A logical analysis of Mamdani-type fuzzy inference, I theoretical bases

Bova, Simone; Codara, Pietro; Maccari, Daniele; Marra, Vincenzo

doi:10.1109/fuzzy.2010.5584830

Cited by 11 publications

(5 citation statements)

References 15 publications

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“…To infer rules, the Mamdani inferring technique (Bova et al, 2010) is used, which is based on the precise "IF-THEN" rulebase. In this way, the 27 rule guidelines in the rule-base are formed by the three input variables used together to decide the various alternatives for data routing through an intermediary route.…”

Section: 𝒄𝒐𝒓𝒆(𝑭 𝒅 ) → ⟨𝒖 ∈ 𝑼|𝝁 𝑭 𝒅 (𝒖) = 𝟏⟩mentioning

confidence: 99%

Smart Decision-Making and Communication Strategy in Industrial Internet of Things

Gunasekaran¹,

Kumar

Kaladevi

et al. 2023

IEEE Access

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Smart machine-machine (M2M) interactions, such as those enabled by the Internet of Things (IoT), have enabled people and machines to communicate and make decisions together. Furthermore, these systems have become increasingly important in the commercial and industrial sectors over the previous two decades. The Industrial Internet of Things (IIoT) is a smart system comprising engineering equipment which can connect to one another to improve manufacturing operations. This task would become more complicated if the amount of energy used by the IIoT ecosystems, as well as the amount of network traffic they generate, increased dramatically. Consequently, decision-making processes during communication are essential for autonomous interaction in critical IoT infrastructure. Smart factories employ communication technology to track and gather information in real-time to enhance the output, effectiveness, and predictability while lowering the overall cost of vital operations. In this context, Industry 4.0 not only limits to addresses the issues of integrating technologies, but it also focuses on data collection, dissemination, utilization, and organization and also improves the delivery of the solution or services quicker with more sustainability. This study intends to create an NF-based communication system for IIoT platforms to leverage those benefits. The proposed model includes smart decision-making procedures to deal with communication issues. Compared with the many methods already in use, the suggested mechanism's functional viability in the automated system is found to be optimal. Outcomes from simulations reveal that the suggested method has improved the accuracy and communication reliability of the IIoT platforms in comparison with the previous methods. Aside from these, the suggested model keeps the throughput of the local automation unit at 96.03% and the throughput of the production hall at 95.58% on average while maintaining the lowest average PLR of about 26.48% across different data rates.

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Section: 𝒄𝒐𝒓𝒆(𝑭 𝒅 ) → ⟨𝒖 ∈ 𝑼|𝝁 𝑭 𝒅 (𝒖) = 𝟏⟩mentioning

confidence: 99%

Smart Decision-Making and Communication Strategy in Industrial Internet of Things

Gunasekaran¹,

Kumar

Kaladevi

et al. 2023

IEEE Access

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“…Berbeda dengan logika klasik (crisp) atau tegas, suatu nilai hanya memiliki 2 kemungkinan, yaitu menjadi anggota himpunan atau tidak. Derajat keanggotaan 0 berarti nilai tersebut bukan anggota himpunan dan 1 berarti nilai tersebut anggota himpunan [15]. Pada metode mamdani sering dikenal dengan metode max-min yang dimana terdapat beberapa tahapan antara lain:…”

Section: Fuzzy Logicunclassified

Desain Dan Implementasi Solar Charging Controller Dengan Topologi Cuk Converter Menggunakan Kontrol Logika Fuzzy

Rizqofani

Dewatama²,

Fauziyah³

2022

TESLA

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Solar energy as an alternative way of anticipating the crisis of electrical energy. The output voltage of solar energy is unstable depends on the intensity of solar radiation and temperature. Solar energy obtained needs to be stored in batteries. On the other hand, battery charging system requires constant voltage, dc-dc converter is the right solution. Cuk converter is one of dc-dc converter topology that has the advantage of stable continuous current at input and output.. The purpose of this research to design and realize a battery charging system with fuzzy logic controller on the cuk converter. The fuzzy logic controller method to generate Pulse Width Modulation (PWM) so that the output voltage is 14 Volt. Fuzzy logic control uses the Mamdani method with 5 error membership functions and 5 delta error membership functions, as well as 5 output membership functions that is single tone. The results of the research that has been done for the response signal graph generated from fuzzy logic control parameters are for Response time (tr) = 0.74 seconds, Peak time (tp) = 1.243 seconds, % over shoot = 0%, Settling time (ts) = 1,243 seconds, Error (ess) = 0.17. the conclusion of this research is that the output of the singletone fuzzy control system response (-4, -2, 0, 2, 4) for the parameters applied shows a stable output value and can work well acording to the design.

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“…n , is the collection of all faces of ∆ n having dimension not greater than 1. 4 We say ran T P is a Hamiltonian path if there is a permutation π : {1, . .…”

Section: Characterisation Of Pseudo-triangular Bases Of Fuzzy Setsmentioning

confidence: 99%

“…For background on the few basic notions from piecewise linear geometry we use here, please see[21] 4. Thus, ∆(1)n happens to be a graph.…”

mentioning

confidence: 99%

The logical content of triangular bases of fuzzy sets in Łukasiewicz infinite-valued logic

Codara

DʼAntona

Marra

2014

Fuzzy Sets and Systems

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Continuing to pursue a research direction that we already explored in connection with Gödel-Dummett logic and Ruspini partitions, we show here that Lukasiewicz logic is able to express the notion of pseudo-triangular basis of fuzzy sets, a mild weakening of the standard notion of triangular basis. En route to our main result we obtain an elementary, logic-independent characterisation of triangular bases of fuzzy sets.

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A logical analysis of Mamdani-type fuzzy inference, I theoretical bases

Cited by 11 publications

References 15 publications

Smart Decision-Making and Communication Strategy in Industrial Internet of Things

Smart Decision-Making and Communication Strategy in Industrial Internet of Things

Desain Dan Implementasi Solar Charging Controller Dengan Topologi Cuk Converter Menggunakan Kontrol Logika Fuzzy

The logical content of triangular bases of fuzzy sets in Łukasiewicz infinite-valued logic

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