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 …

[HTML][HTML] Smart manufacturing scheduling approaches—Systematic review and future directions

D Alemão, AD Rocha, J Barata - Applied sciences, 2021 - mdpi.com
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 …

AI-based forecasting for optimised solar energy management and smart grid efficiency

P Bouquet, I Jackson, M Nick… - International Journal of …, 2024 - Taylor & Francis
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 …

Energy efficiency modeling for configuration-dependent machining via machine learning: A comparative study

Q **ao, C Li, Y Tang, X Chen - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
Energy efficiency modeling is of great importance to energy management and conservation
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 …

On parallel dedicated machines scheduling under energy consumption limit

I Módos, P Šucha, Z Hanzálek - Computers & Industrial Engineering, 2021 - Elsevier
This work studies a discrete manufacturing scheduling problem faced by companies with
energy-intensive processes. A scheduling environment with parallel dedicated machines is …

A generalized method for the inherent energy performance modeling of machine tools

P Liu, Z Zhang, X Wang, X Li, XV Wang… - Journal of Manufacturing …, 2021 - Elsevier
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 …

[PDF][PDF] Energy efficiency modeling using whale optimization algorithm and ensemble model

A Oubelaid, MY Shams, M Abotaleb - J. Artif. Intell. Metaheuristics, 2022 - researchgate.net
Abstract machinery enterprises can benefit greatly from including energy efficiency models
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 …

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 …