A Deep-Learning-Based Data-Management Scheme for Intelligent Control of Wastewater Treatment Processes Under Resource-Constrained IoT Systems

IEEE Internet of Things Journal, Год журнала: 2024, Номер 11(15), С. 25757 - 25770

Опубликована: Апрель 12, 2024

Effective data management schemes have always been the major demand in universal industrial Internet of Things (IoT) systems, especially resource-constrained scenarios. In realistic wastewater treatment process (WTP), only limited monitoring resource can be available due to some digital constraint. Aiming at this practical issue, work explores utilization deep neural network deal with such issue objective situation. Therefore, a learning-based scheme for intelligent control WTP under IoT is proposed paper. Firstly, specific encoding and preprocessing approach developed business scenario. Then, detailed workflow structure applied predict key intermediate parameters which further guide decision. Finally, comprehensive series experiments are conducted on real-world dataset covers range one year. Both efficiency robustness proposal tested by introducing several performance metrics. The results show that it proper prediction effect environment, facilitate following operations.

Язык: Английский

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Bulk wave propagation analysis of imperfect FG bio-composite beams resting on variable elastic medium

Materials Today Communications, Год журнала: 2024, Номер 39, С. 108524 - 108524

Опубликована: Март 9, 2024

Язык: Английский

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Hybrid structure design of expanded steel mesh to enhance the tensile performance of fiber‐reinforced composites

Polymer Composites, Год журнала: 2025, Номер unknown

Опубликована: Янв. 22, 2025

Abstract Metal hybrid structures with fiber‐reinforced composites optimize strength, weight, toughness, and durability while minimizing cracks retaining structural integrity. The present investigation evaluates the tensile performance of manufactured from expanded steel wire meshes epoxy versus pure glass fiber (GE). Hybrid specimens were fabricated mesh varying pattern sizes inserted at two different positions within exposed to loading layouts. results indicated that replacing GE layers decreased specimen density by 6.25% increasing ductility energy absorption. Medium‐size provided most effective performance, enhancing peak load, absorption, stiffness an average 18.9% over other sizes. outer layer configuration was superior inner layer, improving failure strain, stiffness, absorbed up 25.6%. Moreover, vertical boosted overall 28.5% compared horizontal loading. SO2 selected via Grey Relational Analysis be arrangement. Highlights Insight into impact using in composites. Analyzing effect size laminating order on performance. Effect layouts Examining damage morphologies assess interlayers interaction. Superior terms toughness.

Язык: Английский

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Hot deformation behavior of Aluminum alloys: a Comprehensive Review on Deformation mechanism, Processing maps analysis and Constitutive model description

Materials Today Communications, Год журнала: 2025, Номер unknown, С. 112004 - 112004

Опубликована: Фев. 1, 2025

Язык: Английский

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Bending-based solution methodology using eigenvalue-eigenvector approach for analysis of foldable reinforced Golf Clubs cylindrical shell

Mechanics of Advanced Materials and Structures, Год журнала: 2024, Номер unknown, С. 1 - 14

Опубликована: Июль 21, 2024

Язык: Английский

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Hybridization of thermoplastic/glass fiber reinforced epoxy composites for lightweight structures

Mechanics of Advanced Materials and Structures, Год журнала: 2024, Номер unknown, С. 1 - 16

Опубликована: Авг. 14, 2024

Understanding how different hybrid composite designs under flexural, interlaminar shear and fracture is the objective of this study. The was manufactured utilizing hand-layup process to produce three laminate arrangements beside neat composite. effects PC integration position through composites were evaluated, an analysis damage mechanisms performed. results demonstrated that incorporating sheet resulted in improvement overall performance. Additionally, delamination determined be most prevalent type failure, followed by fiber matrix breakage plastic deformation sheet.

Язык: Английский

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Size-dependent nonlinear vibrations of functionally graded origami-enabled auxetic metamaterial plate: Application of artificial intelligence networks for solving the engineering problem

Materials Today Communications, Год журнала: 2024, Номер 38, С. 108232 - 108232

Опубликована: Янв. 28, 2024

Язык: Английский

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Enhancement of Impact, Shear and Wear Performance of Glass Fiber/Epoxy Composites by Inclusion of Polycarbonate Sheets

Fibers and Polymers, Год журнала: 2024, Номер unknown

Опубликована: Окт. 23, 2024

Язык: Английский

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Flexural Strength Evolution of 3D-Printed PLA Structures: An Experimental Investigation

JOM, Год журнала: 2025, Номер unknown

Опубликована: Янв. 10, 2025

Язык: Английский

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Cold working technologies for increasing the fatigue life of metal structural components with fastener holes—review and perspectives

The International Journal of Advanced Manufacturing Technology, Год журнала: 2025, Номер unknown

Опубликована: Янв. 16, 2025

Язык: Английский

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