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 Characterisation
  • 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
  • Decentralised Fusion Architecture

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Who should attend this Sensor and Data Fusion Training Course?

The Sensor and Data Fusion Course 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 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 optimise information processing and achieve more accurate and reliable results. This course helps delegates understand topics like linear and non-linear classifiers in detail.

This 1-day training by the Knowledge Academy 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 analyse 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, 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 organisations.

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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 Training Certificate
  • Digital Delegate Pack

Why choose us

Our Ottawa 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.

Ottawa is the capital city of Canada. It is located on the bank of the Ottawa River in the east of Southern Ontario province. It has an estimated population of 885,000 people. Ottawa is the fourth largest city in the world. The name of this city comes from the Algonquin word Odawa which means “to trade”. Education in Canada is mostly free and publicly funded. It is overseen by the federal, provincial and local governments, with the education within provincial jurisdiction and the curriculum overseen by the province. Education is compulsory in most provinces up to the age of 16. Parents can choose between sending their children to one of the public schools or they can sent them to a fee paying private school. Those who live in Ottawa and find that picking a secondary school is a fraught decision involving school zones and ratings. There are four main public school boards in Ottawa. One is English, one is English-Catholic, and one is French and another is French-Catholic. The Ottawa-Carleton District School Board which is the largest with 147 schools to oversee. The catholic school board has 85 schools, the Conseil des écoles catholiques du Centre-Est has 49 schools and the Conseil des écoles publiques de l'Est de l'Ontario has 37 schools. Canada’s higher has a very good reputation. However there is no formal ranking system and students will often choose colleges and universities bases on geographic convenience and the reputation of a particular course. Ottawa is one of the best educates cities in Canada as it is believed that over half of the population have graduated from college or university. Ottawa has the highest per capita concentration of engineers, scientists, and residents with PhDs in Canada. The University of Ottawa was founded in 1848 and was the first higher education institute to be established in the city.  The university is a bilingual public university. The University of Ottawa is ranked in the top 300 universities in the world, coming in at number 284 and is a top 15 university in Canada.  The university has faculties in the following areas: arts, civil law, common law, education, engineering, post graduate studies, health sciences, medicine, science, social sciences and the school of management. Ottawa also has two main public colleges Algonquin College and La Cité collégiale. There are also 2 catholic universities in the city; Dominican University College and Saint Paul University.

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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 Ottawa. 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 Ottawa, 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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Tailored learning experience

Leverage benefits offered from a certification that fits your unique business or project needs

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Maximise your training budget

Cut unnecessary costs and focus your entire budget on what really matters, the training.

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Team building opportunity

Our offers a unique chance for your team to bond and engage in discussions, enriching the learning experience beyond traditional classroom settings

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Monitor employees progress

The course know-how will help you track and evaluate your employees' progression and performance with relative ease

What our customers are saying

Sensor And Data Fusion Training in Ottawa FAQs

Please arrive at the venue at 8:45am.
There are no prerequisites to attend this course.
Anyone interested in gaining knowledge of sensor and data fusion can attend this course. This course is well-suited for: Project and Product Managers, Systems Engineers, Software Engineers
We are able to provide support via phone & email prior to attending, during and after the course.
Delegate pack consisting of course notes and exercises, Manual, Experienced Instructor, and Refreshments
This course is 1 day.
Once your booking has been placed and confirmed, you will receive an email which contains your course location, course overview, pre-course reading material (if required), course agenda and payment receipts
The training fees for Sensor and Data Fusion Training certification in Ottawa starts from CAD3395
The Knowledge Academy is the Leading global training provider for Sensor and Data Fusion Training.
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Flexible delivery methods are available depending on your learning style.

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Resources are included for a comprehensive learning experience.

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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"

Joshua Davies, Thames Water

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