Course information

Sensor and Data Fusion Training Course Outline

Module 1: Introduction to Data Fusion

  • What is Data Fusion?
  • Data Fusion Application
  • Advantages of Data Fusion

Module 2: Multiple Sensor System Applications and Design Considerations

  • Selection of Sensors
  • Fog Characterization
  • Operating Frequency Effect on MMW Sensor Performance
  • Absorption and Backscatter of MMW
  • Visibility Metrics

Module 3: Data Fusion Algorithms and Architectures

  • Processing Levels
  • Data Fusion Processor Functions
  • Introduction to Architecture
  • Data Fusion Architectures

Module 4: Classical Inference

  • Estimating Population Statistics
  • Interpreting Confidence Interval
  • Significance Test for Hypotheses
  • Z-Test and T-Test for Population Mean

Module 5: Bayesian Inference

  • Overview
  • Bayes’ Rule
  • Applying Bayesian Inference to Fusion Information from Multiple Sources
  • Combine Multiple Sensor Information
  • Recursive Bayesian Updating
  • Posterior Calculation

Module 6: Dempster-Shafer Evidential Theory

  • Process Overview
  • Method Implementation
  • Dempster’s Rule for the Combination of Multiple Sensor Data
  • Dempster Shafer vs Bayesian Decision

Module 7: Artificial Neural Networks

  • Applying Artificial Neural Networks
  • Linear and Nonlinear Classifiers
  • Supervised and Unsupervised Learning
  • Supervised Learning Rules

Module 8: Voting Logic Fusion

  • Sensor Target Reports
  • Sensor Detection Space
  • System Detection Probability
  • Hardware Implementation of Voting Logic Sensor Fusion

Module 9: Fuzzy Logic and Fuzzy Neural Networks

  • Fuzzy System Elements
  • Fuzzy Logic Processing
  • Fuzzy Centroid Calculation
  • Balance Inverted Pendulum with Fuzzy Logic Control
  • Applying Fuzzy Logic to Multitarget Tracking
  • Fuzzy Neural Networks

Module 10: Passive Data Association Techniques

  • Data Fusion Options
  • Received Signal Fusion
  • Angle Data Fusion
  • Decentralized Fusion Architecture

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Who should attend this Sensor and Data Fusion Training Course?

The Sensor and Data Fusion Course in Detroit is a comprehensive course designed to equip delegates with the knowledge and skills needed to understand and implement sensor fusion techniques for integrating and interpreting data from multiple sources. The course is useful for the following professionals:

  • Data Scientists
  • Researchers
  • Autonomous Vehicle Developers
  • Robotics Experts
  • Internet of Things Professionals
  • Environmental Monitoring Experts
  • Aerospace and Aviation Professionals

Prerequisites of the Sensor and Data Fusion Training Course

There are no formal prerequisites for the Sensor and Data Fusion Course. However, a basic understanding of sensors and reading sensor data can be beneficial.

Sensor and Data Fusion Training Course Overview

This Sensor and Data Fusion Course in Detroit is designed to equip delegates with the knowledge of sensor fusion and sensor fusion application scenario limiting sensor size. Delegates will learn about the effects of operating wavelength on IR sensor performance. In addition, delegates will gain knowledge of how to estimate the statistics of the population.

Professionals in fields such as aerospace, defense, and autonomous systems must master Sensor and Data Fusion to optimize information processing and achieve more accurate and reliable results. This course in Detroit helps delegates understand topics like linear and non-linear classifiers in detail.

This 1-day training by the Knowledge Academy in Detroit equips delegates with the skills to effectively integrate data from diverse sensors, enhancing their ability to make informed decisions in complex scenarios. Delegates will gain practical insights into sensor fusion techniques, enabling them to apply these methods in their respective industries.

Course Objectives

  • To understand the principles and concepts of Sensor and Data Fusion
  • To explore various sensor technologies and their integration methods
  • To analyze real-world applications and case studies of successful sensor fusion
  • To gain hands-on experience in implementing sensor fusion techniques
  • To evaluate challenges and solutions in the field of sensor integration
  • To apply acquired knowledge to enhance decision-making processes in specific industries

Upon completion of this course in Detroit, delegates will possess a comprehensive skill set in Sensor and Data Fusion, enabling them to improve the efficiency and accuracy of decision-making in their professional roles, ultimately contributing to the success of their organizations.

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What’s included in this Sensor and Data Fusion Training Course?

  • World-class Training Sessions from Experienced Instructors
  • Sensor and Data Fusion Certificate
  • Digital Delegate Pack

Why choose us

Our Detroit venue

Includes..

Free Wi-Fi

To make sure you’re always connected we offer completely free and easy to access wi-fi.

Air conditioned

To keep you comfortable during your course we offer a fully air conditioned environment.

Full IT support

IT support is on hand to sort out any unforseen issues that may arise.

Video equipment

This location has full video conferencing equipment.

Detroit is the largest city in the state of Michigan, United States. It is located on the United States-Canada border and has a population of around 680,000 people. Denver’s growth is mostly to be credited to the expansion of the automobile industry as they supplied a lot of automotive support for the Allied powers during World War II. Detroit Public Schools govern 66,000 students and it is the largest district in Michigan. Detroit also has a population of charter school students at a rate of about 56,000 pupils. There are many private schools in Detroit including 110 Roman Catholic grade schools which are operated by the Archdiocese of Detroit. Detroit is home to many further education establishments including Wayne State University, University of Detroit Mercy, University of Detroit Mercy School of Law and Sacred Heart Major Seminary. Wayne State University is a national research university which focuses on medical and law majors but offers hundreds of other different academic programs. The University of Detroit Mercy is a Roman Catholic co-educational facility which is affiliated with Sisters of Mercy and Society of Jesus. It provides a wide variety of different academic degrees in a range of different subjects including dentistry, law, architecture and nursing. Sacred Heart Major Seminary is affiliated with the Pontifical University of Saint Thomas Aquinas, Angelicum in Rome. It was founded in 1919 and provides students with pontifical degrees and civil graduate or undergraduate degrees. Students are welcome to be clerical or lay. The University of Michigan was originally established in Detroit in 1817 but was then moved to Ann Arbor in 1837. Other further education facilities include the College for Creative Studies, Lewis College of Business and Marygrove College. The Michigan State University College of Osteopathic Medicine based in East Lansing also has a satellite campus based in the Detroit Medical Center. 

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Address

Detroit, Michigan

T: +1 7204454674

Ways to take this course

Experience live, interactive learning from home with The Knowledge Academy's Online Instructor-led Sensor And Data Fusion Training in Detroit. Engage directly with expert instructors, mirroring the classroom schedule for a comprehensive learning journey. Enjoy the convenience of virtual learning without compromising on the quality of interaction.

Unlock your potential with The Knowledge Academy's Sensor And Data Fusion Training in Detroit, accessible anytime, anywhere on any device. Enjoy 90 days of online course access, extendable upon request, and benefit from the support of our expert trainers. Elevate your skills at your own pace with our Online Self-paced sessions.

Streamline large-scale training requirements with The Knowledge Academy's In-house/Onsite at your business premises. Experience expert-led classroom learning from the comfort of your workplace and engage professional development.

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The training fees for certification in Detroit starts from $2495
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"Really good course and well organised. Trainer was great with a sense of humour - his experience allowed a free flowing course, structured to help you gain as much information & relevant experience whilst helping prepare you for the exam"

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