Essays about: "streaming sensor data"

Showing result 1 - 5 of 13 essays containing the words streaming sensor data.

  1. 1. Occupancy detection and prediction with sensors and online machine learning : Case study of the Elmia exhibition building in Jönköping

    University essay from KTH/Byggvetenskap

    Author : Allen Chen; [2022]
    Keywords : ;

    Abstract : Buildings account for approximately 40% of energy consumption in the EU, and despite drastic increasing measures for energy efficient operation, the net value of energy consumption is expected to continue increasing because ofincreasing urbanization.While there has been increasing work done on managing external loads such as adapting to unpredictable climates, the research on internal loading, such as occupants, is still nascent. READ MORE

  2. 2. Implementation of a data streaming simulator for sensor embedded cutting tools

    University essay from Uppsala universitet/Institutionen för informationsteknologi

    Author : Gabriel Paulsrud; [2022]
    Keywords : ;

    Abstract : Sandvik Coromant develops and produces tools used in machining. Chatteris a self-excited vibration in the machine or work piece that can occurduring machining and cause tool damage. New technologies develop thetools with accelerometers, data from the accelerometers can be used topredict tool damage. READ MORE

  3. 3. Anomaly Detection in Streaming Data from a Sensor Network

    University essay from KTH/Matematisk statistik

    Author : Egill Vignisson; [2019]
    Keywords : Anomaly Detection; Sequential Data; Semi-supervised Learning; Recurrent Neural Network; Applied Mathematics; Anomalidetektion; sekventiell data; halv-övervakad maskininlärning; återkommande neuralt nätverk; tillämpad matematik.;

    Abstract : In this thesis, the use of unsupervised and semi-supervised machine learning techniques was analyzed as potential tools for anomaly detection in the sensor network that the electrical system in a Scania truck is comprised of. The experimentation was designed to analyse the need for both point and contextual anomaly detection in this setting. READ MORE

  4. 4. Anomaly detection based on multiple streaming sensor data

    University essay from Mittuniversitetet/Institutionen för informationssystem och –teknologi

    Author : Min Menglei; [2019]
    Keywords : Anomaly detection; streaming sensor data; state transition detection; state classification; correlation analysis; Python.;

    Abstract : Today, the Internet of Things is widely used in various fields, such as factories, public facilities, and even homes. The use of the Internet of Things involves a large number of sensor devices that collect various types of data in real time, such as machine voltage, current, and temperature. READ MORE

  5. 5. Intelligent Resource Management for Large-scale Data Stream Processing

    University essay from Uppsala universitet/Institutionen för informationsteknologi

    Author : Oliver Stein; [2019]
    Keywords : ;

    Abstract : With the increasing trend of using cloud computing resources, the efficient utilization of these resources becomes more and more important. Working with data stream processing is a paradigm gaining in popularity, with tools such as Apache Spark Streaming or Kafka widely available, and companies are shifting towards real-time monitoring of data such as sensor networks, financial data or anomaly detection. READ MORE