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Demand forecasting of hierarchical components is essential in manufacturing. However, its discussion in the machine-learning literature has been limited, and judgemental forecasts remain pervasive in the industry. Demand planners require…

Grid-connected hybrid renewable power systems with energy storage can reduce the intermittency of renewable power supply. However, emerging energy storage technologies need improvement to compete with lithium-ion batteries and reduce the…

系统与控制 · 电气工程与系统科学 2023-11-29 Sleiman Farah , Gorm Bruun Andresen

The environmental sustainability of Information Technology (IT) has emerged as a critical concern, driven by the need to reduce both energy consumption and greenhouse gas (GHG) emissions. In the context of cloud-native applications deployed…

分布式、并行与集群计算 · 计算机科学 2026-02-23 Andrea D'Iapico , Monica Vitali

Undoubtedly, the increase of available data and competitive machine learning algorithms has boosted the popularity of data-driven modeling in energy systems. Applications are forecasts for renewable energy generation and energy consumption.…

机器学习 · 计算机科学 2021-10-27 Stefan Meisenbacher , Janik Pinter , Tim Martin , Veit Hagenmeyer , Ralf Mikut

In picker-to-parts warehouses, order picking is a cost- and labor-intensive operation that must be designed efficiently. It comprises the construction of order batches and the associated order picker routes, and the assignment and…

人工智能 · 计算机科学 2019-09-05 Albert H. Schrotenboer , Susanne Wruck , Iris F. A. Vis , Kees Jan Roodbergen

The data partitioning and scheduling strategies used by DNN accelerators to leverage reuse and perform staging are known as dataflow, and they directly impact the performance and energy efficiency of DNN accelerator designs. An accelerator…

分布式、并行与集群计算 · 计算机科学 2020-05-12 Hyoukjun Kwon , Prasanth Chatarasi , Michael Pellauer , Angshuman Parashar , Vivek Sarkar , Tushar Krishna

Machine learning models are increasingly used in many engineering fields thanks to the widespread digital data, growing computing power, and advanced algorithms. Artificial neural networks (ANN) is the most popular machine learning model in…

材料科学 · 物理学 2020-10-20 Xin Liu , Su Tian , Fei Tao , Haodong Du , Wenbin Yu

Upgrading embedding models in production vector databases typically requires re-encoding the entire corpus and rebuilding the Approximate Nearest Neighbor (ANN) index, leading to significant operational disruption and computational cost.…

机器学习 · 计算机科学 2025-09-30 Harshil Vejendla

Modern data centers suffer from a growing carbon footprint due to insufficient support for environmental sustainability. While hardware accelerators and renewable energy have been utilized to enhance sustainability, addressing Quality of…

硬件体系结构 · 计算机科学 2024-03-20 Fan Chen

Not too long ago, offshoring was considered a panacea for many U.S. companies to achieve economic sustainability. Offshoring also created an unnecessary movement of goods between the point of consumption and the point of sourcing and hence…

系统与控制 · 电气工程与系统科学 2024-06-11 MD Parvez Shaikh , MD Sarder

Scalable and cost-effective solutions to renewable energy storage are essential to addressing the world's rising energy needs while reducing climate change. As we increase our reliance on renewable energy sources such as wind and solar,…

Industrial asset operations and maintenance question answering is inherently multi-turn, iterative, and highly dependent on external tool invocation. However, the conventional plan-execute single-agent architecture exhibits clear…

人工智能 · 计算机科学 2026-05-26 Chengrui Li , Rujing Li , Yitong Bai , Rui Li

Researchers and scientists use aggregations of data from a diverse combination of sources, including partners, open data providers and commercial data suppliers. As the complexity of such data ecosystems increases, and in turn leads to the…

计算机与社会 · 计算机科学 2019-04-10 Iain Barclay , Alun Preece , Ian Taylor , Dinesh Verma

Data-sharing pipelines involve a series of stages that apply policy-based data transformations to enable secure and effective data exchange among organizations. Although numerous tools and platforms exist to manage governance and…

数据库 · 计算机科学 2025-12-05 Sepideh Masoudi , Sebastian Werner , Pierluigi Plebani , Stefan Tai

With the increasing demand of raw materials nowadays, and the decrease in supplies, the industrial sector is suffering. The environment and the society are also indirectly affected. The goal to reach a sustainable development imposes…

机器人学 · 计算机科学 2022-09-12 Perla Nohra , Helmi Ben Rejeb , Swaminath Venkateswaran

This research proposes implications of application functions by using the chain traceability data acquired from the Smart Object attached with Extended Real-time Data (SO-ERD: e.g. smart container, smart pallet, etc.) to improve risk…

计算机与社会 · 计算机科学 2018-11-01 Siraprapa Wattanakul , Sébastien Henry , Mohand Lounes Bentaha , Napaporn Reeveerakul , Yacine Ouzrout

The increasing complexity of IoT applications and the continuous growth in data generated by connected devices have led to significant challenges in managing resources and meeting performance requirements in computing continuum…

分布式、并行与集群计算 · 计算机科学 2025-01-22 Sergio Laso , Ilir Murturi , Pantelis Frangoudis , Juan Luis Herrera , Juan M. Murillo , Schahram Dustdar

The tremendous advancements in the Internet of Things (IoT) increasingly involve computationally intensive services. These services often require more computation resources than can entirely be satisfied on local IoT devices. Cloud…

网络与互联网体系结构 · 计算机科学 2021-04-09 Boubakr Nour , Soumaya Cherkaoui

Incorporating renewable energy sources (RESs) into manufacturing systems has been an active research area in order to address many challenges originating from the unpredictable nature of RESs such as photovoltaics.In the energy-aware…

系统与控制 · 电气工程与系统科学 2023-02-03 Zhean Shao , Wen Li , Ying Tan

Reuse of data in new contexts beyond the purposes for which it was originally collected has contributed to technological innovation and reducing the consent burden on data subjects. One of the legal mechanisms that makes such reuse possible…

计算机与社会 · 计算机科学 2023-09-06 Asia J. Biega