlands, in an international and open working environment. Coming from abroad: Wageningen University & Research is the university and research centre for life sciences. The themes we deal with are relevant to everyone around the world and Wageningen, therefore, has a large international community and a lot to offer to international employees. Because we expect you to work and live in the Netherlands our team of advisors on Dutch immigration procedures will help you with the visa application procedures for yourself and, if applicable, for your family. Feeling welcome also has everything to do with being well informed. Wageningen University & Research's International Community page contains practical information about what we can do to support international employees coming to Wageningen. Furthermore, our Welcome Center can assist you with any additional advice and information about for example housing, opening a bank account, dual career programs or schooling. Finally, certain categories of international staff may be eligible for a tax exemption on a part of their salary during the first five years in the Netherlands. Salary range: €3204 - €4051 Hours: 38 - 38 Apply for this job

05申请材料与流程

重要信息: 准备申请吗?您可直接通过我们网站职位页面上的申请按钮提交申请,这样我们可以在获得您的确认后处理您的个人信息。仅通过我们网站提交的申请才会被考虑。如需申请,请发送以下文件(总页数不超过3页): 完整且最新的个人简历(不超过2页); 动机信(最多1页)。 文件的最大长度不得超过3页。如果超过此限制,将不予考虑申请。在此阶段无需提供成绩证明或成绩单等附加文件,亦不会予以审核。 您可于2026年11月1日之前提交申请。首次面试将尽快安排进行。 补充信息表: 针对此职位,您必须填写一份必填表格,以便我们全面了解您的资质,并更精准地评估您是否适合该岗位。您可通过以下链接访问该表格: 博士项目:利用图形处理器与机器学习技术研究云层及野火烟柱中的三维辐射现象——填写申请表格 您的及时回复将确保您的申请在评估过程中得以继续推进。我们保证所提供的信息将严格保密,仅用于本次申请流程。 欢迎您加入瓦赫宁根大学及研究中心(WUR),我们高度重视多样性与包容性,因为我们认为不同的视角能够带来创新的解决方案。我们营造一种工作环境,让每个人无论背景、身份或经历如何,都能感受到被欢迎、安全且受到重视。共同致力于构建一种文化,使每个人的独特贡献为组织的成功做出贡献。