Aerospace and Electronic Systems - March 2019 - 64

Energy-Efficient Routing Algorithm Based on Localization and Clustering Techniques for Agricultural Applications
Table 1.

Technical Specification of the Used panStamp NRG 2.0
Sensor Node
Parameters
Number of nodes

Values
6

Operating frequency

868 MHz

Data payload size

61 bytes

Required battery
voltage

3V

Rx Current

18 mA

Tx Current

36 mA

Communication
Transmit power level

Figure 7.

120 m outdoor

Localization measurements deviation between real and estimated
measurements.

0 dBm to +12 dBm

Figure 6.
Random distribution of wireless nodes in a 100 m  100 m
network.

converge with the real results with a small inclination. The
deviation between real positions and estimated position, as
seen in Figure 7, is approximated by 1.7 m, which is still
reasonable compared to the distances between nodes.
Later the routing algorithm is tested and evaluated,
similarly, in an outdoor environment. Six panStamp sensor nodes were deployed and energy consumption were
evaluated. Deployed nodes have a previous knowledge of
their geographical position retrieved from the localization
algorithm as depicted in Figure 8. Once nodes are
deployed and the network has been established, each node
executes a fuzzy-logic-based algorithm, gathering an output giving its chance to be a CH.
Figure 9 illustrates the energy consumption profile
of the network after 12915 s, approximately 4 h, of
continual operations. Since node 3 is selected as CH, it
consumes more energy than the other two nodes. About
48 J are consumed from node 3, while, only 23 J are consumed from both node 1 and node 2 of ring 1. In the ring
2, node 2 is selected as CH. For thus, it consumes about 1
64

Figure 8.
Cluster formation prototype.

Figure 9.
Received packet at BS during continuous 16 h of measurements.

J more than node 1. After 12 915 s, the total consumed
energy from all nodes is about 78 J, about 0.05% of the
total initial energy.

IEEE A&E SYSTEMS MAGAZINE

MARCH 2019



Aerospace and Electronic Systems - March 2019

Table of Contents for the Digital Edition of Aerospace and Electronic Systems - March 2019

Contents
Aerospace and Electronic Systems - March 2019 - Cover1
Aerospace and Electronic Systems - March 2019 - Cover2
Aerospace and Electronic Systems - March 2019 - Contents
Aerospace and Electronic Systems - March 2019 - 2
Aerospace and Electronic Systems - March 2019 - 3
Aerospace and Electronic Systems - March 2019 - 4
Aerospace and Electronic Systems - March 2019 - 5
Aerospace and Electronic Systems - March 2019 - 6
Aerospace and Electronic Systems - March 2019 - 7
Aerospace and Electronic Systems - March 2019 - 8
Aerospace and Electronic Systems - March 2019 - 9
Aerospace and Electronic Systems - March 2019 - 10
Aerospace and Electronic Systems - March 2019 - 11
Aerospace and Electronic Systems - March 2019 - 12
Aerospace and Electronic Systems - March 2019 - 13
Aerospace and Electronic Systems - March 2019 - 14
Aerospace and Electronic Systems - March 2019 - 15
Aerospace and Electronic Systems - March 2019 - 16
Aerospace and Electronic Systems - March 2019 - 17
Aerospace and Electronic Systems - March 2019 - 18
Aerospace and Electronic Systems - March 2019 - 19
Aerospace and Electronic Systems - March 2019 - 20
Aerospace and Electronic Systems - March 2019 - 21
Aerospace and Electronic Systems - March 2019 - 22
Aerospace and Electronic Systems - March 2019 - 23
Aerospace and Electronic Systems - March 2019 - 24
Aerospace and Electronic Systems - March 2019 - 25
Aerospace and Electronic Systems - March 2019 - 26
Aerospace and Electronic Systems - March 2019 - 27
Aerospace and Electronic Systems - March 2019 - 28
Aerospace and Electronic Systems - March 2019 - 29
Aerospace and Electronic Systems - March 2019 - 30
Aerospace and Electronic Systems - March 2019 - 31
Aerospace and Electronic Systems - March 2019 - 32
Aerospace and Electronic Systems - March 2019 - 33
Aerospace and Electronic Systems - March 2019 - 34
Aerospace and Electronic Systems - March 2019 - 35
Aerospace and Electronic Systems - March 2019 - 36
Aerospace and Electronic Systems - March 2019 - 37
Aerospace and Electronic Systems - March 2019 - 38
Aerospace and Electronic Systems - March 2019 - 39
Aerospace and Electronic Systems - March 2019 - 40
Aerospace and Electronic Systems - March 2019 - 41
Aerospace and Electronic Systems - March 2019 - 42
Aerospace and Electronic Systems - March 2019 - 43
Aerospace and Electronic Systems - March 2019 - 44
Aerospace and Electronic Systems - March 2019 - 45
Aerospace and Electronic Systems - March 2019 - 46
Aerospace and Electronic Systems - March 2019 - 47
Aerospace and Electronic Systems - March 2019 - 48
Aerospace and Electronic Systems - March 2019 - 49
Aerospace and Electronic Systems - March 2019 - 50
Aerospace and Electronic Systems - March 2019 - 51
Aerospace and Electronic Systems - March 2019 - 52
Aerospace and Electronic Systems - March 2019 - 53
Aerospace and Electronic Systems - March 2019 - 54
Aerospace and Electronic Systems - March 2019 - 55
Aerospace and Electronic Systems - March 2019 - 56
Aerospace and Electronic Systems - March 2019 - 57
Aerospace and Electronic Systems - March 2019 - 58
Aerospace and Electronic Systems - March 2019 - 59
Aerospace and Electronic Systems - March 2019 - 60
Aerospace and Electronic Systems - March 2019 - 61
Aerospace and Electronic Systems - March 2019 - 62
Aerospace and Electronic Systems - March 2019 - 63
Aerospace and Electronic Systems - March 2019 - 64
Aerospace and Electronic Systems - March 2019 - 65
Aerospace and Electronic Systems - March 2019 - 66
Aerospace and Electronic Systems - March 2019 - 67
Aerospace and Electronic Systems - March 2019 - 68
Aerospace and Electronic Systems - March 2019 - Cover3
Aerospace and Electronic Systems - March 2019 - Cover4
https://www.nxtbook.com/nxtbooks/ieee/aerospace_december2023
https://www.nxtbook.com/nxtbooks/ieee/aerospace_november2023
https://www.nxtbook.com/nxtbooks/ieee/aerospace_october2023
https://www.nxtbook.com/nxtbooks/ieee/aerospace_september2023
https://www.nxtbook.com/nxtbooks/ieee/aerospace_august2023
https://www.nxtbook.com/nxtbooks/ieee/aerospace_july2023
https://www.nxtbook.com/nxtbooks/ieee/aerospace_june2023
https://www.nxtbook.com/nxtbooks/ieee/aerospace_may2023
https://www.nxtbook.com/nxtbooks/ieee/aerospace_april2023
https://www.nxtbook.com/nxtbooks/ieee/aerospace_march2023
https://www.nxtbook.com/nxtbooks/ieee/aerospace_february2023
https://www.nxtbook.com/nxtbooks/ieee/aerospace_january2023
https://www.nxtbook.com/nxtbooks/ieee/aerospace_december2022
https://www.nxtbook.com/nxtbooks/ieee/aerospace_november2022
https://www.nxtbook.com/nxtbooks/ieee/aerospace_october2022
https://www.nxtbook.com/nxtbooks/ieee/aerospace_september2022
https://www.nxtbook.com/nxtbooks/ieee/aerospace_august2022
https://www.nxtbook.com/nxtbooks/ieee/aerospace_july2022
https://www.nxtbook.com/nxtbooks/ieee/aerospace_june2022
https://www.nxtbook.com/nxtbooks/ieee/aerospace_may2022_tutorial
https://www.nxtbook.com/nxtbooks/ieee/aerospace_may2022
https://www.nxtbook.com/nxtbooks/ieee/aerospace_april2022
https://www.nxtbook.com/nxtbooks/ieee/aerospace_march2022
https://www.nxtbook.com/nxtbooks/ieee/aerospace_february2022
https://www.nxtbook.com/nxtbooks/ieee/aerospace_january2022
https://www.nxtbook.com/nxtbooks/ieee/aerospace_december2021
https://www.nxtbook.com/nxtbooks/ieee/aerospace_november2021
https://www.nxtbook.com/nxtbooks/ieee/aerospace_october2021
https://www.nxtbook.com/nxtbooks/ieee/aerospace_september2021
https://www.nxtbook.com/nxtbooks/ieee/aerospace_august2021
https://www.nxtbook.com/nxtbooks/ieee/aerospace_july2021
https://www.nxtbook.com/nxtbooks/ieee/aerospace_june2021
https://www.nxtbook.com/nxtbooks/ieee/aerospace_may2021
https://www.nxtbook.com/nxtbooks/ieee/aerospace_april2021
https://www.nxtbook.com/nxtbooks/ieee/aerospace_march2021
https://www.nxtbook.com/nxtbooks/ieee/aerospace_march2021_tutorials
https://www.nxtbook.com/nxtbooks/ieee/aerospace_february2021
https://www.nxtbook.com/nxtbooks/ieee/aerospace_january2021
https://www.nxtbook.com/nxtbooks/ieee/aerospace_november2020
https://www.nxtbook.com/nxtbooks/ieee/aerospace_december2020
https://www.nxtbook.com/nxtbooks/ieee/aerospace_october2020
https://www.nxtbook.com/nxtbooks/ieee/aerospace_september2020
https://www.nxtbook.com/nxtbooks/ieee/aerospace_august2020
https://www.nxtbook.com/nxtbooks/ieee/aerospace_july2020
https://www.nxtbook.com/nxtbooks/ieee/aerospace_june2020
https://www.nxtbook.com/nxtbooks/ieee/aerospace_may2020
https://www.nxtbook.com/nxtbooks/ieee/aerospace_april2020
https://www.nxtbook.com/nxtbooks/ieee/aerospace_march2020
https://www.nxtbook.com/nxtbooks/ieee/aerospace_february2020
https://www.nxtbook.com/nxtbooks/ieee/aerospace_january2020
https://www.nxtbook.com/nxtbooks/ieee/aerospace_december2019
https://www.nxtbook.com/nxtbooks/ieee/aerospace_october2019partII
https://www.nxtbook.com/nxtbooks/ieee/aerospace_november2019
https://www.nxtbook.com/nxtbooks/ieee/aerospace_october2019
https://www.nxtbook.com/nxtbooks/ieee/aerospace_july2019
https://www.nxtbook.com/nxtbooks/ieee/aerospace_september2019
https://www.nxtbook.com/nxtbooks/ieee/aerospace_august2019
https://www.nxtbook.com/nxtbooks/ieee/aerospace_june2019
https://www.nxtbook.com/nxtbooks/ieee/aerospace_april2019
https://www.nxtbook.com/nxtbooks/ieee/aerospace_may2019
https://www.nxtbook.com/nxtbooks/ieee/aerospace_march2019
https://www.nxtbook.com/nxtbooks/ieee/aerospace_december2018
https://www.nxtbook.com/nxtbooks/ieee/aerospace_august2018
https://www.nxtbook.com/nxtbooks/ieee/aerospace_october2018
https://www.nxtbook.com/nxtbooks/ieee/aerospace_september2018
https://www.nxtbook.com/nxtbooks/ieee/aerospace_november2018
https://www.nxtbookmedia.com