Abstract
The rapacious demand for energy in semiconductor wafer manufacturing industries has significant implications for global warming and wafer manufacturing costs. Assessing sustainability in the multi-diamond wire sawing (MDWS) process is crucial for reducing costs and mitigating environmental impacts. However, sustainable assessment integrated with machinable performance metrics in this process has not been investigated. This novel study extensively analyzes sustainability metrics such as processing time, energy consumption, carbon dioxide emissions, machining cost, and machinability characteristics, including surface roughness, diamond wear rate, and sawing temperature in monocrystalline silicon carbide (mono-SiC) sawing process. Experiments were conducted using traditional MDWS (T-MDWS), reactive MDWS (R-MDWS), and electrophoretic-assisted reactive MDWS (ER-MDWS) coolants. An autoregressive integrated moving average (ARIMA) model was used to predict the overall energy consumption of the MDWS machine. Results showed significant improvements across various responses such as processing time, energy consumption, carbon dioxide emissions, machining cost, surface roughness, diamond wear rate, and sawing temperature, with reductions of 2.95%, 3.87%, 6.80%, 12.82%, 4.68%, 16.32%, and 4.39%, respectively. Furthermore, the ARIMA model results indicate that the total energy consumption prediction accuracy reaches 98.813%. The findings demonstrated that the ER-MDWS cooling strategy is well-suited for large-scale wafer production without compromising surface quality while minimizing environmental impact.
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Gao Y, Chen Y, Ge P et al (2018) Study on the subsurface microcrack damage depth in electroplated diamond wire saw slicing SiC crystal. Ceramics Int 44(18):22927–22934. https://doi.org/10.1016/j.ceramint.2018.09.088
Aydin G, Karakurt I, Aydiner K (2012) Performance of abrasive waterjet in granite cutting: influence of the textural properties. J Mat Civil Eng 24(7):944–949. https://doi.org/10.1061/(ASCE)MT.1943-5533.0000459
Langpoklakpam C, Liu A-C, Chu K.-H et al (2022) Review of silicon carbide processing for power MOSFET. Cryst 12(2):245. https://doi.org/10.3390/cryst12020245
Feng Y, Li K, Dou Z et al (2022) High-speed dicing of sic wafers with 0.048 mm diamond blades via rolling-slitting. Mater 15(22):8083. https://doi.org/10.3390/ma15228083
Yin Y, Gao Y, Yang C (2021) Sawing characteristics of diamond wire cutting sapphire crystal based on tool life cycle. Ceram Int 47(19):26627–26634. https://doi.org/10.1016/j.ceramint.2021.06.070
Wang P, Ge P, Li Z et al (2017) A scratching force model of diamond abrasive particles in wire sawing of single crystal SiC. Mat Sci Semicond Process 68:21–29. https://doi.org/10.1016/j.mssp.2017.05.032
Gao Y, ChenY, Ge P et al (2018) Study on the subsurface microcrack damage depth in electroplated diamond wire saw slicing SiC crystal. Ceram Int 44(18):22927–22934. https://doi.org/10.1016/j.ceramint.2018.09.088
Ge M, Chen Z, Wang P et al (2022) Crack damage control for diamond wire sawing of silicon: the selection of processing parameters. Mater Sci Semiconduct Process 148:106838. https://doi.org/10.1016/j.mssp.2022.106838
Gupta MK, Korkmaz ME (2023) A conceptual framework for sustainability impact assessment in machining bohler tool steel under hBN-enriched nano cutting fluids environment. Sustain Mater Technol 37:e00669. https://doi.org/10.1016/j.susmat.2023.e00669
Khanna N, Kshitij G, Solanki M et al (2023) In pursuit of sustainability in machining thin walled α-titanium tubes: an industry supported study. Sustain Mater Technol 36:e00647. https://doi.org/10.1016/j.susmat.2023.e00647
Ross NS, Rai R, Ananth MBJ et al (2023) Carbon emissions and overall sustainability assessment in eco-friendly machining of Monel-400 alloy. Sustain Mater Technol 37:e00675. https://doi.org/10.1016/j.susmat.2023.e00675
Hegab H, Kishawy HA, Darras B (2019) Sustainable cooling and lubrication strategies in machining processes: a comparative study. Procedia Manuf 33:786–793. https://doi.org/10.1016/j.promfg.2019.04.099
Airao J, Nirala CK, Bertolini R et al (2022) Sustainable cooling strategies to reduce tool wear, power consumption and surface roughness during ultrasonic assisted turning of Ti-6Al-4V. Tribol Int 169:107494. https://doi.org/10.1016/j.triboint.2022.107494
Khanna N, Airao J, Nirala CK et al (2022) Novel sustainable cryo-lubrication strategies for reducing tool wear during ultrasonic-assisted turning of Inconel 718. Tribol Int 174:107728. https://doi.org/10.1016/j.triboint.2022.107728
Khanna N, Kshitij G, Kashyap N et al (2023) Machinability analysis for drilling Ti6Al4V ELI under sustainable techniques: EMQL vs LCO2. Tribol Int 188:108880. https://doi.org/10.1016/j.triboint.2023.108880
Qiu J, Lv J (2023) Machining accuracy and force characteristic of diamond wire sawing and diamond wire electrical discharge sawing during rip sawing and cross sawing. The Int J Adv Manuf Technol 126(1):697–707. https://doi.org/10.1007/s00170-023-11132-7
Wang J, Guo YB, Fu C et al (2018) Surface integrity of alumina machined by electrochemical discharge assisted diamond wire sawing. J Manuf Process 31:96–102. https://doi.org/10.1016/j.jmapro.2017.11.008
Wang Y, Zhao B, Huang S et al (2021) Study on the subsurface damage depth of monocrystalline silicon in ultrasonic vibration assisted diamond wire sawing. Eng Fracture Mech 258:108077. https://doi.org/10.1016/j.engfracmech.2021.108077
Yan L, Zhang X, Li H et al (2021) Machinability improvement in three-dimensional (3D) ultrasonic vibration assisted diamond wire sawing of SiC. Ceramics Int. https://doi.org/10.1016/j.ceramint.2021.12.006
Wang P, Ge P, Bi W et al (2017) Effect of wire speed on subsurface cracks in wire sawing process of single crystal silicon carbide. Eng Fracture Mech 184:273–285. https://doi.org/10.1016/j.engfracmech.2017.09.002
Huang H, Zhang Y, Xu X (2015) Experimental investigation on the machining characteristics of single-crystal SiC sawing with the fixed diamond wire. The Int J Adv Manuf Technol 81(5):955–965. https://doi.org/10.1007/s00170-015-7250-8
Hardin CW, Qu J, Shih AJ (2004) Fixed abrasive diamond wire saw slicing of single-crystal silicon carbide wafers. Mater Manuf Process 19(2):355–367. https://doi.org/10.1081/AMP-120029960
Cvetković S, Morsbach C, Rissing L (2011) Ultra-precision dicing and wire sawing of silicon carbide (SiC). Microelectron Eng 88(8):2500–2504. https://doi.org/10.1016/j.mee.2011.02.026
Wang XY, Li Y, Li SJ (2012) Study on the impact of the cutting process of wire saw on sic wafers. Appl Mech Mater 120:593–597. https://doi.org/10.4028/www.scientific.net/AMM.120.593
Devasia R, Painuly A, Devapal D et al (2021) 22 - Continuous fiber reinforced ceramic matrix composites. In: Joseph K, Oksman K, George G, Wilson R, Appukuttan S (eds) Fiber Reinforced Composites. Woodhead Publishing, pp 669–751
Moreira FC, Boaventura RAR, Brillas E et al (2017) Electrochemical advanced oxidation processes:a review on their application to synthetic and real wastewaters. Appl Catal B: Environ 202:217–261. https://doi.org/10.1016/j.apcatb.2016.08.037
Deng J, Pan J, Zhang Q et al (2020) The mechanism of Fenton reaction of hydrogen peroxide with single crystal 6H-SiC substrate. Surfaces and Interfaces 21:100730. https://doi.org/10.1016/j.surfin.2020.100730
Wang X, Chen J, Bu Z et al (2021) Accelerated C-face polishing of silicon carbide by alkaline polishing slurries with Fe3O4 catalysts. J Environ Chem Eng 9(6):106863. https://doi.org/10.1016/j.jece.2021.106863
Yıldırım ÇV, Şirin Ş, Dağlı S et al (2023) Analysis of machinability and sustainability aspects while machining Hastelloy C4 under sustainable cutting conditions. Sustain Mater Technol 38:e00781. https://doi.org/10.1016/j.susmat.2023.e00781
Sefene EM, Chen CCA (2023) Multi-objective optimization of energy consumption, surface roughness, and material removal rate in diamond wire sawing for monocrystalline silicon wafer. The Int J Adv Manuf Technol 129(5):2563–2576. https://doi.org/10.1007/s00170-023-12335-8
Gellert A, Fiore U, Florea A et al (2022) Forecasting electricity consumption and production in smart homes through statistical methods. Sustain Cities Soc 76:103426. https://doi.org/10.1016/j.scs.2021.103426
Liu X, Lin Z, Feng Z (2021) Short-term offshore wind speed forecast by seasonal ARIMA - a comparison against GRU and LSTM. Energy 227:120492. https://doi.org/10.1016/j.energy.2021.120492
Jamil M, He N, Zhao W et al (2022) Assessment of energy consumption, carbon emissions and cost metrics under hybrid MQL-Dry ice blasting system: a novel cleaner production technology for manufacturing sectors. J Clean Prod 360:132111. https://doi.org/10.1016/j.jclepro.2022.132111
Balogun VA, Mativenga PT (2013) Modelling of direct energy requirements in mechanical machining processes. J Clean Prod 41:179–186. https://doi.org/10.1016/j.jclepro.2012.10.015
Shah P, Bhat P, Khanna N (2021) Life cycle assessment of drilling Inconel 718 using cryogenic cutting fluids while considering sustainability parameters. Sustain Energy Technol Assess 43:100950. https://doi.org/10.1016/j.seta.2020.100950
Sefene EM, Chen C-CA, Wang SH-M (Year) Sustainable analysis of energy consumption and surface quality of monocrystalline silicon in diamond wire sawing. In: 18th International Manufacturing Science and Engineering Conference, vol 2, New Brunswick, New Jersey, USA. https://doi.org/10.1115/MSEC2023-101247
Eggleston H, Buendia L, Miwa K et al (2006) 2006 IPCC guidelines for national greenhouse gas inventories. ETDEWEB
C. Origion. “The environmental impact of mined diamonds.” https://www.cleanorigin.com/diamond-environmental-impact/ (accessed October 18, 2022).
Kashyap N, Rahman Rashid RA, Khanna N (2022) Carbon emissions, techno-economic and machinability assessments to achieve sustainability in drilling Ti6Al4V ELI for medical industry applications, Sustainable. Mater Technol 33:e00458. https://doi.org/10.1016/j.susmat.2022.e00458
Sefene EM, Tsai Y-H, Jamil M et al (2023) A multi-criterion optimization of mechanical properties and sustainability performance in friction stir welding of 6061-T6 AA. Mater Today Commun 36:106838. https://doi.org/10.1016/j.mtcomm.2023.106838
Raval P, Patel D, Prajapati R et al (2022) Energy consumption and economic modelling of performance measures in machining of wire arc additively manufactured Inconel-625, Sustainable. Mater Technol 32:e00434. https://doi.org/10.1016/j.susmat.2022.e00434
Jamil M, He N, Wei Z et al (2023) A novel quantifiable approach of estimating energy consumption, carbon emissions and cost factors in manufacturing of bearing steel based on triple bottom-line approach, Sustainable. Mater Technol:e00593. https://doi.org/10.1016/j.susmat.2023.e00593
Zhong Z-W (2021) Processes for environmentally friendly and/or cost-effective manufacturing. Mater Manuf Processes 36(9):987–1009. https://doi.org/10.1080/10426914.2021.1885709
Gupta A, Chen C-CA, Hsu H-W (2019) Study on diamond wire wear, surface quality, and subsurface damage during multi-wire slicing of c-plane sapphire wafer. The Int J Adv Manuf Technol 100(5):1801–1814. https://doi.org/10.1007/s00170-018-2656-8
Würzner S, Herms M, Kaden T et al (2017) Characterization of the diamond wire sawing process for monocrystalline silicon by raman spectroscopy and SIREX polarimetry. Energies 10(4):414. https://doi.org/10.3390/en10040414
Kim JG, Yoo WS, Kim WY et al (2021) Correlation between contact angle and surface roughness of silicon carbide wafers. ECS J Solid State Sci Technol 10(11):113008. https://doi.org/10.1149/2162-8777/ac3ad0
Klocke F, Kuchle A (2009) Manufacturing processes. Springer
Malkin S, Guo C (2008) Grinding technology: theory and application of machining with abrasives. Industrial Press Inc.
Kumar A, Kaminski S, Melkote SN et al (2016) Effect of wear of diamond wire on surface morphology, roughness and subsurface damage of silicon wafers. Wear 364-365:163–168. https://doi.org/10.1016/j.wear.2016.07.009
Yıldırım ÇV, Kıvak T, Sarıkaya M et al (2020) Evaluation of tool wear, surface roughness/topography and chip morphology when machining of Ni-based alloy 625 under MQL, cryogenic cooling and CryoMQL. J Mater Res Technol 9(2):2079–2092. https://doi.org/10.1016/j.jmrt.2019.12.069
Agrawal C, Wadhwa J, Pitroda A et al (2021) Comprehensive analysis of tool wear, tool life, surface roughness, costing and carbon emissions in turning Ti–6Al–4V titanium alloy: cryogenic versus wet machining. Tribol Int 153:106597. https://doi.org/10.1016/j.triboint.2020.106597
Wang Y, Song L-X, Liu J-G et al (2021) Investigation on the sawing temperature in ultrasonic vibration assisted diamond wire sawing monocrystalline silicon. Mater Sci Semiconduct Process 135:106070. https://doi.org/10.1016/j.mssp.2021.106070
Acknowledgements
The authors acknowledge the financial support of the National Science and Technology Council (NSTC) under grant number (NSTC 112-2221-E-011-096). We also thank the Green Energy and Environment Research Laboratories (GEL) at the Industrial Technology Research Institute (ITRI) in Taiwan for their support and assistance with the digital power meters.
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Eyob Messele Sefene: conceptualization, methodology, investigation, data curation, formal analysis, software, validation, writing—original draft, and writing—review and editing. Chao-Chang Arthur Chen: conceptualization, visualization, formal analysis, validation, resources, funding acquisition, and project administration. Yueh-Hsun Tsai: methodology and data curation. Ting-Huan Lai: investigation and data curation. Ding-Xuan Huang: investigation and data curation. All authors have read and agreed to the published version of the manuscript.
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Sefene, E.M., Chen, CC.A., Tsai, YH. et al. Assessment of sustainable and machinable performance metrics of monocrystalline silicon carbide wafer with electrophoretic-assisted multi-diamond wire sawing. Int J Adv Manuf Technol (2024). https://doi.org/10.1007/s00170-024-13664-y
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DOI: https://doi.org/10.1007/s00170-024-13664-y