The RMPFD approach provides a sophisticated framework for PFL, offering notable advantages in efficiency, adaptability, privacy-preserving, and resource management. By combining meta-learning and knowledge transfer, RMPFD facilitates rapid…
Category: Engineering
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A noval RUL prediction method for rolling bearing: TcLstmNet-CBAM
Temporal convolutional network
TCN is a novel time series prediction model27, which is a variant of CNN that preserves its efficient computational ability in processing data while incorporating certain aspects of RNN to endow TCN with the…
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Intelligent fault diagnosis of rotating machinery based on improved hybrid dilated convolution network for unbalanced samples
Experiments were conducted on two datasets to validate the effectiveness of the proposed method. All models were trained for 100 epochs, utilizing an initial learning rate of 0.0001 and the Adam optimizer. To ensure consistency, all experiments…
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Computation of fractal dimension and power draw of regrinding depending on particle size distribution
This study uses particle size distribution to examine the effects of three parameters: ball size (B.S), particle filling (P.F), and fractional ball filling (F.B.F), on power draw (PD) and the fractal dimension (DF) of ground particles. Each of…
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Sorption and release of small molecules in PDMS and COC for Organs on chip
Factors affecting sorption
Our experimental conditions were chosen to align with commonly used protocols in organ on chip studies. Previous research has investigated incubation times ranging from minutes, up to 24 h to assess drug sorption16,17,
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Ambiguity-aware semi-supervised learning for leaf disease classification
In this section, we present the evaluation metrics as well as the configuration that we use to evaluate our proposed method. Moreover, several experiments have been conducted to see the tendency with additional analysis.
Evaluation metrics
Similar…
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Tesla profits crash 71% in Q1 as Musk’s politics spark backlash
Elon Musk’s political moonlighting is hitting Tesla where it hurts most.
After years of explosive growth, the electric vehicle giant is now facing its worst quarterly performance in three years.
In its first-quarter earnings report on Tuesday,…
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Oscars 2026 rules confirm AI-assisted films can win top awards
The Academy of Motion Picture Arts and Sciences has officially set the 98th Academy Awards for Sunday, March 15, 2026, in Beverly Hills, Hollywood.
Alongside the announcement, the Academy introduced major rule changes that reflect the film…
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Development and characterisation of antimicrobial epoxy resin
All paint was provided by Indestructible Paint Ltd. All reagents were purchased from Sigma Aldrich UK, unless stated otherwise.
Epoxy resin preparation
To prepare epoxy clear gloss resin, clear gloss base and epoxy catalyst were mixed in an equal…
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Study links micronanoplastics in arteries to increased cardiovascular risk
Our lives are filled with plastic, in everything from packaging to textiles.
New research suggests “micronanoplastics” might be accumulating in arteries, with potentially serious consequences for our cardiovascular health.
Nanoplastics…
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