Huidige banen gerelateerd aan Graduation Project: New generation of Hybrid Genetic Search for vehicle routing - Zoetermeer - ORTEC


  • Zoetermeer, Zuid-Holland, Nederland ORTEC Voltijd

    Job OpportunityAt ORTEC, we are seeking a talented master student to contribute to the development of a hybrid genetic search algorithm for the Vehicle Routing Problem with Time Windows (VRPTW). Our team has built a winning solver for the DIMACS 2022 challenge, and we aim to further improve its performance.Your ChallengeYou will work on PyVRP, an open-source...


  • Zoetermeer, Zuid-Holland, Nederland ORTEC Voltijd

    Job OpportunityAt ORTEC, we are seeking a talented master student to contribute to the development of a hybrid genetic search algorithm for the Vehicle Routing Problem with Time Windows (VRPTW). Our team has built a winning solver for the DIMACS 2022 challenge, and we aim to further improve its performance.Your ChallengeYou will work on PyVRP, an open-source...


  • Zoetermeer, Zuid-Holland, Nederland ORTEC Voltijd

    Job DescriptionAt ORTEC, we are pushing the boundaries of optimization algorithms to solve complex problems in logistics and transportation. We are seeking a talented master student in computer science, operations research, or artificial intelligence to join our team and contribute to the development of our hybrid genetic search algorithm for the Vehicle...


  • Zoetermeer, Zuid-Holland, Nederland ORTEC Voltijd

    Job DescriptionAt ORTEC, we are pushing the boundaries of optimization algorithms. Our team has developed a hybrid genetic search algorithm that excelled in the DIMACS 2022 challenge for the Vehicle Routing Problem with Time Windows (VRPTW). We are now looking for a master student to further improve the algorithm's performance by making its internal steps...


  • Zoetermeer, Zuid-Holland, Nederland ORTEC Voltijd

    About the ProjectORTEC is seeking a talented master student to develop a new generation of hybrid genetic search algorithm for the Vehicle Routing Problem with Time Windows (VRPTW). The project aims to improve the performance of the existing algorithm by making internal steps more intelligent.Your RoleYou will build on PyVRP, an open-source implementation of...


  • Zoetermeer, Zuid-Holland, Nederland ORTEC Voltijd

    About ORTECORTEC is a leading provider of data-driven solutions for the transportation industry. We leverage advanced mathematics and data analytics to create value for businesses and society at large.The ChallengeDriver shortage is a significant challenge in the transportation industry. ORTEC aims to address this issue by incorporating driver satisfaction...


  • Zoetermeer, Nederland ORTEC Voltijd

    Job description ORTEC leverages data etand mathematics to create value for businesses and society at large. We are active in the transport industry, where we develop and implement optimization software, data analytics solutions and consultancy services. We see that this industry, instead of focusing only on costs as in the ‘80s, is now pushed by...


  • Zoetermeer, Zuid-Holland, Nederland ORTEC Voltijd

    Job DescriptionORTEC is leveraging data and mathematics to create value for businesses and society. We are active in the transport industry, where we develop and implement optimization software, data analytics solutions, and consultancy services. Our focus has shifted from solely considering costs to also addressing other objectives in optimization.Driver...


  • Zoetermeer, Nederland ORTEC Voltijd

    Job description The e-Grocery business, in which consumers shop for groceries online which will be delivered to their door, is growing rapidly. Efficiency in the delivery operations is of key importance here, so route optimization plays a large role in this business. Since customer orders come in all the time, and the order booking system needs...


  • Zoetermeer, Nederland ORTEC Voltijd

    Job description ORTEC serves several industries where routing is a crucial part of the operations, such as retail, e-grocery, and parcel delivery. In these businesses, there is a growing demand for optimization engines that not only look at efficiency, but also consider other objectives such as customer service level and driver happiness. In many...


  • Zoetermeer, Zuid-Holland, Nederland ORTEC Voltijd

    Job DescriptionORTEC is a leading company in applied mathematics, leveraging data and mathematics to create value for businesses and society. We are seeking a talented graduate student to work on a graduation project focused on optimizing employee scheduling for our nurse rostering solution.Project OverviewThe goal of this project is to evaluate the...


  • Zoetermeer, Zuid-Holland, Nederland ORTEC Voltijd

    About ORTECORTEC is a leading provider of optimization solutions for various industries, including retail, e-grocery, and parcel delivery. Our company serves businesses that rely heavily on routing and logistics to operate efficiently.The ChallengeAs a multi-objective optimization specialist, you will work on developing innovative solutions that balance...


  • Zoetermeer, Zuid-Holland, Nederland ORTEC Voltijd

    Job DescriptionORTEC is seeking a talented graduate student to work on a challenging graduation project focused on route optimization in timeslotting for the e-grocery business. As a key player in the delivery operations, route optimization plays a crucial role in ensuring efficient delivery of groceries to customers.The project involves continuously...


  • Zoetermeer, Zuid-Holland, Nederland ORTEC Voltijd

    Job DescriptionORTEC is a leading company in applied mathematics, serving various industries where routing is a crucial part of operations. We are seeking a highly motivated graduate researcher to join our team and contribute to our research in multi-objective optimization.About the RoleWe are looking for a researcher with a strong background in computer...


  • Zoetermeer, Zuid-Holland, Nederland ORTEC Voltijd

    Job DescriptionORTEC is seeking a talented data scientist to work on a graduation project focused on using AI in self-rostering. The goal is to develop a machine learning model that proposes preferences for employees, making the process less time-consuming for them.ResponsibilitiesStudy the scientific literature related to self-rostering and machine...


  • Zoetermeer, Zuid-Holland, Nederland ORTEC Voltijd

    Job DescriptionORTEC is a leading provider of data-driven solutions for the transport industry. We are seeking a talented individual to join our team and contribute to the development of our route optimization software.The successful candidate will have the opportunity to work on a challenging project that aims to incorporate driver happiness into our...


  • Zoetermeer, Zuid-Holland, Nederland ORTEC Voltijd

    About the ProjectORTEC is a leading provider of data-driven solutions for businesses and organizations. As a graduate student, you will have the opportunity to work on a challenging project that involves optimizing nurse rostering algorithms for improved efficiency.Project OverviewThe goal of this project is to evaluate the performance of current nurse...


  • Zoetermeer, Nederland AFF Recruitment & Executive Search Voltijd

    For an ambitious and leading producer within the convenience food sector, AFF Recruitment & Executive Search is looking for an experienced and driven Senior Business Development Manager with a strong focus on the airline industry. In this challenging role, you are responsible for developing new business opportunities and expanding the customer portfolio...


  • Zoetermeer, Nederland ORTEC Voltijd

    Job description ORTEC leverages data and mathematics to create value for businesses and society at large. They develop a leading employee rostering solution for various industries. The optimization module creates schedules for employees such that hard constraints (e.g., labor rules) are not violated and soft constraints (e.g., preferences of employees...


  • Zoetermeer, Zuid-Holland, Nederland ORTEC Voltijd

    Job OverviewORTEC is seeking a talented master's student to investigate and develop advanced algorithms for time-dependent shortest path planning in static graphs. The goal is to improve our current algorithms to consider traffic congestion and compute optimal routes for various scenarios.Key ResponsibilitiesDevelop and implement advanced data structures and...

Graduation Project: New generation of Hybrid Genetic Search for vehicle routing

4 maanden geleden


Zoetermeer, Nederland ORTEC Voltijd

Job description

At ORTEC, we built: it won the DIMACS 2022 challenge for the Vehicle Routing Problem with Time Windows (VRPTW). It is a hybrid genetic search algorithm that relies on clever data structures and algorithms to efficiently explore the huge space of possible route configurations and we continuously research potential improvements. While the algorithm is fast and efficient in searching a large search space, many internal steps and parameters are defined heuristically or even random. Can we improve the performance by making these steps more intelligent? 

Your challenge 

You will build on PyVRP, an open-source implementation of the hybrid genetic search algorithm for the VRPTW that originated from ORTEC’s winning solver for the DIMACS challenge. You will evaluate PyVRP on large real-world problem instances and push its limits to maximize performance in a short amount of time. You have freedom on how to achieve these goals, from optimizing parameters to implementing additional initialization strategies or new genetic algorithm concepts, clever code optimizations or using machine learning to guide internal decisions of the algorithm. Naturally, we will help you identify a promising research direction 

Who you are

You are a master student in computer science, operations research or artificial intelligence  You are comfortable with Python and have experience with optimization algorithms  Experience with compiled languages like c++ and/or running computational jobs on (cloud) compute infrastructure is a pre  You are currently living in the Netherlands and you are studying at a Dutch University   You communicate fluently in English, verbally and in writing  You are available for 6 months for 32-40 hours a week 

What we offer

Entrance to the most passionate powerhouse in applied mathematics. We share a drive to use our problem-solving skills to improve our planet, from the world at large to our own backyard.  Inclusion in a company founded by graduate students back in 1981, which today still fosters its students by: Excellent supervision during your graduation project. Good internship allowance, laptop, and other office facilities. An open, kind, and fun culture. Young ORTEC, an association that organizes all kinds of activities for juniors, mediors, and graduate students at ORTEC, including Thursday afternoon drinks at our own bar “ORTap”. 

Did we peak your interest? Then upload your CV, motivation letter and grade lists (BSc and MSc in one PDF if applicable). The recruitment process will consist of two online assessments, first interview, and a second interview with a case. 

What to expect

We will help you to thrive in your field of expertise. We offer development programs, tailored to your individual needs and function requirements, including opportunities to attend courses and seminars. We offer challenging, practical hands-on experience with opportunities to work abroad. We operate in a flat organizational structure that keeps communication lines short. The atmosphere is open, informal, cooperative and positive.