Process Modeling at the Wafer, Chip, Feature and Grain Scales

Understanding Process and Materials Fundamentals is central to improving IC design, fabrication and testing. Modeling and Simulation (M&S) plays a significant role in learning and using these Process and Materials Fundamentals. Coupling fabrication experience, carefully designed experiments in both fabs and labs, and M&S efforts over the last twenty years has led to essentially predictive, quantitative models for several unit operations, i.e., the equipment design, process consumables, and set-points that are used to accomplish the desired changes in wafer state for a specific process. Even semi-quantitative or qualitative models that reflect improved understanding of the fundamentals have led to improvements in several key processes.

It is important to understand what M&S can provide in order to make reasonable resource allocation decisions as well as to estimate the resources needed to provide M&S support for developing individual unit operations and process flows. In addition to personnel, software and computers, this often includes data obtained from wafer processing; i.e., expensive characterization and perhaps performance data. Such data are needed to validate and calibrate unit operations models and simulators. In process integration studies, very small differences in the change in wafer state during one or more unit operations can significantly impact IC yield.

This course is designed to show how M&S efforts can be used (in combination with empirical information) to improve our understanding of process and materials chemistry and physics. This will be accomplished by using M&S studies of selected unit operations, chosen due to their relevance in leading edge IC fabrication technology and the relatively mature status of M&S protocols for these processes. This material lays the foundation for designing and improving unit operations.

In addition to discussing the physical phenomena that are important to account for in M&S studies of selected processes, the "submodels" needed to represent these phenomena will be summarized. The physical models to be discussed include heat transfer models, mass transfer models, chemical reaction models, microstructure evolution models, and stress-strain relationships. Although simulation methods and software will be referred to during the presentations, the emphasis will be on general approaches and what can be accomplished today.

A major goal of the course is for the participant to understand process induced changes at multiple length scales; e.g., on the wafer scale, on the scale of patterns on die (chips), on the scale of features, and on the scale of grains. Such "Multiscale" M&S is a topic of considerable current interest, particularly for its ability to address "chip scale" and/or loading issues. In addition to showing two specific approaches, the advantages and limitations will be discussed. This Multiscale approach to modeling IC fabrication processes is extended to discussions of the promise of predicting IC performance from "as processed" circuits, rather than "as drawn" or idealized circuits.

This and all other courses available for onsite training.


WHAT THE COURSE COVERS:
    DAY ONE

  • Overview of Process Modeling and Simulation
  • M&S Definitions and Roles
  • Overview of M&S in Microelectronics
  • Multiscale M&S: Motivation and Status
  • Multistep M&S: Process Integration
  • Selected M&S Successes
  • Reasonable Expectations


  • Physics-Based Modeling Approach
  • Model Features: Transport, Chemistry, Physics
  • Transport Regimes and Models
  • Governing Equations
  • Constitutive Equations
  • Solution Strategies
  • Simulation Codes
  • Resource Focus


  • Detailed Example: Chemical Vapor Deposition
  • Mass, Momentum, Energy Transport
  • Chemical Reactions, Transport Properties
  • Solving the Governing Equations
  • Computational Fluid Dynamics Codes

DAY TWO

  • Plasma-Assisted Deposition Processes
  • Sputter Deposition
  • Plasma Enhanced CVD
  • Plasma Etch Processes


  • Atomic Layer Deposition
  • Transport M&S
  • Chemistry M&S


  • Detailed Example: Electrochemical Deposition
  • Mass and Momentum Transport
  • Chemical Reactions, Transport Properties
  • Solving the Partial Differential Equations
  • Computational Fluid Dynamics Codes


  • Detailed Example: Chemical Mechanical Polishing
  • Mechanical, Hydrodynamic and Thermal Models
  • Consumables Properties
  • Assembling a Multiscale Model
  • Solving the Multiscale Model


  • Process Integration
  • Example Integration Study
  • Cu Metallization Process Flows



  • WHO SHOULD ATTEND?
    This course is intended for engineers, scientists, and technical managers who need to know the status of modeling and simulation in IC fabrication. This includes what M&S can accomplish today, promises in the near future, as well as where to learn more about specific M&S applications. The course will provide participants with information needed to both use M&S to improve their understanding of several unit operations and to evaluate the cost/benefit ratio of M&S for individual processes, for process integration, and for materials oriented computations.


    This course includes a Process Modeling manual with color illustrations and course handouts.

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