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Formal Modeling & Performance Analysis
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Formal Modeling & Performance Analysis

Master formal modeling techniques: Learn to analyze and optimize system performance using mathematical approaches.

Course Cost

₹ 2,699

Intermediate

Skill Level

17 Hours

Self-paced lessons

This course provides a comprehensive introduction to quantitative formal modeling and worst-case performance analysis, focusing on token production and consumption systems. Students will learn to mathematically formalize system behavior using prefix orders and counting functions, work with Petri-nets, and conduct worst-case performance analysis on single-rate dataflow graphs. The curriculum covers key concepts such as throughput, latency, and buffering in system performance. Through a combination of theoretical foundations and practical applications, the course aims to develop students' abstract thinking skills and their ability to apply formal methods to real-world systems analysis.

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4.4

8,486 Enrolled

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English

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olive-leaves-logo

4.4

8,486 Enrolled

olive-leaves-logo

English

What you'll learn

  • Model systems as token consumption/production systems using Petri-nets

  • Formalize system behavior using prefix orders and counting functions

  • Understand and apply Petri-net interpretations and restrictions

  • Perform worst-case performance analysis on single-rate dataflow graphs

  • Calculate and optimize throughput, latency, and buffer sizes in system models

  • Construct and analyze periodic schedules for dataflow graphs

  • Develop skills in formalizing performance metrics as logical properties

  • Apply learned concepts to real-world examples and case studies

Skills you'll gain

Formal Modeling
Petri-nets
Dataflow Graphs
Performance Analysis
Throughput Analysis
Latency Analysis
Buffer Sizing
Worst-Case Analysis

This course includes:

5 Hours PreRecorded video

15 assignments

Access on Mobile, Tablet, Desktop

FullTime access

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There are 5 modules in this course

This course offers an in-depth exploration of quantitative formal modeling and worst-case performance analysis techniques. It is structured into five modules, covering the fundamentals of token consumption/production systems, formal syntax and semantics, performance analysis methods, and practical applications. Students will learn to model systems using Petri-nets, formalize system behavior with prefix orders and counting functions, and conduct worst-case analysis on single-rate dataflow graphs. The course emphasizes both theoretical understanding and practical skills, teaching students to calculate metrics such as maximum cycle mean, construct periodic schedules, and optimize for latency and buffering. Throughout the course, students will develop their abstract thinking abilities and learn to apply formal methods to real-world system analysis problems.

Introduction

Module 1 · 15 Minutes to complete

Modeling systems as token consumption/production systems

Module 2 · 5 Hours to complete

Syntax and semantics

Module 3 · 5 Hours to complete

Performance analysis

Module 4 · 4 Hours to complete

One final example

Module 5 · 1 Hours to complete

Fee Structure

Payment options

Financial Aid

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Faculties

These are the expert instructors who will be teaching you throughout the course. With a wealth of knowledge and real-world experience, they're here to guide, inspire, and support you every step of the way. Get to know the people who will help you reach your learning goals and make the most of your journey.

Formal Modeling & Performance Analysis

Intermediate

Skill Level

17 Hours

Self-paced lessons

Course Cost

₹ 2,699

Completion

CERTIFICATE

Frequently asked Questions

Below are some of the most commonly asked questions about this course. We aim to provide clear and concise answers to help you better understand the course content, structure, and any other relevant information. If you have any additional questions or if your question is not listed here, please don't hesitate to reach out to our support team for further assistance.