Real-Time Digital Filtering for IoT Data in Programmable Network Switches

被引:0
|
作者
Nauman, Nathaniel [1 ]
Wu, Ruochong [1 ]
Bagchi, Saurabh [1 ]
机构
[1] Purdue Univ, Sch ECE, W Lafayette, IN 47907 USA
关键词
IIR filter; programmable switch; network management; IoT;
D O I
10.1109/DSN-S54099.2022.00025
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
This study seeks to optimally approximate fixed-point multiplication on a programmable switch to perform digital IIR filtering. For a stream of real-time IoT data, offloading digital filtering computations allows edge devices to allocate more CPU cycles for processing analytics in parallel. Multiplication is approximated through an adaptive bit width precision lookup table, and the formulas for the maximum possible percentage error and the memory consumption are shown. The users can access and alter the 32-bit filter coefficients to reflect the specifications of the desired IIR filter. This offers extensive flexibility for users to alter the filter characteristics through software.
引用
收藏
页码:41 / 42
页数:2
相关论文
共 50 条
  • [1] Real-Time Fuzzy Digital Filtering
    Garcia Infante, Juan Carlos
    Medel Juarez, Jose de Jesus
    Guevara Lopez, Pedro
    [J]. COMPUTACION Y SISTEMAS, 2008, 11 (04): : 390 - 401
  • [2] Prophet: Real-time Queue Length Inference in Programmable Switches
    Wang, Shuhe
    Bi, Jun
    Sun, Chen
    Zhou, Yu
    [J]. SOSR '19: PROCEEDINGS OF THE 2019 ACM SYMPOSIUM ON SDN RESEARCH, 2019, : 158 - 159
  • [3] RTID: On-demand real-time data processing for IoT network
    Rahman, Muhammad Saifur
    Das, Rohit Kumar
    [J]. MATERIALS TODAY-PROCEEDINGS, 2022, 62 : 4721 - 4725
  • [4] REAL-TIME, MULTICHANNEL DIGITAL FILTERING ON THE TRANSPUTER
    GOULD, L
    BOWLER, I
    PURVIS, A
    [J]. CA-DSP 89, VOLS 1 AND 2: 1989 INTERNATIONAL SYMPOSIUM ON COMPUTER ARCHITECTURE AND DIGITAL SIGNAL PROCESSING, 1989, : 514 - 519
  • [5] Real-Time Network Video Data Streaming in Digital Medicine
    Vincze, Miklos
    Molnar, Bela
    Kozlovszky, Miklos
    [J]. COMPUTERS, 2023, 12 (11)
  • [6] Real-Time Automatic Air Pollution Services from IOT Data Network
    Badii, Claudio
    Bilotta, Stefano
    Cenni, Daniele
    Difino, Angelo
    Nesi, Paolo
    Paoli, Irene
    Paolucci, Michela
    [J]. 2020 IEEE SYMPOSIUM ON COMPUTERS AND COMMUNICATIONS (ISCC), 2020, : 1030 - 1035
  • [7] Real-time Data Incentives for IoT Searches
    Guo, Yunchuan
    Fang, Liang
    Geng, Kui
    Yin, Lihua
    Li, Fenghua
    Chen, Lihua
    [J]. 2018 IEEE INTERNATIONAL CONFERENCE ON COMMUNICATIONS (ICC), 2018,
  • [8] REAL-TIME DIGITAL IMAGE FILTERING AND SHADING CORRECTION
    DAHLBERG, R
    [J]. MATERIALS EVALUATION, 1979, 37 (10) : P14 - P14
  • [9] REAL-TIME PROGRAMMABLE PARALLEL DIGITAL SIGNAL PROCESSOR ARCHITECTURE
    BARR, PC
    BRESSEL, JG
    HARRIS, JD
    VALAS, CJ
    [J]. CA-DSP 89, VOLS 1 AND 2: 1989 INTERNATIONAL SYMPOSIUM ON COMPUTER ARCHITECTURE AND DIGITAL SIGNAL PROCESSING, 1989, : 558 - 562
  • [10] IMPLEMENTATION OF A PROGRAMMABLE SYSTEM FOR REAL-TIME DIGITAL VIDEO PROCESSING
    FORTIER, M
    DUBOIS, E
    [J]. SMPTE JOURNAL, 1989, 98 (10): : 760 - 764