The Role of Interpretable Fuzzy Systems in Designing Cognitive Cities

Alonso, José M.; Castiello, Ciro; Mencar, Corrado

doi:10.1007/978-3-030-00317-3_6

Cited by 7 publications

(3 citation statements)

References 40 publications

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“…The importance of hierarchical fuzzy systems in interpretability is addressed in [34]. The interpretable fuzzy systems also have the core role in the designing of cognitive cities as discussed in [35].…”

Section: Related Workmentioning

confidence: 99%

Interpretability and Accuracy Analysis of Fuzzy Rule Based System Designed for Abalone

Chandra*,

Agarwal,

Shukla

2020

IJRTE

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 Abstract: Fuzzy Rule Based Systems are playing vital role in the implementation of human decision making. The development of interpretable Fuzzy Rule Based Systems with improved accuracy is a crucial research aspect in fuzzy based systems. Mamdani type fuzzy rule based systems are used to implement the proposed model. In this manuscript a FRBS is implemented with Guaje Open-Access Java based software. The interpretability and accuracy assessments are recorded on the different experiments with various rule generation methods, like Fuzzy decision tree and Wang Mendel method. The results are found satisfactory and a trade-off is handled between interpretability and accuracy. The major concern of the experimentation is number and type of fuzzy partitions. K-means and Hierarchical Fuzzy Partitions are used in the experiments with three and five number of fuzzy partitions.

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Section: Related Workmentioning

confidence: 99%

Interpretability and Accuracy Analysis of Fuzzy Rule Based System Designed for Abalone

Chandra*,

Agarwal,

Shukla

2020

IJRTE

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“…FLCs can solve complex control situations using rules by defining automatic systems that behave like human experts in a particular domain [9, [20][21][22]. In these systems, a linguistic control strategy based on expert knowledge can be converted into an automatic control strategy on the basis of fuzzy rules.…”

Section: Id:p0135mentioning

confidence: 99%

Design of Fuzzy Controllers for Embedded Systems With JFML

Soto-Hidalgo¹,

Vitiello²,

Alonso³

et al. 2019

IJCIS

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Fuzzy Rule-Based Systems JFML Embedded systems IEEE Std 1855-2016 Open source software Open hardware ID:p0085 Fuzzy rule-based systems (FRBSs) have been successfully applied to a wide range of real-world problems. However, they suffer from some design issues related to the difficulty to implement them on different hardware platforms without additional efforts. To bridge this gap, recently, the IEEE Computational Intelligence Society has sponsored the publication of the standard IEEE Std 1855-2016 which is aimed at providing the fuzzy community with a well-defined approach to model FRBSs in a hardwareindependent way. In order to provide a runnable version of an FRBS that is designed in accordance with the IEEE Std 1855-2016, the open source library Java Fuzzy Markup Language (JFML) has been developed. However, due to hardware and/or software limitations of embedded systems, it is not always possible to run an IEEE Std 1855-2016 FRBS on this kind of systems. The aim of this paper is to overcome this drawback by developing a new JFML module that assists developers in the design and implementation of FRBSs for open hardware-embedded systems. In detail, the module supports several connection types (WiFi, Bluetooth, and USB) in order to make feasible running FRBSs in a remote computer when, due to hardware limitations, it is not possible that they run locally in the embedded systems. The new JFML module is ready for Arduino TM and Raspberry Pi, but it can be easily extended to other hardware architectures. Moreover, the new JFML module allows to automatically generate runnable files on Arduino TM or Raspberry Pi in order to support nonexpert users, that is, users without specific knowledge about embedded systems or without strong programming skills. The use of the new JFML module is illustrated in two case studies. A B S T R A C T

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“…All customers will be able to show the purchased items on the LCD screen of the smart shopping cart Thus, the billing data will be produced pro-actively without any human intervention. The customer has to just pay the amount of billing at the point of sales [7]. The result structure may include administrations, which are wares and conveyed in a manner like conventional items [8].…”

Section: Introductionmentioning

confidence: 99%

Smart Shopping System with RFID Technology Based on Internet of Things

Hussien¹,

Alsaidi²,

Ajlan³

et al. 2020

Int. J. Interact. Mob. Technol.

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<p>The Internet of Things (IoT) incorporates most extensive number of innovations and imagines a mixture of things or questions around us that, through one of a kind tending to plans and standard correspondence conventions, consume the ability to connect through one another's also collaborate by their neighbors in the direction of attain regular purposes. The misuse of such a standard has been broadly explored in Internet-related investigates. As a result, a few plans have been suggested that utilization informal organizations to hunt Internet assets, to course activity, or to choose powerful strategies for substance dissemination. The essential understood this knowledge remains persistent locality everywhere us as a diverse carrier of things or articles – i.e. Radio-Frequency identification (RFID) sensors, labels, cellular telephones, actuators, and more – that finished novel inclining to ideas, consume the ability to subordinate through one another besides chip in through their neighbors to realize normal objectives of shopping situation in business sector. Web of Things (IoT) overpowered standard imperfection for structure code, which backing to shopping in business sector or undertaking gathering of most prominent concern and examinant.</p><p> </p>

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The Role of Interpretable Fuzzy Systems in Designing Cognitive Cities

Cited by 7 publications

References 40 publications

Interpretability and Accuracy Analysis of Fuzzy Rule Based System Designed for Abalone

Interpretability and Accuracy Analysis of Fuzzy Rule Based System Designed for Abalone

Design of Fuzzy Controllers for Embedded Systems With JFML

Smart Shopping System with RFID Technology Based on Internet of Things

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