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IoT
Internet of Things
Anomaly detection Time series analysis Predictive maintenance Sensor Random forest
+3
  1. Workflow
    Taxi demand prediction training workflow
    Demand prediction Random forest Time series prediction
    +5
    In this use case, we will use the NYC taxi dataset and a Random Forest to train a simple time series prediction model to predict …
    knime > Examples > 10_Big_Data > 02_Spark_Executor > 11_Taxi_Demand_Prediction > Training_workflow
    3
  2. Workflow
    Anomaly Detection. Control Chart
    Anomaly detection Time series analysis IoT
    +5
    This workflow performs anomaly detection using a control chart: - Calculate the "normal conditions" as the cumulative average +/-…
    knime > Examples > 50_Applications > 17_AnomalyDetection > 04_Creating_a_ControlChart_of_a_Time_Series
    3
  3. Workflow
    Anomaly Detection. Time Series AR Testing
    Anomaly detection Time series analysis Auto-regressive models
    +6
    This workflow tests the performance of previously trained auto-regressive models for anomaly detection: - Filter the data to the …
    knime > Examples > 50_Applications > 17_AnomalyDetection > 03b_Time_Series_AR_Testing
    2
  4. Workflow
    Taxi demand prediction deployment
    Demand prediction Random forest Time series prediction
    +5
    In this use case, we will use the NYC taxi dataset and a Random Forest to train a simple time series prediction model to predict …
    knime > Examples > 10_Big_Data > 02_Spark_Executor > 11_Taxi_Demand_Prediction > Deployment_workflow
    2
  5. Workflow
    Anomaly Detection. Time Series AR Deployment
    Anomaly detection Time series analysis Auto-regressive models
    +7
    This workflow deploys a previously trained auto-regressive model for anomaly detection: - Select the date for deployment. Two mon…
    knime > Examples > 50_Applications > 40_Anomaly_Detection > 03_Time_Series_AR_Deployment
    2
  6. Workflow
    Time Series AR Training
    Anomaly detection Time series analysis Auto-regressive models
    +4
    This workflow trains an auto-regressive model for anomaly detection: - Filter the data to training data covering only normal func…
    knime > Codeless Time Series Analysis with KNIME > Chapter 11 > 02_Time_Series_AR_Training
    1
  7. Workflow
    Anomaly Detection. Control Chart
    Anomaly detection Time series analysis IoT
    +4
    This workflow performs anomaly detection using a control chart: - Calculate the "normal conditions" as the average +/- 12 times t…
    knime > Codeless Time Series Analysis with KNIME > Chapter 11 > 04_Creating_a_ControlChart_of_a_Time_Series
    1
  8. Workflow
    Lean Restocking Alert Signal: Training
    Backward feature elimination Random forest Decision tree
    +7
    This workflow implements an alarm system for bycicle restocking at Washington bike stations. The dataset is the bike dataset. Pro…
    knime > Examples > 50_Applications > 55_Bike_Restocking_Alert > 01_Bike_Restocking_Alert_Training_w_Feature_Selection
    1
  9. Workflow
    Send email to start checkup
    Anomaly detection Time series analysis IoT
    +1
    This workflow simply sends an email. It is called via a Call Workflow node from a parent workflow.
    knime > Codeless Time Series Analysis with KNIME > Chapter 11 > Send_Email_to_start_checkup
    1
  10. Workflow
    Cleaning the NYC taxi dataset on Spark
    Big data Exploration Visualization
    +4
    This workflow handles the preprocessing of the NYC taxi dataset (loading, cleaning, filtering, etc). The NYC taxi dataset contain…
    knime > Examples > 50_Applications > 49_NYC_Taxi_Visualization > Data_Preparation
    1
  11. Workflow
    Anomaly Detection. Time Alignment & Visualization
    Anomaly detection Time series analysis Time alignment
    +7
    This workflow preprocesses and visualizes sensor data for anomaly detection: - Read FFT preprocessed data files with date, time, …
    knime > Examples > 50_Applications > 17_AnomalyDetection > 01_Preprocessing_Time_Alignment_and_Visualization
    1
  12. Workflow
    Anomaly Detection: Time Alignment & Visualization
    Anomaly detection Time series analysis Time alignment
    +2
    This workflow performs time alignment on different time series. It reads 6 of the original 28 data files containing amplitude val…
    holgersc > Public > 01_Preprocessing_Time_Alignment_and_Visualization
    0
  13. Workflow
    Anomaly Detection: Time Alignment & Visualization
    IoT Internet of Things
    This workflow performs time alignment on different time series. It reads 6 of the original 28 data files containing amplitude val…
    noyankara > Public > 01_Preprocessing_Time_Alignment_and_Visualization
    0
  14. Workflow
    Anomaly Detection. Time Series AR Deployment
    Anomaly detection Time series analysis Auto-regressive models
    +6
    This workflow deploys a previously trained auto-regressive model for anomaly detection: - Select the date for deployment. Two mon…
    knime > Codeless Time Series Analysis with KNIME > Chapter 11 > 03a_Time_Series_AR_Deployment
    0
  15. Workflow
    How to Use the Simple Regression Tree
    IoT Internet of Things Simple Regression Tree
    This workflow illustrates how to use the Simple Regression Tree nodes to predict the value of a numerical target column.
    99rkdale > Public > 01_Learning_a_Simple_Regression_Tree
    0
  16. Workflow
    Anomaly Detection. Time Series AR Training Dataviz
    Anomaly detection Time series analysis Auto-regressive models
    +5
    This workflow trains an auto-regressive model for anomaly detection: - Filter the data to training data covering only normal func…
    knime > Examples > 50_Applications > 17_AnomalyDetection > 02_Time_Series_AR_Training_dataviz
    0
  17. Workflow
    Send email to start checkup
    Anomaly detection Time series analysis IoT
    +2
    This workflow simply sends an email. It is called via a Call Workflow node from a parent workflow.
    knime > Examples > 50_Applications > 17_AnomalyDetection > Send_Email_to_start_checkup
    0
  18. Workflow
    2018-2020_Bike_Restocking_c8y_v4.1
    Random forest Decision tree Linear correlation
    +6
    Lean Restocking Alert System: Combining Cumulocity (to manage IoT Devices, in this case bicycles) with KNIME (to visualize and an…
    dietrich_wettschereck > Public > 2018-2020_Bike_Restocking_c8y_v4.1
    0
  19. Workflow
    Lean Restocking Alert Signal: Deployment
    Random forest Rule engine WebPortal
    +7
    This workflow deploys the lean restocking system for bycicles in Washington DC stations, as trained in another workflow. Data is …
    knime > Examples > 50_Applications > 55_Bike_Restocking_Alert > 02_Bike_Restocking_Alert_Deploy
    0
  20. Workflow
    Preprocessing,Time Alignment and Visualization
    Anomaly detection Time series analysis Time alignment
    +6
    This workflow preprocesses and visualizes sensor data for anomaly detection: - Read FFT preprocessed data files with date, time, …
    knime > Codeless Time Series Analysis with KNIME > Chapter 11 > 01_Preprocessing_Time_Alignment_and_Visualization
    0