Lead Scientist, Artificial Intelligence

Singapore - Singapore

Monthly Salary: Not Disclosed

Posted on: Yesterday

Vacancies: 1 Vacancy

Job Summary

Job Title:

Lead Scientist Artificial Intelligence

Job Description:

The Role:

The mission of this job is tolead the development and integration of Agentic AI to accelerate product development with the help of Modeling and Simulations. Developed AI tools will disseminate Modeling and simulation capabilities within Entegris and hence provide a strong platform to competitively position Entegris in the market

TheLeadAIEngineer will buildAgentic AI and ML surrogates that automate simulation workflowsgenerate synthetic data at scale deliverinstantsimulation predictions and enable inverse design

In this role you will:

Architect workflows for endtoend automation of Modeling & Simulation steps via an agentic AI interface

Create framework for generating large and labeled synthetic datasets produced from automated parametric sweeps and DOE plans. Prepare data for rapid Machine Learning(ML) experimentation

Choose and develop appropriate ML surrogates for Entegris products to deliver instant estimates versus full physics runs

Develop inverse design methods to translate customer specs into optimized design candidates using surrogate models

Demonstrate significant time savings by reducing developed workflow durations from days to minutes for at leastoneworkflow each validated against experimental data with 90% accuracy

Discuss propose and present results to engineering and management teams

Traits we believe make a strong candidate:

MS or PhD preferred inComputer scienceMechanical Engineering Aerospace Engineering Chemical Engineering Materials ScienceorApplied Physics

Strong working knowledge ofMachine Learning techniquesrelevant to engineering datathat include regression basedsurrogate modelingNeural networks (e.g. CNNs GNNs) where applicable to geometry or field data

Demonstrated experience in preparing simulation data for rapidML experimentation and developing ML surrogate modelsfor instant predictions

Experience in developing or applyinginverse design methods

Hands onexperienceindesigningagentic AI systemsor complex AIdriven workflows includingmulti step goal-oriented task executionorchestration of multiple specialized components (agents tools APIs)

Strong foundation inphysicsbased Modeling & Simulation.Expert level use of CFD and FEM simulations specific to computational tools like Ansys Comsol Abaqus and or opensource toolslike openFoam is required

Strong proficiency in Python /C/Cforsimulation software APIs and handling large simulation outputs

Demonstratedexperience in validating AI/ML outputs against experimental or trusted reference data

Any domain knowledge relating to Multiphysics multiphase and porous flows is an advantage

Strong communication ability to interact with personnel with different levels of experience and backgrounds

Contribute positively to a teamwork environment

Your success will be measured by:

The candidate will need to interact with people from all levels of experience within Entegris Business units and external research institutes. The candidate not only needs to demonstrate innovation and creativity but also needs to be accountable for project deliverables and commitments. To ensure success and excellence the candidate needs to consistently set high standards for oneself for best-in-class outcomes in all areas of work

Required Experience:

Job Title:Lead Scientist Artificial IntelligenceJob Description:The Role:The mission of this job is tolead the development and integration of Agentic AI to accelerate product development with the help of Modeling and Simulations. Developed AI tools will disseminate Modeling and simulation capabiliti...