A Fuzzy Logic Approach and Path Algorithm for Time and Energy Management of Smart Cleaning Robots

被引:0
|
作者
Simsek, Hakan [1 ]
Erturk, Faize Nur [2 ]
Seker, Recep [2 ]
机构
[1] Antalya Bilim Univ, Dept Ind Engn, Antalya, Turkiye
[2] Antalya Bilim Univ, Dept Comp Engn, Antalya, Turkiye
来源
GAZI UNIVERSITY JOURNAL OF SCIENCE | 2023年 / 36卷 / 03期
关键词
Algorithms; Cleaning Robot; Dirt; Fuzzy Inference System;
D O I
10.35378/gujs.1037741
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Smart home technologies (SHM) or devices provide some degree of digitally connected, automated, or enhanced services to building occupants in residential areas and have been becoming increasingly popular in recent years. SHM have the potential to improve home comfort, convenience, security, and energy management. Different technologies are used to equip household parts for smarter monitoring, movement, and remote control and to allow effective harmonic interaction between them. Especially, energy management and path-planning algorithms are some of the important problems for such technologies to get optimum efficiency and benefit. Smart vacuum cleaning robot is one of the applications of such devices with various functions. These cleaning robots have limited battery power and battery sizes, thus effective cleaning is critical. Additionally, the shortest / optimal path planning is essential for the efficient operation of effective cleaning based on the battery time. In this article, two distinct algorithms, which are Search algorithm and CSP algorithm are utilized to obtain distinct optimal minimum path lengths for keeping the home's total dirt level as low as possible. Depending on various types of linguistic, abstract, or perceptual variables, these algorithms are not enough for the energy management of the battery. Therefore, the fuzzy logic-based inference system is proposed for obtaining the charge durability of battery of the cleaning robot, in addition to these algorithms. The inputs affecting the charge durability are considered as floor type, dirt level and the width of area for the fuzzy approach.
引用
收藏
页码:1034 / 1048
页数:15
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