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A systematic literature review on machine tool energy consumption
N Sihag, KS Sangwan - Journal of Cleaner Production, 2020 - Elsevier
Energy efficiency has become an integral part of the metal manufacturing industries as a
means to improve economic and environmental performance, and increase …
means to improve economic and environmental performance, and increase …
[HTML][HTML] Smart manufacturing scheduling approaches—Systematic review and future directions
The recent advances in technology and the demand for highly customized products have
been forcing manufacturing companies to adapt and develop new solutions in order to …
been forcing manufacturing companies to adapt and develop new solutions in order to …
AI-based forecasting for optimised solar energy management and smart grid efficiency
This paper considers two pertinent research inquiries:'Can an AI-based predictive
framework be utilised for the optimisation of solar energy management?'and 'What are the …
framework be utilised for the optimisation of solar energy management?'and 'What are the …
Energy efficiency modeling for configuration-dependent machining via machine learning: A comparative study
Energy efficiency modeling is of great importance to energy management and conservation
for machinery enterprises. To improve the generalization ability, this article combines the …
for machinery enterprises. To improve the generalization ability, this article combines the …
A data-driven digital twin framework for key performance indicators in CNC machining processes
VS Vishnu, KG Varghese… - International Journal of …, 2023 - Taylor & Francis
This paper presents a data-driven digital twin (DT) framework that predicts key performance
indicators (KPIs) in a CNC machining environment. The decision-makers can use these …
indicators (KPIs) in a CNC machining environment. The decision-makers can use these …
On parallel dedicated machines scheduling under energy consumption limit
This work studies a discrete manufacturing scheduling problem faced by companies with
energy-intensive processes. A scheduling environment with parallel dedicated machines is …
energy-intensive processes. A scheduling environment with parallel dedicated machines is …
A generalized method for the inherent energy performance modeling of machine tools
Abstract Machine tools (MTs), as the key equipment of manufacturing systems, have
enormous quantities and consume a great amount of energy. However, the diversity of both …
enormous quantities and consume a great amount of energy. However, the diversity of both …
[PDF][PDF] Energy efficiency modeling using whale optimization algorithm and ensemble model
Abstract machinery enterprises can benefit greatly from including energy efficiency models
into their energy management and conservation efforts. Due to a lack of theoretical …
into their energy management and conservation efforts. Due to a lack of theoretical …
Review on design research in CNC machine tools based on energy consumption
H Wu, X Wang, X Deng, H Shen, X Yao - Sustainability, 2024 - mdpi.com
CNC machine tools play an important role in manufacturing and are characterized by high
total energy consumption and low energy efficiency. The energy consumption characteristics …
total energy consumption and low energy efficiency. The energy consumption characteristics …
A novel CNC milling energy consumption prediction method based on program parsing and parallel neural network
J Cao, X **a, L Wang, Z Zhang, X Liu - Sustainability, 2021 - mdpi.com
Accurate and rapid prediction of the energy consumption of CNC machining is an effective
means to realize the lean management of CNC machine tools energy consumption as well …
means to realize the lean management of CNC machine tools energy consumption as well …