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Improving Indoor Occupancy Detection Accuracy of the SLEEPIR Sensor Using LSTM Models

Journal Article · · IEEE Sensors Journal
 [1];  [2];  [3]
  1. Department of Mechanical Engineering, Texas A&,M University, College Station, TX, USA; OSTI
  2. Department of Electrical and Computer Engineering, Texas A&,M University, College Station, TX, USA
  3. J. Mike Walker ’,66 Department of Mechanical Engineering, the Department of Electrical and Computer Engineering, and the Department of Biomedical Engineering, Texas A&,M University, College Station, TX, USA
Not provided.
Research Organization:
Texas A & M Univ., College Station, TX (United States). Texas A & M Engineering Experiment Station
Sponsoring Organization:
USDOE Advanced Research Projects Agency - Energy (ARPA-E)
DOE Contract Number:
AR0000945
OSTI ID:
2422263
Journal Information:
IEEE Sensors Journal, Journal Name: IEEE Sensors Journal Journal Issue: 15 Vol. 23; ISSN 1530-437X
Publisher:
IEEE
Country of Publication:
United States
Language:
English

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Improving the prediction of UK domestic energy-demand using annual consumption-data journal June 2008
Stationary and Moving Occupancy Detection Using the SLEEPIR Sensor Module and Machine Learning journal July 2021
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Probabilistic occupancy forecasting for risk-aware optimal ventilation through autoencoder Bayesian deep neural networks journal July 2022
Occupancy Forecasting using LSTM Neural Network and Transfer Learning conference June 2020
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Unobtrusive Sensor-Based Occupancy Facing Direction Detection and Tracking Using Advanced Machine Learning Algorithms journal August 2018
Integrated sensor data processing for occupancy detection in residential buildings journal April 2021
RGB Color Sensors for Occupant Detection: An Alternative to PIR Sensors journal October 2020
Occupancy Detection Using a Temperature-Sensitive Adaptive Algorithm journal December 2021
An examination of factors affecting residential energy consumption using a multiple discrete continuous approach journal June 2021
Occupancy Inference Using Pyroelectric Infrared Sensors Through Hidden Markov Models journal February 2016
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Occupancy Estimation Using a Low-Pixel Count Thermal Imager journal May 2016
Remote Recognition of In-Bed Postures Using a Thermopile Array Sensor With Machine Learning journal May 2021
Building Occupancy Detection and Localization Using CCTV Camera and Deep Learning journal January 2023
Infrared–ultrasonic sensor fusion for support vector machine–based fall detection journal March 2018
Occupancy prediction using deep learning approaches across multiple space types: A minimum sensing strategy journal December 2022
Energy saving impact of occupancy-driven thermostat for residential buildings journal March 2020
A Motion Induced Passive Infrared (PIR) Sensor for Stationary Human Occupancy Detection conference April 2020
A novel occupancy detection solution using low-power IR-FPA based wireless occupancy sensor journal June 2019
Review of HVAC scheduling techniques for buildings towards energy-efficient and cost-effective operations journal November 2013
Estimating urban residential building-related energy consumption and energy intensity in China based on improved building stock turnover model journal February 2019
A review of climate change impacts on commercial buildings and their technical services in the tropics journal February 2013
SLEEPIR: Synchronized Low-Energy Electronically Chopped PIR Sensor for True Presence Detection journal March 2020
A Novel Privacy-Preserving Approach for Physical Distancing Measurement Using Thermal Sensor Array conference June 2021
Occupancy sensing in buildings: A review of data analytics approaches journal April 2019

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