Search Results - "Yurtman, Aras"

Novel Noniterative Orientation Estimation for Wearable Motion Sensor Units Acquiring Accelerometer, Gyroscope, and Magnetometer Measurements by Yurtman, Aras, Barshan, Billur

“…We propose a novel noniterative orientation estimation method based on the physical and geometrical properties of the acceleration, angular rate, and magnetic…”
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Activity Recognition Invariant to Sensor Orientation with Wearable Motion Sensors by Yurtman, Aras, Barshan, Billur

“…Most activity recognition studies that employ wearable sensors assume that the sensors are attached at pre-determined positions and orientations that do not…”
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Time-Shifted Transformers for Driver Identification Using Vehicle Data by Govers, Wim, Yurtman, Aras, Aslandere, Turgay, Eikelenberg, Nicole, Meert, Wannes, Davis, Jesse

“…A modern vehicle contains a large number of electronic control units and sensors that are connected to cloud environments. These electronic units generate a…”
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Classifying Daily and Sports Activities Invariantly to the Positioning of Wearable Motion Sensor Units by Barshan, Billur, Yurtman, Aras

“…We propose techniques that achieve invariance to the positioning of wearable motion sensor units on the body for the recognition of daily and sports…”
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Activity Recognition Invariant to Wearable Sensor Unit Orientation Using Differential Rotational Transformations Represented by Quaternions by Yurtman, Aras, Barshan, Billur, Fidan, Barış

“…Wearable motion sensors are assumed to be correctly positioned and oriented in most of the existing studies. However, generic wireless sensor units, patient…”
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Position Invariance for Wearables: Interchangeability and Single-Unit Usage via Machine Learning by Yurtman, Aras, Barshan, Billur, Redif, Soydan

“…We propose a new methodology to attain invariance to the positioning of body-worn motion-sensor units for recognizing everyday and sports activities. We first…”
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A Scalable Ensemble Approach to Forecast the Electricity Consumption of Households by Botman, Lola, Soenen, Jonas, Theodorakos, Konstantinos, Yurtman, Aras, Bekker, Jessa, Vanthournout, Koen, Blockeel, Hendrik, De Moor, Bart, Lago, Jesus

“…Long-term individual household forecasting is useful in various applications, e.g., to determine customers' advance payments. However, the literature on this…”
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Automated evaluation of physical therapy exercises using multi-template dynamic time warping on wearable sensor signals by Yurtman, Aras, Barshan, Billur

“…Highlights • We use five wearable motion sensor units on the arms or legs. • We acquire a physical therapy data set with 1320 exercise executions. • We develop…”
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Investigating Inter-Subject and Inter-Activity Variations in Activity Recognition Using Wearable Motion Sensors by Barshan, Billur, Yurtman, Aras

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LoCoMotif: discovering time-warped motifs in time series by Van Wesenbeeck, Daan, Yurtman, Aras, Meert, Wannes, Blockeel, Hendrik

“…Time series motif discovery (TSMD) refers to the task of identifying patterns that occur multiple times (possibly with minor variations) in a time series. All…”
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Human Activity Recognition Using Tag-Based Radio Frequency Localization by Yurtman, Aras, Barshan, Billur

“…This article provides a comparative study on the different techniques of classifying human activities using tag-based radio-frequency (RF) localization. A…”
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Scenario generation of residential electricity consumption through sampling of historical data by Soenen, Jonas, Yurtman, Aras, Becker, Thijs, D’hulst, Reinhilde, Vanthournout, Koen, Meert, Wannes, Blockeel, Hendrik

“…The low-voltage grid (LVG) needs to be reinforced to handle the increased load due to the transition towards renewable energy. Doing this optimally requires…”
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Activity Recognition Invariant to Position and Orientation of Wearable Motion Sensor Units by Yurtman, Aras

“…We propose techniques that achieve invariance to the placement of wearable motion sensor units in the context of human activity recognition. First, we focus on…”
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Recognition and Classification of Human Activities Using Wearable Sensors by Yurtman, Aras

“…We address the problem of detecting and classifying human activities using two different types of wearable sensors. In the first part of the thesis, a…”
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LoCoMotif: Discovering time-warped motifs in time series by Van Wesenbeeck, Daan, Yurtman, Aras, Meert, Wannes, Blockeel, Hendrik

“…Time Series Motif Discovery (TSMD) refers to the task of identifying patterns that occur multiple times (possibly with minor variations) in a time series. All…”
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Detection and evaluation of physical therapy exercises from wearable motion sensor signals by dynamic time warping by Yurtman, Aras, Barshan, Billur

“…We develop an autonomous system to detect and evaluate physical therapy exercises using wearable motion sensor units. We propose an algorithm based on the…”
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