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Advanced Multiscale Process Modeling Engineer

3.00 to 8.00 Years   Hyderabad   26 May, 2020
Micron Semiconductor Asia Pte Ltd
Job LocationHyderabad
EducationNot Mentioned
SalaryNot Disclosed
IndustryConsumer Durables / Electronics
Functional AreaSales / BD
EmploymentTypeFull-time

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

    As the leader in innovative memory solutions, Micron is helping the world make sense of data by delivering technology that is transforming how the world uses information. Through our global brands - Micron, Crucial and Ballistix - we offer the industrys broadest portfolio. We are the only company manufacturing todays major memory and storage technologies: DRAM, NAND, NOR and 3D XPoint memory. Our solutions are purpose built to leverage the value of data to unlock financial insights, accelerate scientific break throughs and enhance communication around the world.

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    Keyskills :
    computational fluid dynamicscontinuous improvement facilitation plasma etchprocess flow finite volumefluid dynamics modeling tool

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