Design of Indoor Temperature Monitoring System based on Narrowband Internet of Things

Narrow-band Internet of Things (NB-IoT), one of the emerging paradigms of low power wide area networks (LPWAN) for Internet of Things (IoT), has been envisioned as a promising solution to enable massive connectivity, cost-efficient, and highly reliable Internet of Thing (IoT) systems in future smart cities. In this work, we build up an indoor environment-temperature monitoring system based on NB-IoT. We present a detailed design of our system and illustrate the key technologies. Based on our system and the collected data (i.e., the temperature data), we further design an abnormality-detection mechanism based on the support vector machine (SVM). We provide experimental results to show the performance of our designed system and the proposed abnormality-detection mechanism.

[1]  Haibin Zhang,et al.  Connecting Intelligent Things in Smart Hospitals Using NB-IoT , 2018, IEEE Internet of Things Journal.

[2]  Jing Zhou,et al.  A Fault Detection and Health Monitoring Scheme for Ship Propulsion Systems Using SVM Technique , 2018, IEEE Access.

[3]  Vijay Sivaraman,et al.  Smart IoT Devices in the Home: Security and Privacy Implications , 2018, IEEE Technology and Society Magazine.

[4]  Shibo He,et al.  Leveraging Crowdsourcing for Efficient Malicious Users Detection in Large-Scale Social Networks , 2017, IEEE Internet of Things Journal.

[5]  Guang Yang,et al.  Promoting Cooperation by the Social Incentive Mechanism in Mobile Crowdsensing , 2017, IEEE Communications Magazine.

[6]  Min Chen,et al.  Narrow Band Internet of Things , 2017, IEEE Access.

[7]  Jun Xu,et al.  Narrowband Internet of Things: Evolutions, Technologies, and Open Issues , 2018, IEEE Internet of Things Journal.

[8]  Fei Tong,et al.  Throughput Modeling and Analysis of Random Access in Narrowband Internet of Things , 2018, IEEE Internet of Things Journal.

[9]  Yuanyuan Yang,et al.  CSI Amplitude Fingerprinting-Based NB-IoT Indoor Localization , 2018, IEEE Internet of Things Journal.

[10]  Izzat Darwazeh,et al.  Non-Orthogonal Narrowband Internet of Things: A Design for Saving Bandwidth and Doubling the Number of Connected Devices , 2018, IEEE Internet of Things Journal.

[11]  Yuan Wu,et al.  Uplink Scheduling and Link Adaptation for Narrowband Internet of Things Systems , 2017, IEEE Access.

[12]  Jiming Chen,et al.  Narrowband Internet of Things: Implementations and Applications , 2017, IEEE Internet of Things Journal.

[13]  Ray-Guang Cheng,et al.  Investigating the Performance of the Random Access Channel in NB-IoT , 2017, 2017 IEEE 86th Vehicular Technology Conference (VTC-Fall).

[14]  Mahesh Sooriyabandara,et al.  Low Power Wide Area Networks: An Overview , 2016, IEEE Communications Surveys & Tutorials.

[15]  Xiang Cheng,et al.  Smart Choice for the Smart Grid: Narrowband Internet of Things (NB-IoT) , 2018, IEEE Internet of Things Journal.

[16]  Weidang Lu,et al.  Small-Cell Assisted Secure Traffic Offloading for Narrowband Internet of Thing (NB-IoT) Systems , 2018, IEEE Internet of Things Journal.

[17]  Liansheng Tan,et al.  An Intelligent Adaptive Algorithm for Environment Parameter Estimation in Smart Cities , 2018, IEEE Access.

[18]  Honglong Chen,et al.  Narrowband Internet of Things Systems With Opportunistic D2D Communication , 2018, IEEE Internet of Things Journal.

[19]  Michel Robert,et al.  Overview of narrowband IoT in LTE Rel-13 , 2016, 2016 IEEE Conference on Standards for Communications and Networking (CSCN).

[20]  Gürkan Solmaz,et al.  FogFlow: Easy Programming of IoT Services Over Cloud and Edges for Smart Cities , 2018, IEEE Internet of Things Journal.

[21]  Yuan Wu,et al.  NOMA-Assisted Multi-Access Mobile Edge Computing: A Joint Optimization of Computation Offloading and Time Allocation , 2018, IEEE Transactions on Vehicular Technology.

[22]  Huangang Wang,et al.  Parameter Selection of Gaussian Kernel for One-Class SVM , 2015, IEEE Transactions on Cybernetics.

[23]  Hichem Snoussi,et al.  Detection of Abnormal Visual Events via Global Optical Flow Orientation Histogram , 2014, IEEE Transactions on Information Forensics and Security.

[24]  Hanseok Ko,et al.  Acoustic signal based abnormal event detection in indoor environment using multiclass adaboost , 2013, IEEE Transactions on Consumer Electronics.

[25]  Yang Liu,et al.  Grouping-Based Discontinuous Reception for Massive Narrowband Internet of Things Systems , 2018, IEEE Internet of Things Journal.

[26]  Mianxiong Dong,et al.  When Weather Matters: IoT-Based Electrical Load Forecasting for Smart Grid , 2017, IEEE Communications Magazine.

[27]  Thomas G. Dietterich.  What is machine learning? , 2020, Archives of Disease in Childhood.

[28]  Jiajun Shi,et al.  Secrecy-Based Delay-Aware Computation Offloading via Mobile Edge Computing for Internet of Things , 2019, IEEE Internet of Things Journal.