Advanced Modeling Manager at Micron
Req. ID: 146563Micron Technologys vision is to transform how the world uses information to enrich life and our commitment to people, innovation, tenacity, collaboration, and customer focus allows us to fulfill our mission to be a global leader in memory and storage solutions. This means conducting business with integrity, accountability, and professionalism while supporting our global community.As the Hyderabad Site Lead for Advanced Modeling activities, you will manage and coordinate the work on predictive materials, process, and structure modeling projects that support Technology Development Initiative. You will contribute to large-scale development of modeling methods and software packages to resolve complex process/structure challenges in DRAM/NAND/EM technology development. You must have strong knowledge and proven background in software development and multi-scale linking of first-principles-based (ab initio) atomic-scale modeling to nano-, micro-, meso-, and continuum-scale simulations.Responsibilities include but are not limited to:Work very closely with Boise team to develop, validate, deploy, test, and maintain advanced modeling solutionsLead, manage, motivate, and mentor the modeling engineers, and be jointly accountable to the site-level deliverablesMaintain project documentation and clearly communicate technical informationDevelop process integration models tied with machine-learning/deep-learning/AI techniques for next generation DRAM/NAND/EM memory chips, which includes modeling of the process flow, calibration, and training of the models to become predictiveBuild integrated modeling platforms to model processes and stress in complex 3D structuresEstimate structural, thermo-mechanical, thermodynamic, chemical, transport, electronic, optical, and magnetic properties using ab initio methods with density functional theory (DFT) and beyondDevelopment of first-principles and statistical/ML/DL/AI models for unit processes (such as, Plasma etch, Wet etch, ALE, CVD/ALD/Diffusion, PVD, CMP, etc.), and its cross-interactions in a process flowDevelop solutions for unit process modeling at multiple length scales, calibrate against process data, and train the models to provide for predictive unit-process modeling capabilityDevelop solid mechanics models that capture thermally-induced and process-induced deformation and failures in complex 3D structures using finite element structural mechanics, thermo-mechanical, and fluid-structure simulationsDevelopment of advanced numerical methods, meshing algorithms, structure conversions, large-scale visualization, multi-scale coupling schemes, and stand-alone applicationsProcess 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 transportContribute to development of predictive process and structure DOE models using statistical and machine learning techniquesDefine, design, and implement analytic applications that extracts data and images as inputs from relational databases and various data sources to build predictive statistical modelsWork with IT developers to implement comprehensive database solutionsApply and implement ML/AI techniques for process modeling and analyticsCoordinate collection of data required for modeling working with IT and Big Data teamNurture partnerships with universities in India to help recruit best talent.Qualifications:5+ years of experience in developing materials/process/structure modeling software3+ years of industry experience in the use of, process integration modeling tools, or, statistical/ML/AI techniques, or, multi-scale modeling, or structural mechanics modelingPrevious managerial and supervisory experience in a related fieldExcellent verbal and written communication skills with the ability to operate independently in a highly interdisciplinary fast-paced dynamic environmentEstablished track record as an excellent project manager on cutting-edge development projectsExperience with application development is strongly desiredKnowledge of quantum chemistry, statistical mechanics, plasma physics, and solid mechanicsKnowledge of density functional theory, reactive force-fields, embedded-atom methods, MC, MD, and phase field techniquesStrong background in chemical thermodynamics and kineticsStrong background in semiconductor processes and integrationStrong problem-solving skills using physical modeling and statistical/ML/AI techniquesExperience with VASP, LAMMPS, Jaguar, HPEMStrong knowledge of numerical methods, Fortran/C/C++ programming, MPI processes and threading, PYTHON/Perl/Tcl/Tk scripting languages, MATLAB, and Linux operating systems on multicore multimode architectures and GPUsBackground in Python, Hadoop, Java, and SQLStrong background in data science techniques, relational databases, machine learning algorithms, and image processingProficiency in applying statistical methods, machine learning, and AI techniques (Linear and NL regression, Bayesian Statistics, DOE, Naive Bayes, Clustering, Decision Trees, Random Forest, ANN, CNN, NLP etc.)Education:A M.S. or PhD in Electrical Engineering, Computer Science, Chemical Engineering, Mechanical Engineering, Materials Science, Physics, or related discipline.Work Location : HyderabadAbout UsAs 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 industry's broadest portfolio. We are the only company manufacturing today's 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.All qualified applicants will receive consideration for employment without regard to race, color, religion, sex, sexual orientation, gender identity, national origin, veteran or disability status.Keywords: Hyderabad || Telangana (IN-TG) || India (IN) || Technology Development || Experienced || Regular || Engineering || #LI-RR1 || Tier 4 ||
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