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Sensor and Data Fusion Training Overview
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
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.
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
Ways to take this course
Experience live, interactive learning from home with The Knowledge Academy's Online Instructor-led Sensor and Data Fusion Training. 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, 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.
What our customers are saying
Sensor and Data Fusion Training 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 Canada starts from CAD3395
The Knowledge Academy is the Leading global training provider for Sensor and Data Fusion Training.
Please see our Advanced Technologies Courses courses available in Canada
Why choose us
Best price in the industry
You won't find better value in the marketplace. If you do find a lower price, we will beat it.
Many delivery methods
Flexible delivery methods are available depending on your learning style.
High quality resources
Resources are included for a comprehensive learning experience.
"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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