Presentation Per Henrik Hogstad - Mathematics Statistics Physics (Main subject: Theoretical Nuclear Physics) Computer Science - Programming / Objectorienting - Algorithms and Datastructures - Databases - Digital Image Processing - Supervisor Master Thesis -Research - Mathematics of Wavelets + Computer Application Wavelets/Medicine - SimReal+ (SimReal + SimVideo) Projects External Projects Internal Projects Mathematics / Physics / Statistics / ICT SimReal+ (SimReal + SimVideo External Projects Mathematics - Computer Science - Medicine SINTEF Unimed Ultrasound in Trondheim The Norwegian Radiumhospital in Oslo Sørlandet hospital in Kristiansand / Arendal The Norwegian Radiumhospital in Oslo - Control of the Linear Accelerator Databases (patient/employee/activity) Computations of patientpositions Mathematical computations of medical image information - Different imageformat (bmp, dicom, …) Noise Removal Graylevel manipulation (Histogram, …) Convolution, Gradientcomputation Multilayer images Transformations (Fourier, Wavelet, …) Mammography ... Wavelet The Norwegian Radiumhospital in Oslo Linear Accelerator - Control of the Linear Accelerator - Databases (patient/employee/activity) - Computations of patient positions Patient Database Linear Accelerator Computer Wavelets New mathematical method with many interesting applications Divide a function into parts with frequency and time/position information Signal Processing - Image Processing - Astronomy/Optics/Nuclear Physics Image/Speech recognition - Seismologi - Diff.equations/Discontinuity … The Norwegian Radiumhospital Mammography Micro-calcifications Fourier Transformation a0 2 nx 2 nx f ( x ) an cos bn sin 2 n 1 T T f ( x) 4 1 sin[( 2 n 1)x ] n 1 2n 1 4 N 1 sin[( 2 n 1) x ] n 1 2 n 1 N=2 N=10 f , L2 ( R ) a , b R a 0 Definition of The Continuous Wavelet Transform CWT The continuous-time wavelet transform (CWT) of f(x) with respect to a wavelet (x): W ( a , b ) W [ f ]( a , b ) a ,b f a ,b ( x ) f ( x ) dx 1 f ( x) C 1 a 2 ) (x ) W ( a , b ) a ,b ( x ) dadb W [ f ] f (x ) L2(R xb a ,b ( x ) | a |1 / 2 a W [ f ]( a , b ) 1, 0 ( x ) 2,0 ( x ) 2 ,1 ( x ) Wavelet Transform Morlet Wavelet Fourier / Wavelet F[f] Fourier f Wavelet 2 2 ( x ) e x cos x ln 2 Wψ [f] Mammography The Norwegian Radiumhospital Mammography Micro-calcifications Wavelet Transformation - Mexican Hat Ψ(x) 1 2π Ψ (r) a, b x r y x 2 σ 1 2π a x a y 2 e Seismic ECG x2 2 2σ σ 1 T 2 r b P r b e 1 r b 2 T P r b b x a x b a b y a y cosθ sin θ R sin θ cosθ 1 a 2 A x 0 0 1 2 a y P R T AR ax 1 ay 2 The Norwegian Radiumhospital Mammography Micro-calcifications Mammography phantom Phantom information Diameter Relative contrast Number of microcalcifications Mathematical tranformation of the mammography imaging Transformed image Wavelet Transform Mammography - Video Morlet xb a ,b ( x ) | a |1 / 2 a Osteroporosis External part E/I bone edge 2 2 ( x ) e x cos x ln 2 External part E/I bone edge 1 Wψ [f] a2 Ultrasound Image - Edge detection SINTEF – Unimed – Ultrasound - Trondheim - Ultrasound Images - Egde Detection - Noise Removal - Egde Sharpening - Edge Detection Prosthesis Subject Resources Internal / External links Lessons Exercises / Solutions Video lessons / Streaming Mastering Physics SimReal+ SimReal+ = SimReal + SimVideo SimReal+ SimReal SimVideo SimReal+ Interactice Learning Tool in Mathematics / Physics / Statistics / Computer Science Video Lesson / Live Streaming / Video Simulation / Interactive Simulation / Exercise / Applicaction Video Lesson Streaming Video Simulation Interactive Simulation Exercise Application Mathematics Parabel Live Streaming Different Chapters Live Streaming Contents Time Comments / Results Survey Exam - Physics Comments from the students - A great supplement, and very good academic contents - A great way to repeat past lectures - I wish this could be used in all my courses - Enables me to get a better understanding of the subject - Extremely impressive that you have spent all this time to create such a fantastic tool. SimReal+ Brekke : Brekke/Hogstad : Elira Curri : Ninni Marie Hogstad : - Research LICE conference London International Conference on Education Journal New teaching methods Using computer technology in physics and mathematics Master Thesis (UiA, Albania) Master Thesis (UiA) END