Match!

Integrating machine learning in embedded sensor systems for Internet-of-Things applications

Published on Dec 1, 2016 in ISSPIT (International Symposium on Signal Processing and Information Technology)
· DOI :10.1109/ISSPIT.2016.7886051
Jongmin Lee4
Estimated H-index: 4
(ASU: Arizona State University),
Michael Stanley2
Estimated H-index: 2
(NXP Semiconductors)
+ 1 AuthorsCihan Tepedelenlioglu26
Estimated H-index: 26
(ASU: Arizona State University)
Abstract
Interpreting sensor data in Internet-of-Things applications is a challenging problem particularly in embedded systems. We consider sensor data analytics where machine learning algorithms can be fully implemented on an embedded processor/sensor board. We develop an efficient real-time realization of a Gaussian mixture model (GMM) for execution on the NXP FRDM-K64F embedded sensor board. We demonstrate the design of a customized program and data structure that generates real-time sensor features, and we show details and training/classification results for select IoT applications. The integrated hardware/software system enables real-time data analytics and continuous training and re-training of the machine learning (ML) algorithm. The real-time ML platform can accommodate several applications with lower sensor data traffic.
  • References (49)
  • Citations (9)
References49
Newest
Nov 1, 2016 in ASILOMAR (Asilomar Conference on Signals, Systems and Computers)
#1Henry BraunH-Index: 6
#2Pavan TuragaH-Index: 24
Last.Cihan TepedelenliogluH-Index: 26
view all 4 authors...
3 CitationsSource
#1Ace DimitrievskiH-Index: 2
#2Eftim ZdravevskiH-Index: 6
Last.Vladimir TrajkovikH-Index: 7
view all 4 authors...
6 CitationsSource
#1Stefan Bosse (University of Bremen)H-Index: 9
7 CitationsSource
#1Henry Braun (ASU: Arizona State University)H-Index: 6
#2S. T. Buddha (ASU: Arizona State University)H-Index: 3
Last.Devarajan Srinivasan (ASU: Arizona State University)H-Index: 5
view all 7 authors...
20 CitationsSource
Apr 1, 2016 in MELECON (Mediterranean Electrotechnical Conference)
#1Sunil Rao (ASU: Arizona State University)H-Index: 4
#2David Ramirez Dominguez (ASU: Arizona State University)H-Index: 5
Last.Andreas Spanias (ASU: Arizona State University)H-Index: 28
view all 11 authors...
11 CitationsSource
#1Mihai DatcuH-Index: 1
2 Citations
Mar 1, 2016 in ICASSP (International Conference on Acoustics, Speech, and Signal Processing)
#1Huan Songg (ASU: Arizona State University)H-Index: 1
#2Jayaraman J. Thiagarajan (LLNL: Lawrence Livermore National Laboratory)H-Index: 14
Last.Pavan Turaga (ASU: Arizona State University)H-Index: 24
view all 5 authors...
5 CitationsSource
#1Visar Berisha (ASU: Arizona State University)H-Index: 12
#2Alan Wisler (ASU: Arizona State University)H-Index: 4
Last.Andreas Spanias (ASU: Arizona State University)H-Index: 28
view all 4 authors...
31 CitationsSource
Jan 1, 2016 in IOT (The Internet of Things)
#1Satyavrat Wagle (Vishwakarma Institute of Technology)H-Index: 1
8 CitationsSource
#1Tanzim Khorshed (Deakin University)H-Index: 4
#2Neeraj SharmaH-Index: 9
Last.Yang Xiang (Deakin University)H-Index: 57
view all 6 authors...
6 CitationsSource
Cited By9
Newest
#1Ikram Ud Din (University of Haripur)H-Index: 5
#2Mohsen Guizani (Qatar University)H-Index: 48
Last.Valery V. KorotaevH-Index: 7
view all 5 authors...
2 CitationsSource
#1Namrata Majumdar (Amity University)
#2Shipra Shukla (Amity University)
Last.Anisha Bhatnagar (Amity University)
view all 3 authors...
Source
#1Farib Khondoker (ASU: Arizona State University)H-Index: 1
#2Trevor Thornton (ASU: Arizona State University)H-Index: 23
Last.Uday Shankar Shanthamallu (ASU: Arizona State University)H-Index: 2
view all 4 authors...
Source
Source
Feb 1, 2018 in IOT (The Internet of Things)
#1Vignesh Mahalingam Suresh (NTU: Nanyang Technological University)H-Index: 1
#2Rishi Raj Singh Sidhu (NTU: Nanyang Technological University)H-Index: 1
Last.Arindam Basu (NTU: Nanyang Technological University)H-Index: 18
view all 6 authors...
5 CitationsSource
Oct 1, 2017 in FIE (Frontiers in Education Conference)
#1Abhinav DixitH-Index: 1
#2Sameeksha KatochH-Index: 3
Last.Andreas SpaniasH-Index: 28
view all 6 authors...
3 CitationsSource
12 Citations
#1Uday Shankar Shanthamallu (ASU: Arizona State University)H-Index: 2
#2Andreas Spanias (ASU: Arizona State University)H-Index: 28
Last.Mike Stanley (NXP Semiconductors)H-Index: 1
view all 4 authors...
26 CitationsSource
View next paperSmart sensor architecture customized for image processing applications