Essays about: "One-Class Classification"

Showing result 1 - 5 of 9 essays containing the words One-Class Classification.

  1. 1. Automatic Flight Maneuver Identification Using Machine Learning Methods

    University essay from Linköpings universitet/Reglerteknik

    Author : Camilla Bodin; [2020]
    Keywords : Flight; Aircraft; Machine Learning; Flight Dynamics; Classification; Supervised Learning; Support Vector Machines; Neural Networks; Logistic Regression; Feature Selection; Recursive Feature Elimination; Feature Representation; k-fold cross-validation; maneuvers; flight maneuvers;

    Abstract : This thesis proposes a general approach to solve the offline flight-maneuver identification problem using machine learning methods. The purpose of the study was to provide means for the aircraft professionals at the flight test and verification department of Saab Aeronautics to automate the procedure of analyzing flight test data. READ MORE

  2. 2. RGB and Multispectral UAV image classification of agricultural fields using a machine learning algorithm

    University essay from Lunds universitet/Institutionen för naturgeografi och ekosystemvetenskap

    Author : Sigurbjörn Jónsson; [2019]
    Keywords : Physical Geography and Ecosystem Analysis; UAV; classification; Random Forest; Geomatics; segmentation; Earth and Environmental Sciences;

    Abstract : A common technique within image analysis is image classification which describes the process of reducing the information content of an image into few user-defined classes. With the emergence of unmanned aerial vehicles (UAVs), high spatial resolution (cm-level) images can be collected. READ MORE

  3. 3. Incremental Learning of Deep Convolutional Neural Networks for Tumour Classification in Pathology Images

    University essay from Linköpings universitet/Institutionen för medicinsk teknik

    Author : Philip Johansson; [2019]
    Keywords : Deep Learning; Convolutional Nerual Networks; Pathology; Incremental Learning; Catastrophic Forgetting; Generative Adversarial Networks; Auxiliary Classification Generative Adversarial Networks;

    Abstract : Medical doctors understaffing is becoming a compelling problem in many healthcare systems. This problem can be alleviated by utilising Computer-Aided Diagnosis (CAD) systems to substitute doctors in different tasks, for instance, histopa-thological image classification. READ MORE

  4. 4. Bearing Diagnosis Using Fault Signal Enhancing Teqniques and Data-driven Classification

    University essay from Linköpings universitet/Fordonssystem

    Author : Benjamin Lembke; [2019]
    Keywords : Bearing diagnosis; rolling element bearings; predictive maintenance; signal processing; fault detection; gearbox diagnosis; support vector machine; svm; binary classification; one class classification; machine learning; feldetektion; diagnos; feldiagnos; växellåda; signalbehandling; maskininlärning;

    Abstract : Rolling element bearings are a vital part in many rotating machinery, including vehicles. A defective bearing can be a symptom of other problems in the machinery and is due to a high failure rate. Early detection of bearing defects can therefore help to prevent malfunction which ultimately could lead to a total collapse. READ MORE

  5. 5. MACHINE LEARNING FOR MECHANICAL ANALYSIS

    University essay from Mälardalens högskola/Akademin för innovation, design och teknik

    Author : Sebastian Bengtsson; [2019]
    Keywords : AI; Machine Learning; Mechanical; SVM; Neural Networks; Support Vector Machines; Autoencoders; PCA; Principal Component Analysis; Classification; Anomaly Detection;

    Abstract : It is not reliable to depend on a persons inference on dense data of high dimensionality on a daily basis. A person will grow tired or become distracted and make mistakes over time. Therefore it is desirable to study the feasibility of replacing a persons inference with that of Machine Learning in order to improve reliability. READ MORE