• SYS 4582

    Selected Topics in Systems Engineering
     Rating

    4.11

     Difficulty

    1.00

     GPA

    3.86

    Last Taught

    Spring 2025

    Detailed study of a selected topic determined by the current interest of faculty and students. Prerequisite: As specified for each offering.

  • SYS 4050

    Risk Analysis
     Rating

    4.78

     Difficulty

    2.00

     GPA

    3.84

    Last Taught

    Spring 2025

    This course is an introduction to the theory, methods, and applications of risk analysis and systems engineering. The topics include research and development priorities, risk-cost-benefit analysis, emergency management, human health and safety, environmental risk, extreme events, infrastructure resilience, system interdependencies, and enterprise systems. Corequisites: a course in probability (APMA 3100 or APMA 3110 or Math 3100).

  • SYS 2620

    Engineered Systems Public Policy
     Rating

    2.75

     Difficulty

    2.25

     GPA

    3.62

    Last Taught

    Spring 2025

    This course examines the lifecycle of engineered systems (ES) and the public policies developed to regulate them. It covers risks, costs, benefits, and equity as common evaluation criteria for ES and their regulatory policies. It uses case studies and basic tools of decision analysis to critically evaluate the tradeoffs involved in developing and regulating ES through public policy. Pre-reqs: (STS 1500 or ENGR 1020 or ENGR 2595 - Engineering Foundations II) and (APMA 1110 or MATH 1320), and (CHEM 1410 or CHEM 1810), and (PHYS 1425 or PHYS 1420 or PHYS 1710).

  • SYS 2202

    Data and Information Engineering
     Rating

    3.28

     Difficulty

    2.48

     GPA

    3.68

    Last Taught

    Spring 2025

    This course provides students with the background necessary to model, store, manipulate, and exchange information to support decision making. It covers Unified Modeling Language (UML), SQL, and XML; the development of semantic models for describing data and their relationships; effective use of SQL; web-based technologies for disseminating information; and application of these technologies through web-enabled database systems. Corequisite: CS 2100 or CS 2110.

  • SYS 6018

    Data Mining
     Rating

    4.67

     Difficulty

    3.00

     GPA

    3.73

    Last Taught

    Spring 2025

    Data mining describes approaches to turning data into information. Rather than the more typical deductive strategy of building models using known principles, data mining uses inductive approaches to discover the appropriate models. These models describe a relationship between a system's response and a set of factors or predictor variables. Data mining in this context provides a formal basis for machine learning and knowledge discovery. This course investigates the construction of empirical models from data mining for systems with both discrete and continuous valued responses. It covers both estimation and classification, and explores both practical and theoretical aspects of data mining. Prerequisite: SYS 6021, SYS 4021, or STAT 5120.

  • SYS 2001

    Case Studies in Systems Engineering Concepts
     Rating

    3.92

     Difficulty

    3.05

     GPA

    3.60

    Last Taught

    Spring 2025

    Major dimensions of systems engineering will be covered and demonstrated through case studies: (1) The history, philosophy, art, and science upon which systems engineering is grounded; including system thinking and guiding principles and steps in the `systems engineering approach¿ to problem solving; and (2) The basic tools of systems engineering analysis, including; goal definition and system representation, requirements analysis, system assessment and evaluation, mathematical modeling, and decision analysis.

  • SYS 3062

    Discrete Event Simulation
     Rating

    2.47

     Difficulty

    3.60

     GPA

    3.41

    Last Taught

    Spring 2025

    A first course in the theory & practice of discrete-event simulation. Monte Carlo methods, generating random numbers & variates, spreadsheet add-ins & applications, sampling distributions & confidence intervals, input analysis & distribution fitting. Discrete-event dynamic systems, modeling, simulation logic & data structures, output analysis, model verification & validation, comparing alternative systems, simulation optimization, case studies. Prerequisite: CS 2100, APMA 3100, and APMA 3120

  • SYS 3034

    System Evaluation
     Rating

    3.86

     Difficulty

    3.79

     GPA

    3.25

    Last Taught

    Spring 2025

    Focuses on the evaluation of candidate system designs and design performance measures. Includes identification of system goals; requirements and performance measures; design of experiments for performance evaluation; techniques of decision analysis for trade-studies; presentation of system evaluation and analysis results. Illustrates the concepts and processes of systems evaluations using case studies. Pre-reqs: APMA 3120, SYS 2001, & SYS 3021.

  • SYS 4054

    Systems Capstone Design II
     Rating

    2.33

     Difficulty

    4.00

     GPA

    3.40

    Last Taught

    Spring 2025

    A design project extending throughout the fall and spring semesters. Involves the study of a real-world, open-ended situation, including problem formulation, data collection, analysis and interpretation, model building and analysis, and generation of solutions. Students work on the same project with the same team in SYS 4053 and 4054 in subsequent semesters.  Pre-requisite:  SYS 4053

  • SYS 5581

    Selected Topics in Systems Engineering
     Rating

    5.00

     Difficulty

    4.00

     GPA

    3.74

    Last Taught

    Spring 2025

    Detailed study of a selected topic, determined by the current interest of faculty and students. Offered as required.

  • SYS 3060

    Stochastic Decision Models
     Rating

    2.28

     Difficulty

    4.34

     GPA

    3.26

    Last Taught

    Spring 2025

    This is an introductory course on modeling probabilistic systems. The emphasis will be on model formulation and probabilistic analysis. Topics to be covered include general stochastic processes, discrete and continuous time Markov chains, the Poisson Process, Non-Stationary Poisson Processes, Markov Decision Processes, Queueing Theory, and other selected topics. Prerequisite: APMA 3100 or MATH 3100.

  • SYS 3502

    Special Topics in Systems and Information Engineering
     Rating

     Difficulty

     GPA

    3.26

    Last Taught

    Spring 2025

    A third-year level undergraduate course focused on a topic not normally covered in the course offerings. The topic usually reflects new developments in the systems and information engineering field. Offering is based on student and faculty interests.Prerequisites: Instructor Permission

  • SYS 4024

    User Experience Design
     Rating

     Difficulty

     GPA

    3.92

    Last Taught

    Spring 2025

    A case-based approach to the design of user interfaces with a focus on iterative project experiences. Display design concepts are related to ecological factors, situational awareness, attention, vision, and information processing. Project cases are tied to real-world problems of decision support on mobile platforms, large scale command and control, and data visualization, among others. Prerequisites: SYS 3023 or CS 3205.

  • SYS 4995

    Supervised Projects in Systems Engineering
     Rating

     Difficulty

     GPA

    Last Taught

    Spring 2025

    Independent study or project research under the guidance of a faculty member. Offered as required. Prerequisite: As specified for each offering.

  • SYS 6002

    Systems Integration
     Rating

     Difficulty

     GPA

    3.82

    Last Taught

    Spring 2025

    Provides an introduction to the problems encountered when integrating large systems, and also presents a selection of specific technologies and methodologies used to address these problems. Includes actual case-studies to demonstrate systems integration problems and solutions. A term project is used to provide students with the opportunity to apply techniques for dealing with systems integration. Prerequisite: SYS 6001 or instructor permission.

  • SYS 6007

    Human Factors I
     Rating

     Difficulty

     GPA

    3.92

    Last Taught

    Spring 2025

    An introduction to the analysis, design and evaluation of human-centered systems. User interaction can be designed to leverage the strengths of people in controlling automation and analyzing data. Topics include Task, User and Work Domain Analysis, User Interface Design Principles, Human Cognition and Information Processing, Human Perception, and Usability Testing. Graduate version includes separate project review sessions.

  • SYS 6024

    User Experience Design
     Rating

     Difficulty

     GPA

    Last Taught

    Spring 2025

    A case-based approach to the design of user interfaces with a focus on iterative project experiences. Display design concepts are related to ecological factors, situational awareness, attention, vision, and information processing. Project cases are tied to real-world problems of decision support on mobile platforms, large scale command and control, and data visualization, among others. Graduate version includes 4-5 advanced discussion sessions.

  • SYS 6034

    Discrete-Event Stochastic Simulation
     Rating

     Difficulty

     GPA

    3.61

    Last Taught

    Spring 2025

    A first graduate course covering the theory and practice of discrete-event stochastic simulation. Coverage includes Monte Carlo methods and spreadsheet applications, generating random numbers and variates, specifying input probability distributions, discrete-event simulation logic and computational issues, review of basic queueing theory, analysis of correlated output sequences, model verification and validation, experiment design and comparison of simulated systems, and simulation optimization. Emphasis includes state-of-the-art simulation programming languages with animation on personal computers. Applications address operations in manufacturing, distribution, transportation, communication, computer, health care, and service systems. Prerequisite: SYS 6005 or equivalent background in probability, statistics, and stochastic processes.

  • SYS 6041

    Ethics in Engineering Research & Practice (EERP)
     Rating

     Difficulty

     GPA

    3.43

    Last Taught

    Spring 2025

    The goals of this course are to educate graduate students in SEAS in the ethical conduct of research & publication, and to facilitate the thoughtful integration of ethics into their engineering research & practice. This is done by i) engaging students in deliberative readings, discussion, & writing about EERP, and ii) using cases to consider the ethical dimensions of engineering and resources to support the engineer facing ethical dilemmas.

  • SYS 6050

    Risk Analysis
     Rating

     Difficulty

     GPA

    3.75

    Last Taught

    Spring 2025

    A study of technological systems, where decisions are made under conditions of risk and uncertainty. Topics include conceptualization (the nature, perception, and epistemology of risk, and the process of risk assessment and management) systems engineering tools for risk analysis (basic concepts in probability and decision analysis, event trees, decision trees, and multiobjective analysis), and methodologies for risk analysis. Prerequisite: APMA 3100, SYS 3021, or equivalent.

  • SYS 6097

    Graduate Teaching Instruction
     Rating

     Difficulty

     GPA

    Last Taught

    Spring 2025

    For master's students.

  • SYS 6465

    Human-Robot Interaction
     Rating

     Difficulty

     GPA

    3.94

    Last Taught

    Spring 2025

    Interactions between robots and humans are influenced by form, function and expectations. Quantitative techniques evaluate performance of specific tasks and functions. Qualitative techniques are used to evaluate the interaction and to understand expectations and perceptions of the human side of the interaction. Students use humanoid robots to develop and evaluate interactions within a specific application context.

  • SYS 6581

    Selected Topics in Systems Engineering
     Rating

     Difficulty

     GPA

    3.57

    Last Taught

    Spring 2025

    Detailed study of a selected topic, determined by the current interest of faculty and students. Offered as required.

  • SYS 6582

    Selected Topics in Systems Engineering
     Rating

     Difficulty

     GPA

    3.77

    Last Taught

    Spring 2025

    Detailed study of a selected topic, determined by the current interest of faculty and students. Offered as required.

  • SYS 6763

    Cyber-Physical Systems: Formal Methods, Safety and Security
     Rating

     Difficulty

     GPA

    3.97

    Last Taught

    Spring 2025

    Cyber-physical systems (CPS) are smart systems that include co-engineered interacting networks of physical and computational components. This course will teach students the required skills to analyze the CPS that are all around us, so that when they contribute to the design of CPS, they are able to understand important safety and security aspects and feel confident designing and analyzing CPS systems.

  • SYS 6993

    Independent Study
     Rating

     Difficulty

     GPA

    Last Taught

    Spring 2025

    Detailed study of graduate course material on an independent basis under the guidance of a faculty member.

  • SYS 6995

    Supervised Project Research
     Rating

     Difficulty

     GPA

    Last Taught

    Spring 2025

    Formal record of student commitment to project research under the guidance of a faculty advisor. Registration may be repeated as necessary.

  • SYS 7096

    Systems Engineering Colloquium
     Rating

     Difficulty

     GPA

    Last Taught

    Spring 2025

    Weekly meeting of graduate students and faculty for presentation and discussion of contemporary systems engineering problems and research. This seminar is offered every spring and fall semesters.

  • SYS 7582

    Advanced Topics in Systems Engineering
     Rating

     Difficulty

     GPA

    3.78

    Last Taught

    Spring 2025

    Detailed study of an advanced or exploratory topic determined by faculty and student interest. Offered as required.

  • SYS 7993

    Independent Study
     Rating

     Difficulty

     GPA

    Last Taught

    Spring 2025

    Detailed study of graduate course material on an independent basis under the guidance of a faculty member.

  • SYS 8995

    Supervised Project Research
     Rating

     Difficulty

     GPA

    Last Taught

    Spring 2025

    Formal record of student commitment to project research for Master of Engineering degree under the guidance of a faculty advisor. Registration may be repeated as necessary.

  • SYS 8999

    Non-Topical Research, Masters
     Rating

     Difficulty

     GPA

    Last Taught

    Spring 2025

    Formal record of student commitment to master's research under the guidance of a faculty advisor. Registration may be repeated as necessary.

  • SYS 9997

    Graduate Teaching Instruction
     Rating

     Difficulty

     GPA

    Last Taught

    Spring 2025

    For doctoral students.

  • SYS 9999

    Dissertation
     Rating

     Difficulty

     GPA

    Last Taught

    Spring 2025

    For doctoral students.