Assessment of machine tool related environmental impacts for sustainable machining processes

In assessing the environmental impact or sustainability of machining processes and machined products, the characteristics of the machine tool should be considered. Difficulties in carrying out sustainability assessment include (1) collecting comprehensive input data, and (2) production and financial pressures preventing staff and machine availability to conduct in-depth analysis. Life cycle assessment reports are available for specific machine tools online, but these aren’t commonplace. This research investigates how to conduct sustainability assessments on machine tools, with reference to prior research literature, international standards and a new machine tool market study. Science-based and cost-based approaches are considered. A cost-based top-down approach is relatively quick, can meet regulatory needs and would provide reasonably accurate ‘bulk’ results across numerous manufacturing processes and machines. However capturing and scientifically modelling details (bottom-up) of individual machines can drive identification and prioritisation of improvements and innovations to reduce environmental impact and meet future targets. Based on a market study of 120 numerical control (NC) machine tools in this research, cost-derived calculations did not accurately correlate to individual machine tools’ sustainability metrics, due to reasons such as heterogeneity in the market. 55 different manufacturers were encountered in the study. Improved correlation represents an opportunity for future work. 15 years is a standard and commonly quoted value for the lifetime of a machine tool. Analysis of market data in this work indicated a machine tool life of double this value, around 30 years. From the study the average NC machine tool mass, volume and footprint dimension (length or width) were 6.6 metric tons, 23 m 3 and 2.8 m respectively. The monitoring of multiple sustainability-related metrics at high frequency on all machine tools would incur a high sensing and data management footprint, so a balance can be struck in terms of the assessment level, to maximise value-for-effort.

Authors

Institutions

Publication Details

Journal
Procedia CIRP
Published
2025-01-01
DOI
https://doi.org/10.1016/j.procir.2024.12.118
Primary Topic
Energy Efficiency and Management
Type
article
Field-Weighted Citation Impact
0.00

Funders

Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Assessment of machine tool related environmental impacts for sustainable machining processes

Tim Cockerill, Nan Xu, Nikil Kapur, Krystian K. Wika et al.
Procedia CIRP
Energy Efficiency and Management
article

Assessment of machine tool related environmental impacts for sustainable machining processes

Tim Cockerill, Nan Xu, Nikil Kapur, Krystian K. Wika, Chris Taylor
article en

Abstract

In assessing the environmental impact or sustainability of machining processes and machined products, the characteristics of the machine tool should be considered. Difficulties in carrying out sustainability assessment include (1) collecting comprehensive input data, and (2) production and financial pressures preventing staff and machine availability to conduct in-depth analysis. Life cycle assessment reports are available for specific machine tools online, but these aren’t commonplace. This research investigates how to conduct sustainability assessments on machine tools, with reference to prior research literature, international standards and a new machine tool market study. Science-based and cost-based approaches are considered. A cost-based top-down approach is relatively quick, can meet regulatory needs and would provide reasonably accurate ‘bulk’ results across numerous manufacturing processes and machines. However capturing and scientifically modelling details (bottom-up) of individual machines can drive identification and prioritisation of improvements and innovations to reduce environmental impact and meet future targets. Based on a market study of 120 numerical control (NC) machine tools in this research, cost-derived calculations did not accurately correlate to individual machine tools’ sustainability metrics, due to reasons such as heterogeneity in the market. 55 different manufacturers were encountered in the study. Improved correlation represents an opportunity for future work. 15 years is a standard and commonly quoted value for the lifetime of a machine tool. Analysis of market data in this work indicated a machine tool life of double this value, around 30 years. From the study the average NC machine tool mass, volume and footprint dimension (length or width) were 6.6 metric tons, 23 m 3 and 2.8 m respectively. The monitoring of multiple sustainability-related metrics at high frequency on all machine tools would incur a high sensing and data management footprint, so a balance can be struck in terms of the assessment level, to maximise value-for-effort.

Procedia CIRPVol. 135
University of Leeds (GB), Advanced Manufacturing Research Centre (GB)
Engineering and Physical Sciences Research Council
Responsible consumption and production
Openalex Percentile: Top 87%
Energy Efficiency and Management
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.