Abstract
In this experimental study, waste cooking oil is chosen as a sustainable coolant to remove the excess heat from metal removal operations. For this purpose, WCO is characterized for physicochemical, thermal, tribological, and rheological properties. In addition, the image processing (IP) technique is applied by capturing the WCO surface images to examine the possible reactions in WCO and changes on the metal surface when the oil interacts for 151 days. Around 135 surface images are captured to extract the significant red–green–blue (RGB) pixel information from the WCO. The possible changes in WCO are examined by studying their functional groups using Fourier transform infrared (FTIR) spectroscopy analysis. The results of thermal conductivity (0.191 W/(mK)), coefficient of friction (0.139 µ), frictional force (4.176 N), anti-wear (636.14 µm), and shear stress (0.09 Pa@60 °C) for WCO are observed lower than conventional metal-cutting fluid. Furthermore, IP results reveal no significant changes in RGB pixel intensity from the first day to the 151st day. In addition, the functional group analysis reveals no changes in the fingerprint and functional group region wavenumbers in the FTIR spectrum for first- and 151-day WCO samples. Therefore, it is concluded that WCO does not show any reactions with the metal, and it can be considered a sustainable bio-coolant for metal removal operations.
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Abbreviations
- AI:
-
Artificial intelligence
- ASTM:
-
American society for testing and materials
- Conv:
-
Conventional coolant
- FSSAI:
-
Food Safety and Standards Authority of India
- FTIR:
-
Fourier transform infrared
- IP:
-
Image processing
- JPEG:
-
Joint photographic experts group
- K:
-
Kelvin
- MCF:
-
Metal-cutting fluid
- Mt:
-
Million tons
- RGB:
-
Red green blue
- s:
-
Time in seconds
- SDGs:
-
Sustainable development goals
- USD:
-
United States dollar
- W:
-
Watt
- WCO:
-
Waste cooking oil
- WCOs:
-
Waste cooking oils
References
Murray A, Skene K, Haynes K (2017) The circular economy: an interdisciplinary exploration of the concept and application in a global context. J Bus Ethics 140:369–380. https://doi.org/10.1007/s10551-015-2693-2
Kebede AA, Kalogiannis T, Van Mierlo J, Berecibar M (2022) A comprehensive review of stationary energy storage devices for large scale renewable energy sources grid integration. Renew Sustain Energy Rev 159:112213. https://doi.org/10.1016/j.rser.2022.112213
Halkos GE, Gkampoura EC (2020) Reviewing usage, potentials, and limitations of renewable energy sources. Energies 13:2906. https://doi.org/10.3390/en13112906
Joshi JR, Bhanderi KK, Patel JV (2023) Waste cooking oil as a promising source for bio lubricants: a review. J Indian Chem Soc 100(1):100820. https://doi.org/10.1016/j.jics.2022.100820
Singhabhandhu A, Tezuka T (2010) The waste-to-energy framework for integrated multi-waste utilization: waste cooking oil, waste lubricating oil, and waste plastics. Energy 35(6):2544–2551. https://doi.org/10.1016/j.energy.2010.03.001
van Grinsven A (2020), Used cooking oil (UCO) as biofuel feedstock in the EU, CE Delft: Delft, The Netherlands. p. 65
De Feo G, Di Domenico A, Ferrara C, Abate S, Sesti Osseo L (2020) Evolution of waste cooking oil collection in an area with long-standing waste management problems. Sustainability 12:8578. https://doi.org/10.3390/su12208578
Foo WH, Koay SSN, Chia SR, Chia WY, Tang DYY, Nomanbhay S, Chew KW (2022) Recent advances in the conversion of waste cooking oil into value-added products: a review. Fuel 324:124539. https://doi.org/10.1016/j.fuel.2022.124539
Zhang H, Aytun Ozturk U, Wang Q, Zhao Z (2014) Biodiesel produced by waste cooking oil: review of recycling modes in China, the US and Japan. Renew Sustain Energy Rev 38:677–685. https://doi.org/10.1016/j.rser.2014.07.042
Pugazhendhi A, Alagumalai A, Mathimani T, Atabani A (2020) Optimization, kinetic and thermodynamic studies on sustainable biodiesel production from waste cooking oil: an Indian perspective. Fuel 273:117725. https://doi.org/10.1016/j.fuel.2020.117725
Wickramasinghe K, Sasahara H, Rahim EA, Perera G (2020) Green metalworking fluids for sustainable machining applications: a review. J Clean Prod 257:120552. https://doi.org/10.1016/j.jclepro.2020.120552
Osama M, Singh A, Walvekar R, Khalid M, Gupta TCSM, Yin WW (2017) Recent developments and performance review of metal working fluids. Tribol Int 114:389–401. https://doi.org/10.1016/j.triboint.2017.04.050
Pizzi S, Caputo A, Corvino A, Venturelli A (2020) Management research and the UN sustainable development goals (SDGs): a bibliometric investigation and systematic review. J Clean Prod 276:124033. https://doi.org/10.1016/j.jclepro.2020.124033
Sankaranarayanan R, Rajesh NJH, Senthil KJ, Krolczyk GM (2021) A comprehensive review on research developments of vegetable-oil based cutting fluids for sustainable machining challenges. J Manuf Process 67:286–313. https://doi.org/10.1016/j.jmapro.2021.05.002
Bibin C, Devarajan Y, Bharadwaj A et al (2023) Detailed analysis on nonedible waste feedstock as a renewable cutting fluid for a sustainable machining process. Biomass Conv Bioref 13:3405–3413. https://doi.org/10.1007/s13399-021-02248-5
Rahul Katna M, Suhaib & Narayan Agrawal, (2020) Nonedible vegetable oil-based cutting fluids for machining processes: a review. Mater Manuf Processes 35(1):1–32. https://doi.org/10.1080/10426914.2019.1697446
Zhang W, Ji H, Song Y, Ma S, Xiong W, Chen C, Chen B, Zhang X (2020) Green preparation of branched biolubricant by chemically modifying waste cooking oil with lipase and ionic liquid. J Clean Prod 274:122918. https://doi.org/10.1016/j.jclepro.2020.122918
Kolakoti A, Bobbili P, Katakam S, Geeri S and Soliman WG (2023). Applications of artificial intelligence in sustainable energy development and utilization. In: Malik SC, Sinwar D, Kumar A, Gadde SR, Chatterjee P, and Hung BT (Eds) Comput Intell Sustain Reliab Eng. https://doi.org/10.1002/9781119865421.ch6
Li Bh, Hou Bc, Yu Wt et al (2017) Applications of artificial intelligence in intelligent manufacturing: a review. Frontiers Inf Technol Electron Eng 18:86–96. https://doi.org/10.1631/FITEE.1601885
Kolakoti A, Chandramouli R (2023) Prediction of significant oil properties using image processing based on RGB pixel intensity. Fuel 349:128618. https://doi.org/10.1016/j.fuel.2023.128618
Kolakoti A, Satish G (2023) Biodiesel production from low-grade oil using heterogeneous catalyst: an optimization and ANN modelling. Aust J Mech Eng 21(1):316–328. https://doi.org/10.1080/14484846.2020.1842298
Giakoumis EG (2018) Analysis of 22 vegetable oils’ physico-chemical properties and fatty acid composition on a statistical basis, and correlation with the degree of unsaturation. Renew Energy 126:403–419. https://doi.org/10.1016/j.renene.2018.03.057
Gupta M, Singh V, Kumar R, Said Z (2017) A review on thermophysical properties of nanofluids and heat transfer applications. Renew Sustain Energy Rev 74:638–670. https://doi.org/10.1016/j.rser.2017.02.073
Verma G, Yadav G, Saraj CS, Li L, Miljkovic N, Delville JP, Li W (2022) A versatile interferometric technique for probing the thermophysical properties of complex fluids. Light: Sci & Appl. https://doi.org/10.1038/s41377-022-00796-7
Kolakoti A, Appa Rao BV (2019) Effect of fatty acid composition on the performance and emission characteristics of an IDI supercharged engine using neat palm biodiesel and coconut biodiesel as an additive. Biofuels 10(5):591–605. https://doi.org/10.1080/17597269.2017.1332293
Garlapati VK, Mohapatra SB, Mohanty RC, Das P (2021) Transesterified olax scandens oil as a bio-additive: production and engine performance studies. Tribol Int 153:106653. https://doi.org/10.1016/j.triboint.2020.106653
Silva VF, Batista LN, De Robertis E et al (2016) Thermal and rheological behavior of ecofriendly metal cutting fluids. J Therm Anal Calorim 123:973–980. https://doi.org/10.1007/s10973-015-4848-x
Nune MMR, Chaganti PK (2019) Development, characterization, and evaluation of novel eco-friendly metal working fluid. Measurement 137:401–416. https://doi.org/10.1016/j.measurement.2019.01.066
Erturun V, Karamış MB (2016) Effects of reciprocating extrusion process on mechanical properties of AA 6061/SiC composites. Trans Nonferr Metals Soc China 26(2):328–338. https://doi.org/10.1016/S1003-6326(16)64123-7
Karamış MB, Sarı FN, Erturun V (2012) Friction and wear behaviors of reciprocatingly extruded Al–SiC composite. J Mater Process Technol 212(12):2578–2585. https://doi.org/10.1016/j.jmatprotec.2012.07.006
Altas E, Erkan O, Ozkan D et al (2022) Optimization of cutting conditions, parameters, and cryogenic heat treatment for surface roughness in milling of NiTi shape memory alloy. J of Materi Eng and Perform 31:7315–7327. https://doi.org/10.1007/s11665-022-06769-6
Lodhi APS, Kumar D (2021) Natural ingredients based environmental friendly metalworking fluid with superior lubricity. Colloids Surf, A 613:126071. https://doi.org/10.1016/j.colsurfa.2020.126071
Singh Lodhi AP, Kumar D, Kaur T, Singh N (2021) Development of lubricious, non-toxic, and corrosion-resistant metalworking fluid: a possible replacement for mineral oil-based fluids. J Clean Prod 323:129173. https://doi.org/10.1016/j.jclepro.2021.129173
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Katam, A.K., Mohanty, R.C. & Kolakoti, A. Experimental and image processing-based characterization of sustainable bio-coolant for metal removal operations. J Braz. Soc. Mech. Sci. Eng. 46, 216 (2024). https://doi.org/10.1007/s40430-024-04770-9
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DOI: https://doi.org/10.1007/s40430-024-04770-9