Machine Learning and Fuzzy Logic in Electronics: Applying Intelligence in Practice

被引:6
作者
Ivanova, Malinka [1 ]
Petkova, Petya [2 ]
Petkov, Nikolay [2 ]
机构
[1] Tech Univ Sofia, Fac Appl Math & Informat, Sofia 1000, Bulgaria
[2] Tech Univ Sofia, Coll Energy & Elect, Sofia 1000, Bulgaria
关键词
electronics; machine learning; fuzzy logic; neural networks; intelligent devises; sensors; Internet of Things; robotics; ALGORITHMS; NETWORKS; DESIGN; MODEL;
D O I
10.3390/electronics10222878
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The paper presents an analysis and summary of the current research state concerning the application of machine learning and fuzzy logic for solving problems in electronics. The investigated domain is conceptualized with aim the achievements, trending topics and future research directions to be outlined. The applied research methodology includes a bibliographic approach in combination with a detailed examination of 66 selected papers. The findings reveal the gradually increasing interest over the last 10 years in the machine learning and fuzzy logic techniques for modeling, implementing and improving different hardware-based intelligent systems.
引用
收藏
页数:29
相关论文
共 81 条
[1]   Communication-Efficient Tracking of Unknown, Spatially Correlated Signals in Ad-Hoc Wireless Sensor Networks: Two Machine Learning Approaches [J].
Alasti, Hadi .
SENSORS, 2021, 21 (15)
[2]   FPGA-Based Controller for a Hybrid Grid-Connected PV/Wind/Battery Power System with AC Load [J].
Allani, Mohamed Yassine ;
Riahi, Jamel ;
Vergura, Silvano ;
Mami, Abdelkader .
ENERGIES, 2021, 14 (08)
[3]  
Amornsamankul S., 2019, INT J SIMUL SYST SCI, V19, P20, DOI 10.5013/IJSSST.a.20.04.08
[4]   Design and Manufacture of a Multiband Rectangular Spiral-Shaped Microstrip Antenna Using EM-Driven and Machine Learning [J].
Aoad, Ashrf .
ELEKTRONIKA IR ELEKTROTECHNIKA, 2021, 27 (01) :29-40
[5]   bibliometrix: An R-tool for comprehensive science mapping analysis [J].
Aria, Massimo ;
Cuccurullo, Corrado .
JOURNAL OF INFORMETRICS, 2017, 11 (04) :959-975
[6]  
Arul A., 2021, Journal of Physics: Conference Series, V1916, DOI 10.1088/1742-6596/1916/1/012209
[7]   A Real-Time Robust Fuzzy-based Level Control Using Programmable Logic Controller [J].
Aydogmus, Zafer .
ELEKTRONIKA IR ELEKTROTECHNIKA, 2015, 21 (01) :13-17
[8]   Feasibility of Wireless Horse Monitoring Using a Kinetic Energy Harvester Model [J].
Ben Van Herbruggen ;
Fontaine, Jaron ;
Eerdekens, Anniek ;
Deruyck, Margot ;
Joseph, Wout ;
De Poorter, Eli .
ELECTRONICS, 2020, 9 (10) :1-22
[9]   Application of a Low-Cost Electronic Nose for Differentiation between Pathogenic Oomycetes Pythium intermedium and Phytophthora plurivora [J].
Borowik, Piotr ;
Adamowicz, Leszek ;
Tarakowski, Rafal ;
Waclawik, Przemyslaw ;
Oszako, Tomasz ;
Slusarski, Slawomir ;
Tkaczyk, Milosz .
SENSORS, 2021, 21 (04) :1-16
[10]   Neuromorphic computing with multi-memristive synapses [J].
Boybat, Irem ;
Le Gallo, Manuel ;
Nandakumar, S. R. ;
Moraitis, Timoleon ;
Parnell, Thomas ;
Tuma, Tomas ;
Rajendran, Bipin ;
Leblebici, Yusuf ;
Sebastian, Abu ;
Eleftheriou, Evangelos .
NATURE COMMUNICATIONS, 2018, 9