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- research-articleJuly 2024
Energy-Aware Dynamic Resource Allocation and Container Migration in Cloud Servers: A Co-evolution GPHH Approach
GECCO '24: Proceedings of the Genetic and Evolutionary Computation ConferenceJuly 2024, Pages 1219–1227https://doi.org/10.1145/3638529.3654070Containers are a popular way of deploying software in cloud data centers. Containers are allocated to Virtual machines (VMs) which are allocated to Physical machines (PMs) within the data center. Since the resources required by containers often do not ...
- research-articleJuly 2024
Reinforcement Learning-Assisted Genetic Programming Hyper Heuristic Approach to Location-Aware Dynamic Online Application Deployment in Clouds
GECCO '24: Proceedings of the Genetic and Evolutionary Computation ConferenceJuly 2024, Pages 988–997https://doi.org/10.1145/3638529.3654058Location-Aware Dynamic Online Application dePloyment (LADOAP) in clouds is an NP-hard combinatorial optimisation problem. Genetic Programming Hyper-Heuristic (GPHH) has emerged as a promising approach for addressing LADOAP demands by dynamically ...
- research-articleJune 2024
Reinforcement learning-based consensus control for MASs with intermittent constraints
AbstractIn this article, an adaptive optimal consensus control problem is studied for multiagent systems in the strict-feedback structure with intermittent constraints (the constraints appear intermittently). More specifically, by designing a novel ...
Highlights- By designing a novel switch-like function, a more realistic constraint case called intermittent constraints is addressed.
- An improved coordinate transformation is established for intermittent constraints.
- A modified IAC-RL strategy ...
- research-articleJune 2024
CRA-Net: Transformer guided category-relation attention network for diabetic retinopathy grading
Computers in Biology and Medicine (CBIM), Volume 170, Issue CMar 2024https://doi.org/10.1016/j.compbiomed.2024.107993AbstractAutomated grading of diabetic retinopathy (DR) is an important means for assisting clinical diagnosis and preventing further retinal damage. However, imbalances and similarities between categories in the DR dataset make it highly challenging to ...
Highlights- A deep learning model is proposed for diabetic retinopathy grading.
- A novel category attention block is designed to alleviate the class-imbalance problem.
- A lesion relation attention block is proposed to model the lesion relation.
- research-articleJune 2024
CCropLand30: High-resolution hybrid cropland maps of China created through the synergy of state-of-the-art remote sensing products and the latest national land survey
Computers and Electronics in Agriculture (COEA), Volume 218, Issue CMar 2024https://doi.org/10.1016/j.compag.2024.108672Highlights- Hybrid cropland maps were created by fusing LULC products with China’s latest national land survey.
- A bias-insensitive spatial pattern matching metric was introduced to assess and rank cropland maps.
- A novel majority voting-fuzzy ...
Accurate information on the extents and dynamics of croplands is crucial to address the twin challenges of meeting the growing food needs while reducing environmental footprint. Despite the availability of numerous global and regional cropland ...
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- research-articleMay 2024
A novel metric-based model with the ability of zero-shot learning for intelligent fault diagnosis
Engineering Applications of Artificial Intelligence (EAAI), Volume 129, Issue CMar 2024https://doi.org/10.1016/j.engappai.2023.107605AbstractIntelligent fault diagnosis plays an important role in maintaining the safe and reliable operation of rotating machinery. However, the data collected in real engineering scenarios may be severely insufficient, which presents challenges to the ...
- research-articleMay 2024
The role of big data and IoT in logistics supply chain management of e-commerce
Journal of Computational Methods in Sciences and Engineering (JOCMSE), Volume 24, Issue 22024, Pages 813–822https://doi.org/10.3233/JCM-237067With the rapid development of social mode virtualization and electronic component technology, the application of data science and Internet of Things (IoT) technology in the field of e-commerce is gradually increasing. This study aims to explore how these ...
- research-articleApril 2024
The structure of minimally t-tough, 2 K 2-free graphs
Discrete Applied Mathematics (DAMA), Volume 346, Issue CMar 2024, Pages 1–9https://doi.org/10.1016/j.dam.2023.11.034AbstractA graph G is minimally t-tough if the toughness of G is t and deletion of any edge from G decreases its toughness. Kriesell conjectured that the minimum degree of a minimally 1-tough graph is 2, and Katona et al. proposed a generalized version of ...
- research-articleMarch 2024
Malicious Random-index PIR and its Application
ISCAI '23: Proceedings of the 2023 2nd International Symposium on Computing and Artificial IntelligenceOctober 2023, Pages 72–75https://doi.org/10.1145/3640771.3640789Abstract. Private information retrieval (PIR) enables clients to retrieve data from a database without disclosing the specific entry being accessed. In this paper, we focus on a variant called random-index PIR (RPIR), here the retrieved index is an ...
- research-articleMarch 2024
Privacy‐preserving data integration scheme in industrial robot system based on fog computing and edge computing
AbstractTo solve the security problems of the moving robot system in the fog network of the Industrial Internet of Things (IIoT), this paper presents a privacy‐preserving data integration scheme in the moving robot system. First, a novel data collection ...
This paper presents a privacy‐preserving data integration scheme in the moving robot system. First, a novel data collection enhancement algorithm is proposed to enhance the image effects, and a k‐anonymous location and data privacy protection protocol ...
- ArticleNovember 2023
A Group Genetic Algorithm for Energy-Efficient Resource Allocation in Container-Based Clouds with Heterogeneous Physical Machines
AI 2023: Advances in Artificial IntelligenceNov 2023, Pages 453–465https://doi.org/10.1007/978-981-99-8391-9_36AbstractContainers are quickly gaining popularity in cloud computing environments due to their scalable and lightweight characteristics. However, the problem of Resource Allocation in Container-based clouds (RAC) is much more challenging than the Virtual ...
- ArticleNovember 2023
Evolving Epidemic Management Rules Using Deep Neuroevolution: A Novel Approach to Inspection Scheduling and Outbreak Minimization
AI 2023: Advances in Artificial IntelligenceNov 2023, Pages 387–399https://doi.org/10.1007/978-981-99-8391-9_31AbstractIn epidemic management, the unpredictable dynamics of outbreaks, the constraints of available resources, and the complexity of variable interactions pose a significant challenge in designing effective management rules. While traditional ...
- ArticleNovember 2023
Energy-Efficient and Communication-Aware Resource Allocation in Container-Based Cloud with Group Genetic Algorithm
AbstractMicroservice is a new architecture for application development that makes applications more flexible to deploy, extend and update compared to monolithic architectures. As container-based clouds rapidly gained popularity in recent years, more ...
- research-articleNovember 2023
Distributed event‐triggered optimal bipartite consensus control for multiagent systems with input delay via reinforcement learning method
Asian Journal of Control (ASJC), Volume 25, Issue 6November 2023, Pages 4834–4852https://doi.org/10.1002/asjc.3158AbstractIn this article, an optimal bipartite consensus control (OBCC) scheme is proposed for heterogeneous multiagent systems (MASs) with input delay by reinforcement learning (RL) algorithm. A directed signed graph is established to construct MASs with ...
- ArticleNovember 2023
Leiden Fitness-Based Genetic Algorithm with Niching for Community Detection in Large Social Networks
PRICAI 2023: Trends in Artificial IntelligenceNov 2023, Pages 423–435https://doi.org/10.1007/978-981-99-7022-3_39AbstractCommunity Detection (CD) in large social networks is a highly active research area due to its immense practical value in many real-world applications. Genetic algorithms (GAs) are widely used to solve the CD problem due to their strong ability to ...
- research-articleNovember 2023
Adaptive Workload-Balanced Scheduling Strategy for Global Ocean Data Assimilation on Massive GPUs
SC '23: Proceedings of the International Conference for High Performance Computing, Networking, Storage and AnalysisNovember 2023, Article No.: 78, Pages 1–15https://doi.org/10.1145/3581784.3607088Global ocean data assimilation is a crucial technique to estimate the actual oceanic state by combining numerical model outcomes and observation data, which is widely used in climate research. Due to the imbalanced distribution of observation data in ...
- ArticleNovember 2023
A Conceptual Modeling Approach for Risk Assessment and Mitigation in Collision-Free UAV Routing Planning for Beyond-the-Visual-Line-of-Sight Flights
AbstractThe domain of beyond-the-visual-line-of-sight (BVLOS) flights of unmanned aerial vehicles (UAVs) has unique navigational challenges such as the reliable estimation, evaluation and mitigation of the risk of the associated flight paths. To tackle ...
- research-articleNovember 2023
Back projection deep unrolling network for handwritten text image super resolution
Computers and Electrical Engineering (CENG), Volume 111, Issue PBNov 2023https://doi.org/10.1016/j.compeleceng.2023.108965AbstractCurrent super-resolution (SR) methods have demonstrated exceptional advancements in the domain of natural image processing. Nevertheless, these approaches do not fully address the open issues of edge blurring and distortion. In order to address ...
Highlights- BPDUN, a deep unrolling network is proposed to solve the super-resolution problems.
- A benchmark dataset HDT300 is constructed for handwritten image super-resolution.
- BPDUN is on par with the SOTA models and achieves new SOTA ...