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Optimized Binary Neural Networks for Road Anomaly Detection:A TinymL Approach on Edge Devices

Computers, materials & Continua 2024年第7期80卷 527-546页

作者： Amna Khatoon Weixing Wang Asad Ullah Limin Li mengfei Wang School of Information Engineering Chang’an UniversityXi’an710064China School of Information Engineering Xi’an Eurasia UniversityXi’an710065China School of Electrical and Electronic Engineering Wenzhou UniversityWenzhou325035China

Integrating Tiny machine Learning(TinymL)with edge computing in remotely sensed images enhances the capabilities of road anomaly detection on a broader *** devices efficiently implement a Binary Neural Network(BNN)for road feature extraction,utilizing quantization and compression through a pruning *** modifications resulted in a 28-fold decrease in memory usage and a 25%enhancement in inference speed while only experiencing a 2.5%decrease in *** showcases its superiority over conventional detection algorithms in different road image *** constrained by computer resources and training datasets,our results indicate opportunities for future research,demonstrating that quantization and focused optimization can significantly improve machine learning models’accuracy and operational *** Cortex-m0 gives practical feasibility and substantial benefits while deploying our optimized BNN model on this low-power device:Advanced machine learning in edge *** analysis work delves into the educational significance of TinymL and its essential function in analyzing road networks using remote sensing,suggesting ways to improve smart city frameworks in road network assessment,traffic management,and autonomous vehicle navigation systems by emphasizing the importance of new technologies for maintaining and safeguarding road networks.

关键词： Edge computing remote sensing TinymL optimization BNNs road anomaly detection quantization model compression

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Features of Cost management in Industrial Companies in Current Conditions

Features of Cost Management in Industrial Companies in Curre...

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作者： S.V.Bespalyy innovative university of eurasia 102/4 M.Gorky StreetPavlodarKazakhstan140000

The article reveals the main problems of industrial company management based on cost and shows the key points of cost-based management concept and its interaction with a company *** the last years cost-based management methodology attracts more and more attention both of management theorists and management *** most of authors state,the

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Tendency in Research's Directions of the middle Class in modern Economics

Tendency in Research's Directions of the Middle Class in Mod...

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作者： G.K.Baibasheva innovative university of eurasia 102/4 M.Gorky StreetPavlodar14000Kazakhstan

In the world economical literature there are many scientific methods of the"middle class"research,those are very often not connected with each *** depends on methods those can take from 25%to 66%of ***,who are in the middle class can differ from each other very much in incomes professional activity and many other *** the result one of

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The Problems of Forming and Implementation of State innovative Policy in the Republic of Kazakhstan

The Problems of Forming and Implementation of State Innovati...

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作者： D.S.Bekniyazova innovative university of eurasia 102/4 m.gorky street 140000PavlodarKazakhstan

In this work is investigated the necessity of state intervention in economic processes and first of all,in the innovative *** question is that,the effectiveness from innovative activity may be higher from state regulation of this sphere or without state resulation(with help market machanisms).Also,if the state regulation is necessary,what problems complicate this process.

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Directions for Cost management Development in Flour milling Branch

Directions for Cost Management Development in Flour Milling ...

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作者： О.I.Zhaltyrova innovative university of eurasia 102/4 M.Gorky StreetPavlodarKazakhstan140000

This article reveals the basic directions for cost management system development,which are necessary to increase performance of flour milling sector factories as an important socially oriented subject of economic rela...

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Economic relations in the context of public sector

Economic relations in the context of public sector

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作者： Z.K.Zhanuzakova innovative university of eurasia(InEU) 140000 PavlodarM.Gorky102/4Kazakhstan

In the public sector of developed countries for the last 20 years there has been a search of ways and methods of using mechanisms of market type or some elements of market relations in a public *** this connection pri...

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Accreditation as an instrument of national system of higher education quality assurance in the Republic of Kazakhstan:conceptual vision

Accreditation as an instrument of national system of higher ...

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作者： L.A.Frezorger L.I.Kashuk innovative university of eurasia(InEU) 140000 PavlodarM.Gorky102/4Kazakhstan

Conceptual vision of the essence of accreditation procedure of Higher education institutes in Republic of Kazakhstan as an instrument of quality assurance of educational activity is considered in this article.

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Social partnership as factor of development of effective labour relations

Social partnership as factor of development of effective lab...

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作者： T.N.Eryomina innovative university of eurasia(InEU) 140000 PavlodarM.Gorky102/4Kazakhstan

In the given article,the problems and prospects of the formation of the system of social partnership in the Republic of Kazakhstan are considered.

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The role of economical integration in the development and consolidation of the world industrial relation

The role of economical integration in the development and co...

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作者： Z.A.Arynova innovative university of eurasia(InEU) 140000 PavlodarM.Gorky102/4Kazakhstan

The report deals with the theoretical basics of economical integration,its role in the development and consolidation of world industrial relation.

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State regulation of innovations

State regulation of innovations

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作者： G.A.Kaidarova innovative university of eurasia(InEU) 140000 PavlodarM.Gorky102/4Kazakhstan

In the modern age,innovations in the world do not occur on their *** a consitant basis,they take root only where there are corresponding conditions for occurrence of ideas and understanding of their value,for maintenance of their *** of such conditions by the state innovative policy is called to carry out the mechanism of regulation of actually innovative activity.

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