Advanced Multiscale Process Modeling Engineer

3 - 8 Years
Hyderabad
Not Disclosed by Recruiter

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Posted: 17 days agoOpenings: 1Job Applicants: 27Job Views: 259

Job Description

As an Advanced Modeling Engineer in the Technology Development Group at Micron Technology, Inc., you will be responsible for developing first-principles physical, chemical, thermal, mechanical, materials, and statistical/ML/AI models for unit processes (such as, Plasma etch, Wet etch, ALE, CVD/ALD/Diffusion, PVD, CMP, etc. that enables manufacturing of next generation memory chips). You will model the unit process at multiple length scales, calibrate against process data, and train the models to provide for predictive unit-process modeling capability. You will contribute and develop modeling workflows, platforms, and applications working with other members of the TDE modeling team.

Responsibilities include but are not limited to:

  • Development of unit-process models and its cross-interactions in a process flow
  • Perform process space exploration, and statistical studies to derive margin and sensitivity
  • Perform process simulations, validation, optimization, and devise predictive control strategies
  • Build unit-process models to better predict memory scaling roadmap
  • Estimate impact of process on structural stability, electrical performance, yield, and reliability
  • Model and simulate processes at reactor-, wafer-, die-, and feature-scale
  • Modeling of plasma in reactor/equipment, plasma-surface/materials interactions, and feature profile evolution
  • Process simulations using various methods: MC, MD, phase-field, cellular-automata, level-set, computational fluid dynamics (NS and LBM), reactive multiphase flows, micro-/nano-fluidics, immersed boundary, mesh-free, and various finite-differences, finite-elements, and finite volume simulations of mass, heat, and fluid transport
  • Perform mesh generation, structure conversions, algorithms and software development, large-scale visualization, and parallel programming
  • Development of advanced numerical methods, meshing algorithms, multi-scale modeling and coupling schemes, and stand-alone applications
  • Work with process teams and equipment suppliers to deliver process-equipment models to process teams
  • Develop stress/strain models that captures process-induced deformation and failures using finite element structural mechanics, thermo-mechanical, and fluid-structure simulations
  • Apply and implement ML/AI techniques for process analytics
  • Design, develop, test, deploy and maintain applications/software

Qualifications:

  • 3+ years of experience in the use of process modeling tools
  • 3+ years of experience in multi-scale multi-physics modeling/simulations
  • 2+ years of experience in statistical, machine learning, and AI techniques
  • 2+ years of experience with stress/strain modeling
  • Strong background in thermodynamics and kinetics
  • Strong background in semiconductor processes and fabrication
  • Strong background in machine learning algorithms and image processing
  • Strong knowledge of solid mechanics
  • Experience with application development is strongly desired
  • Excellent verbal and written communication skills with the ability to operate across large teams in a fast-paced dynamic environment

Required Candidate profile

Education:

  • A MS/M.Tech or PhD in Chemical Engineering, Electrical Engineering, Computer Science, Materials Science, Physics, Chemistry, Mechanical Engineering, or related discipline.

Salary: Not Disclosed by Recruiter

Industry:IT-Hardware & Networking

Functional Area:Analytics & Business Intelligence

Role Category:Analytics & BI

Role:Data Analyst

Employment Type:Full Time, Permanent

Keyskills

Desired Candidate Profile

Please refer to the Job description above

Education-

PG:M.Tech - Any Specialization

Doctorate:Ph.D - Chemical, Chemistry, Computers, Electrical, Mechanical

Company Profile

Micron Technology Operations India LLP

Micron Technology Operations India LLP
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Recruiter Name:HR

Contact Company:Micron Technology Operations India LLP

Reference Id:141349

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