Introducing IIA1217-Hard/Soft Sensors in Process Measurements 11/17/2018 Introducing IIA1217-Hard/Soft Sensors in Process Measurements

IIA1217-Hard/Soft Sensors in Process Measurements Håkon Viumdal Associate Professor Department of Electrical Engineering, IT and Cybernetic Faculty of Technology, Natuaral Sciences and Maritime Sciences 11/17/2018 IIA1217-Hard/Soft Sensors in Process Measurements

Hard/Soft Sensors in Process Measurements Responsible Staff Professor Saba Mylvaganam Associate professor Håkon Viumdal Student Assistant PhD Research Fellow Khim Chhantyal Lab Engineers Fredrik Hansen Per Kristian Fylkesnes 11/17/2018 IIA1217-Hard/Soft Sensors in Process Measurements

IIA1217-Hard/Soft Sensors in Process Measurements Required reading Autumn (Mainly Hard Sensors) Wheeler, A.J & Ganji, A. R.  (2010) Introduction to engineering experimentation  3rd Boston Pearson 978-0-13-511314-1 Spring (Mainly Soft Sensors until end of April then HS/SS) Siddique, N. & Adeli, H (2013) Computational intelligence : synergies of fuzzy logic, neural networks and evolutionary computing  Chichester Wiley 978-1-118-33784-4 Selected papers, videos and webinars depending on the current developments IIA1217-Hard/Soft Sensors in Process Measurements

IIA1217-Hard/Soft Sensors in Process Measurements Content HARD SENSORS Sensors Measurement systems Signal processing Data acquisition systems Statistical Analysis of experimental data Planning and documenting experiments Experimental uncertainty analysis Measurands Strain Displacement Linear velocity Angular velocity Acceleration and vibration Force Pressure Temperature Flow level Humidity Etc. IIA1217-Hard/Soft Sensors in Process Measurements

IIA1217-Hard/Soft Sensors in Process Measurements Content SOFT SENSORS Fuzzy logic Neural network Neural fuzzy systems Support Vector Machines programming MATLAB Python? NI LabVIEW? Arduino? DELTA V? IIA1217-Hard/Soft Sensors in Process Measurements

IIA1217- Learning Outcomes - KNOWLEDGE the standard terminology of sensors (both hard and soft) , measurements and instrumentation with respect to a set of measurands the functional principles and ideas of modern sensors and associated signal processing how the sensors are central in any system for its function and control and hence the need for a careful selection of sensor portfolio how to use sensors and actuators in a system and describe their layout using standard P&ID and flow diagrams IIA1217-Hard/Soft Sensors in Process Measurements

IIA1217- Learning Outcomes - KNOWLEDGE multi sensor data fusion (Information fusion) big data basic concepts of wired/wireless sensor networks how to develop soft sensors (soft computing, inferential methods) using neural networks, fuzzy logic, support vector machines and relate these methodologies to other subjects in the Master of Science, Industrial IT and Automation how to implement these concepts in hardware and how to develop software to realize a working system IIA1217-Hard/Soft Sensors in Process Measurements

IIA1217 - Learning Outcomes -SKILLS selecting sensors, designing a measurement system with multimodal sensors and handling process measurands choosing, and implementing, the right approach to implement algorithms based on existing measurements for achieving soft sensors for the system developing dedicated programs to handle both hard/soft sensors in processes handling hands-on approach to tackle real system involving sensors/actuators and wired/wireless sensor networks IIA1217-Hard/Soft Sensors in Process Measurements

IIA1217 - Learning Outcomes - GENERAL COMPETENCE The candidate will be able to communicate/discuss with peers problems related to hard/soft sensors in process measurements, to troubleshoot sensor/actuator systems to develop, test and tune soft sensors to report findings/conclusions of their work in writing using standard terminology and diagrams IIA1217-Hard/Soft Sensors in Process Measurements

IIA1217 - Learning & Teaching Forms Learning/teaching are based on lectures, exercises, and the use of relevant software visit to relevant industries and guest lectures on-line resources mandatory intermediate assignments with elements of PBL (Problem Based Learning) using group case-projects with oral presentations and/or mid-term tests IIA1217-Hard/Soft Sensors in Process Measurements

IIA1217-Hard/Soft Sensors in Process Measurements IIA1217 - Evaluation Continuous assessment All mandatory exercises and assignments must be graded as “passed” in order to participate in the final exam. Grades (A-F) with F-fail will be based on final written exam (60%) mandatory assignments (distributed over two semesters): 6 assignments (2 group works and 4 individual works) (20%) 2 case projects (group work) (20%) We reserve the rights for making any changes to the contents and plans. IIA1217-Hard/Soft Sensors in Process Measurements