├── .gitignore ├── Grafana ├── IoT_dashboard-POST.json ├── IoT_dashboard.json └── README.md ├── LICENSE ├── README.md ├── StreamSets ├── MQTT File Tail from MapR-FS.json ├── MQTT File Tail.json └── MapR Streams MQTT.json ├── images ├── BuildingControl.png ├── UpdateLagging_screenshot.png ├── bi_pipeline.png ├── dataflow.png ├── docker_config.png ├── drill_query_1.png ├── drill_query_2.png ├── drill_result_1.png ├── drill_result_2.png ├── grafana_dashboard_config.png ├── grafana_import.png ├── grafana_opentsdb_config.png ├── grafana_screenshot.png ├── grafana_screenshot_2.png ├── grafana_streamset_animation.gif ├── lagging_features_explanation.png ├── lstm-about_to_fail-50.png ├── lstm-about_to_fail.png ├── lstm-matplotlib.png ├── lstm-rul.png ├── ml_pipeline.png ├── rnn-matplotlib.png ├── rnn-zeppelin.png ├── streamSets_warning.png ├── tuning_fork.gif └── vibration_analysis.png ├── init.sh ├── notebooks ├── jupyter │ ├── Dataset │ │ ├── CMAPSSData │ │ │ ├── Damage Propagation Modeling.pdf │ │ │ ├── RUL_FD001.txt │ │ │ ├── RUL_FD002.txt │ │ │ ├── RUL_FD003.txt │ │ │ ├── RUL_FD004.txt │ │ │ ├── readme.txt │ │ │ ├── test_FD001.txt │ │ │ ├── test_FD002.txt │ │ │ ├── test_FD003.txt │ │ │ ├── test_FD004.txt │ │ │ ├── train_FD001.txt │ │ │ ├── train_FD002.txt │ │ │ ├── train_FD003.txt │ │ │ └── train_FD004.txt │ │ ├── PM_test.txt │ │ ├── PM_train.txt │ │ ├── PM_truth.txt │ │ ├── PredictiveManteinanceEngineTraining.csv │ │ └── PredictiveManteinanceEngineValidation.csv │ ├── LSTM For Predictive Maintenance-ian01.ipynb │ ├── LSTM predictions for About To Fail.ipynb │ ├── LSTM predictions for Remaining Useful Life - long term.ipynb │ ├── LSTM predictions for Remaining Useful Life.ipynb │ ├── LSTM time series prediction from OpenTSDB.ipynb │ ├── Output │ │ ├── Thumbs.db │ │ ├── binary_classification_model_history │ │ ├── binary_model.h5 │ │ ├── binary_model.json │ │ ├── binary_submit_test.csv │ │ ├── binary_submit_train.csv │ │ ├── datasetSample.png │ │ ├── model.h5 │ │ ├── model.json │ │ ├── model_accuracy.png │ │ ├── model_loss.png │ │ ├── model_mae.png │ │ ├── model_r2.png │ │ ├── model_regression_loss.png │ │ ├── model_regression_verify.png │ │ ├── model_verify.png │ │ ├── regression_model.h5 │ │ ├── rul_point_regression_model.h5 │ │ ├── rul_point_regression_model.json │ │ ├── rul_point_regression_model_history │ │ ├── submit_test.csv │ │ └── submit_train.csv │ ├── PM3 │ │ ├── 0-stage1.json │ │ ├── 0-stage2.json │ │ ├── 0-stage3.json │ │ ├── 0-train.json │ │ ├── 1-stage1.json │ │ ├── 1-stage2.json │ │ ├── 1-stage3.json │ │ ├── 1-train.json │ │ ├── 10-stage1.json │ │ ├── 10-stage2.json │ │ ├── 10-stage3.json │ │ ├── 10-train.json │ │ ├── 11-stage1.json │ │ ├── 11-stage2.json │ │ ├── 11-stage3.json │ │ ├── 11-train.json │ │ ├── 12-stage1.json │ │ ├── 12-stage2.json │ │ ├── 12-stage3.json │ │ ├── 12-train.json │ │ ├── 13-stage1.json │ │ ├── 13-stage2.json │ │ ├── 13-stage3.json │ │ ├── 13-train.json │ │ ├── 14-stage1.json │ │ ├── 14-stage2.json │ │ ├── 14-stage3.json │ │ ├── 14-train.json │ │ ├── 15-stage1.json │ │ ├── 15-stage2.json │ │ ├── 15-stage3.json │ │ ├── 15-train.json │ │ ├── 16-stage1.json │ │ ├── 16-stage2.json │ │ ├── 16-stage3.json │ │ ├── 16-train.json │ │ ├── 17-stage1.json │ │ ├── 17-stage2.json │ │ ├── 17-stage3.json │ │ ├── 17-train.json │ │ ├── 18-stage1.json │ │ ├── 18-stage2.json │ │ ├── 18-stage3.json │ │ ├── 18-train.json │ │ ├── 19-stage1.json │ │ ├── 19-stage2.json │ │ ├── 19-stage3.json │ │ ├── 19-train.json │ │ ├── 2-stage1.json │ │ ├── 2-stage2.json │ │ ├── 2-stage3.json │ │ ├── 2-train.json │ │ ├── 3-stage1.json │ │ ├── 3-stage2.json │ │ ├── 3-stage3.json │ │ ├── 3-train.json │ │ ├── 4-stage1.json │ │ ├── 4-stage2.json │ │ ├── 4-stage3.json │ │ ├── 4-train.json │ │ ├── 5-stage1.json │ │ ├── 5-stage2.json │ │ ├── 5-stage3.json │ │ ├── 5-train.json │ │ ├── 6-stage1.json │ │ ├── 6-stage2.json │ │ ├── 6-stage3.json │ │ ├── 6-train.json │ │ ├── 7-stage1.json │ │ ├── 7-stage2.json │ │ ├── 7-stage3.json │ │ ├── 7-train.json │ │ ├── 8-stage1.json │ │ ├── 8-stage2.json │ │ ├── 8-stage3.json │ │ ├── 8-train.json │ │ ├── 9-stage1.json │ │ ├── 9-stage2.json │ │ ├── 9-stage3.json │ │ ├── 9-train.json │ │ ├── PM_logsynth_test1.json │ │ ├── PM_logsynth_test2.json │ │ ├── PM_logsynth_test3.json │ │ ├── PM_logsynth_test4.json │ │ ├── PM_logsynth_train.json │ │ ├── PM_schema0.json │ │ ├── PM_schema1.json │ │ ├── PM_schema2.json │ │ ├── PM_schema2.json.bak │ │ ├── PM_schema3.json │ │ ├── PM_schema3.json.bak │ │ ├── generate_data.sh │ │ ├── side-log │ │ ├── test_stage1.json │ │ ├── test_stage2.json │ │ └── test_stage3.json │ ├── RNN predictions on MapR-DB data via Drill.ipynb │ └── RNN time series prediction from OpenTSDB.ipynb └── zeppelin │ ├── Dataset │ ├── PM_test.txt │ ├── PM_train.txt │ ├── PM_truth.txt │ ├── PredictiveManteinanceEngineTraining.csv │ └── PredictiveManteinanceEngineValidation.csv │ ├── LSTM predictions for About To Fail.json │ ├── LSTM predictions for About To Fail.png │ ├── LSTM predictions for Remaining Useful Life.json │ ├── LSTM predictions for Remaining Useful Life.png │ ├── LSTM time series prediction from OpenTSDB.json │ ├── LSTM time series prediction from OpenTSDB.png │ ├── RNN predictions on MapR-DB data via Drill.json │ ├── RNN predictions on MapR-DB data via Drill.png │ ├── RNN time series prediction from OpenTSDB.json │ └── RNN time series prediction from OpenTSDB.png ├── pom.xml ├── run.sh ├── sample_dataset └── mqtt.json.gz ├── src └── main │ ├── java │ └── com │ │ └── mapr │ │ └── examples │ │ └── HighSpeedProducer.java │ └── scala │ └── com │ └── mapr │ └── examples │ ├── MqttConsumer.scala │ ├── StreamingFourierTransform.scala │ └── UpdateLaggingFeatures.scala ├── step1.sh ├── step2.sh ├── step3.sh ├── step4.sh ├── step5.sh ├── step7.sh ├── step8.sh └── webapp ├── BuildingControl.html ├── BuildingControl.hyperesources ├── C4D757-restorable.plist ├── HYPE-584.full.min.js ├── HYPE-584.thin.min.js ├── PIE.htc ├── blank.gif ├── 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