Skip to main content
Erschienen in: Biomass Conversion and Biorefinery 10/2024

29.06.2022 | Original Article

Conversion of non-edible Baobab oil as an alternative cooling medium in transformers and practicability analysis of ageing using Euler’s method and artificial neural network

verfasst von: Raymon Antony Raj, Srinivasan Murugesan, Sampath Kumar Venkatachary, Albert Alexander Stonier

Erschienen in: Biomass Conversion and Biorefinery | Ausgabe 10/2024

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

The use of natural esters as an insulation medium in transformers is well known. This paper proposes to use Baobab oil (Adansolia digitata) as insulator. The Baobab oil is modified using the additives such as hydrocarbon -C12H26-C15H32 (AD1) and aluminium-II-oxide (AD2) of size 10 nm. The modified natural ester (NE) called nano natural ester (NNE) shows good dielectric strength at 7.5 mL/L of AD1 and 0.75 g/L of AD2. NNE is prepared by blending AD1 and AD2 using ultrasonic waves. Here, in NNE, AD1 serves as thinner, and AD2 acts as electron scavenger. The NNE is then subjected to accelerated heasting at 100 °C for 720 h. The dielectric properties like AC breakdown voltage, fire point, kinematic viscosity (at 30 °C), acid number and water content are measured at 120 h. The data is then used as an input to Euler’s method (EM) for predicting the ageing rate for 1440 h. The prediction results of EM are confirmed using the artificial neural network (ANN); ANN shows significantly less deviance. The prediction results of NNE, NE and conventional insulating fluid (CIF) like mineral oil are compared, which indicates that NNE ages at a slower rate than CIF. Under lower temperature loading, NNE ages slower than the predicted results and shows endurance beyond 2880 h. Hence, the use of NNE is a cost-effective and suitable solution to insulating fluids in power and distribution transformers.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Literatur
1.
Zurück zum Zitat Bashi SM, Abdullahi UU, Yunus R (2002) Nordin, A, Use of natural vegetable oils as alternative dielectric transformer collants. J Inst Eng 67(2):4–9 Bashi SM, Abdullahi UU, Yunus R (2002) Nordin, A, Use of natural vegetable oils as alternative dielectric transformer collants. J Inst Eng 67(2):4–9
2.
Zurück zum Zitat Fofana I, Wasserberg V (2002) Borsi, H, Challenge of Mixed insulating liquids for use in high voltage transformers Part I: investigation of mixed liquids. IEEE Electr Insul Mag 18(3):18–31CrossRef Fofana I, Wasserberg V (2002) Borsi, H, Challenge of Mixed insulating liquids for use in high voltage transformers Part I: investigation of mixed liquids. IEEE Electr Insul Mag 18(3):18–31CrossRef
3.
Zurück zum Zitat Fofana I, Wasserberg V (2002) Borsi, H, Challenge of mixed insulating liquids for use in high voltage transformers, Part II - Investigation of mixed liquid impregnated paper insulation. IEEE Electr Insul Mag 18(4):5–16CrossRef Fofana I, Wasserberg V (2002) Borsi, H, Challenge of mixed insulating liquids for use in high voltage transformers, Part II - Investigation of mixed liquid impregnated paper insulation. IEEE Electr Insul Mag 18(4):5–16CrossRef
4.
Zurück zum Zitat Martins, MAG (2010) Vegetable oils, an alternative to mineral oil for power transformers—experimental study of paper ageing in vegetable oil versus mineral oil. IEEE Electr Insul Mag 7–13 Martins, MAG (2010) Vegetable oils, an alternative to mineral oil for power transformers—experimental study of paper ageing in vegetable oil versus mineral oil. IEEE Electr Insul Mag 7–13
5.
Zurück zum Zitat Samikannu R, Raj RA, Murugesan S, Venkatachary SK, Stonier AA (2021) Assessing the dielectric performance of sclerocarya birrea (Marula Oil) and mineral oil for eco-friendly power transformer application. Alex Eng J 61:355–366CrossRef Samikannu R, Raj RA, Murugesan S, Venkatachary SK, Stonier AA (2021) Assessing the dielectric performance of sclerocarya birrea (Marula Oil) and mineral oil for eco-friendly power transformer application. Alex Eng J 61:355–366CrossRef
6.
Zurück zum Zitat Stylianos, K (2009) Distribution Transformers and Maintenance. Stylianos, K (2009) Distribution Transformers and Maintenance.
7.
Zurück zum Zitat Rouse TO (1998) Mineral oil in transformers. IEEE Electr Insul Mag 14:6–16CrossRef Rouse TO (1998) Mineral oil in transformers. IEEE Electr Insul Mag 14:6–16CrossRef
8.
Zurück zum Zitat Raeisian L, Niazmand H, Bajestan-Ebrahimnia E, Werle P (2019) Feasibility study of waste vegetable oil as an alternative cooling medium in transformers. Appl Therm Eng 308–317 Raeisian L, Niazmand H, Bajestan-Ebrahimnia E, Werle P (2019) Feasibility study of waste vegetable oil as an alternative cooling medium in transformers. Appl Therm Eng 308–317
9.
Zurück zum Zitat Atmanli A, Ileri E, Yuksel B (2015) Yilmaz, N, Extensive analysis of diesel vegetable oil-n-butanol ternary blends in a diesel engine. Appl Energy 145:155–162CrossRef Atmanli A, Ileri E, Yuksel B (2015) Yilmaz, N, Extensive analysis of diesel vegetable oil-n-butanol ternary blends in a diesel engine. Appl Energy 145:155–162CrossRef
10.
Zurück zum Zitat Ghoneim SSM, Taha IBM, Elkalashy NI (2016) Integrated ANN based proactive fault diagnostic scheme for power transformers suing dissolved gas analysis. IEEE Trans Dielectr Insul 23(3):1838–1845CrossRef Ghoneim SSM, Taha IBM, Elkalashy NI (2016) Integrated ANN based proactive fault diagnostic scheme for power transformers suing dissolved gas analysis. IEEE Trans Dielectr Insul 23(3):1838–1845CrossRef
11.
Zurück zum Zitat Wang L, Zhao X, Pei J, Tang G (2016) Transformer fault diagnosis using continuous sparse autoencoder. SpringerPlus5 448 Wang L, Zhao X, Pei J, Tang G (2016) Transformer fault diagnosis using continuous sparse autoencoder. SpringerPlus5 448
12.
Zurück zum Zitat Raymon A, Ravi S, Abid Y, Modisa M (2020) Enhancement of dielectric properties of Baobab oil and Mongongo oil using cost-effective additive for power transformer insulating fluids. Environ Technol Innov 20:1–13 Raymon A, Ravi S, Abid Y, Modisa M (2020) Enhancement of dielectric properties of Baobab oil and Mongongo oil using cost-effective additive for power transformer insulating fluids. Environ Technol Innov 20:1–13
13.
Zurück zum Zitat Metwally I (2011) Failures, monitoring and new trends of power transformers. IEEE Potentials 30(3):36–43CrossRef Metwally I (2011) Failures, monitoring and new trends of power transformers. IEEE Potentials 30(3):36–43CrossRef
14.
Zurück zum Zitat Lopez-Perez D (2017) Antonino-Daviu, J, Application of infrared thermography to failure direction in industrial induction motors case stories. IEEE Trans on Ind Appl 23(1):1901–1908CrossRef Lopez-Perez D (2017) Antonino-Daviu, J, Application of infrared thermography to failure direction in industrial induction motors case stories. IEEE Trans on Ind Appl 23(1):1901–1908CrossRef
15.
Zurück zum Zitat Thiviyanathan VA, Ker PJ, Leong YS, Abdullah F, Ismail A (2022) Md Jamaludin, Z, Power transformer insulation system: a review on the reactions, fault detection, challenges and future prospects. Alex Eng J 61:7697–7713CrossRef Thiviyanathan VA, Ker PJ, Leong YS, Abdullah F, Ismail A (2022) Md Jamaludin, Z, Power transformer insulation system: a review on the reactions, fault detection, challenges and future prospects. Alex Eng J 61:7697–7713CrossRef
16.
Zurück zum Zitat Kumar SS, Iruthayarajan MW, Bakrutheen M (2015) Analysis of vegetable liquid insulating medium for applications in high voltage transformers, in 2014 International Conference on Science Engineering and Management Research (ICSEMR), Chennai, India. Kumar SS, Iruthayarajan MW, Bakrutheen M (2015) Analysis of vegetable liquid insulating medium for applications in high voltage transformers, in 2014 International Conference on Science Engineering and Management Research (ICSEMR), Chennai, India.
17.
Zurück zum Zitat Raymon A, Samuel Pakianathan P, Rajamani MPE, Karthik R (2013) Enhancing the critical characteristics of natural esters with antioxidants for power transformer applications. IEEE Trans Dielectr Electr Insul 20(3):899–912CrossRef Raymon A, Samuel Pakianathan P, Rajamani MPE, Karthik R (2013) Enhancing the critical characteristics of natural esters with antioxidants for power transformer applications. IEEE Trans Dielectr Electr Insul 20(3):899–912CrossRef
18.
Zurück zum Zitat Raymon A, Ravi S, Abid Y, Modisa M (2020) Comparison of ageing characteristics of superior insulating fluids with mineral oil for power transformer application. IEEE Access 8:141111–141122CrossRef Raymon A, Ravi S, Abid Y, Modisa M (2020) Comparison of ageing characteristics of superior insulating fluids with mineral oil for power transformer application. IEEE Access 8:141111–141122CrossRef
19.
Zurück zum Zitat Ghazani SM, Pink DA, Koutchekinia M, Carney JR, Bond R, Rakitsky W, Marangonia AG (2015) Engineering the viscosity and melting behaviour of triacylglycerol biolubricants via interesterification. RSC Adv 5(47):1–13CrossRef Ghazani SM, Pink DA, Koutchekinia M, Carney JR, Bond R, Rakitsky W, Marangonia AG (2015) Engineering the viscosity and melting behaviour of triacylglycerol biolubricants via interesterification. RSC Adv 5(47):1–13CrossRef
20.
Zurück zum Zitat Bakrutheen M, Willjuice Iruthayarajan M, Narayani A (2018) Influence of ultrasonic waves on viscosity of edible natural esters based liquid insulation. IEEE Trans Dielectr Electr Insul 25(5):1628–1635CrossRef Bakrutheen M, Willjuice Iruthayarajan M, Narayani A (2018) Influence of ultrasonic waves on viscosity of edible natural esters based liquid insulation. IEEE Trans Dielectr Electr Insul 25(5):1628–1635CrossRef
21.
Zurück zum Zitat Raymon A, Sakthibalan S, Cinthal C, Subramaniaraja R (2016) Yuvaraj, M, Enhancement and comparison of nano-ester insulating fluids. IEEE Trans Dielectr Electr Insul 23(2):892–900CrossRef Raymon A, Sakthibalan S, Cinthal C, Subramaniaraja R (2016) Yuvaraj, M, Enhancement and comparison of nano-ester insulating fluids. IEEE Trans Dielectr Electr Insul 23(2):892–900CrossRef
22.
Zurück zum Zitat Rafiq M, Lv YZ, Zhou Y, Ma KB, Wang W, Li CR, Wang Q (2015) Use of vegetable oils as transformer oils—a review. Renew Sustain Energy Rev 308–324 Rafiq M, Lv YZ, Zhou Y, Ma KB, Wang W, Li CR, Wang Q (2015) Use of vegetable oils as transformer oils—a review. Renew Sustain Energy Rev 308–324
23.
Zurück zum Zitat Tenbohlen S, Koch M (2010) Ageing performance and moisture solubility of vegetable oils for power transformers. IEEE Trans Power Deliv 25(2):825–830CrossRef Tenbohlen S, Koch M (2010) Ageing performance and moisture solubility of vegetable oils for power transformers. IEEE Trans Power Deliv 25(2):825–830CrossRef
24.
Zurück zum Zitat Li J, Zhang Z, Grzybowski S, Liu Y (2012) Characteristics of moisture diffusion in vegetable oil-paper insulation. IEEE Trans Dielectr Electr Insul 19:1650–6CrossRef Li J, Zhang Z, Grzybowski S, Liu Y (2012) Characteristics of moisture diffusion in vegetable oil-paper insulation. IEEE Trans Dielectr Electr Insul 19:1650–6CrossRef
25.
Zurück zum Zitat Azis N, Wang ZD (2011) Acid generation study of natural ester, in International symposium on high voltage engineering. Hannover, Germany Azis N, Wang ZD (2011) Acid generation study of natural ester, in International symposium on high voltage engineering. Hannover, Germany
26.
Zurück zum Zitat Lundgaard LE, Hansen W, Ingerbrigtsen S (2008) Ageing of mineral oil impregnated cellulose by acid catalysis. IEEE Trans Dielectr Insul 15(2):540–546CrossRef Lundgaard LE, Hansen W, Ingerbrigtsen S (2008) Ageing of mineral oil impregnated cellulose by acid catalysis. IEEE Trans Dielectr Insul 15(2):540–546CrossRef
27.
Zurück zum Zitat Liao R, Liang S, Sun C, Yang L, Sun HA (2010) comparative study of thermal ageing of transformer insulation paper impregnated in natural ester and in mineral oil. Int Trans Electric Energy Syst 20(4):518–533CrossRef Liao R, Liang S, Sun C, Yang L, Sun HA (2010) comparative study of thermal ageing of transformer insulation paper impregnated in natural ester and in mineral oil. Int Trans Electric Energy Syst 20(4):518–533CrossRef
28.
Zurück zum Zitat Wilson AC (1980) Insulating liquids, their uses, manufacture and properties. Institution of Electrical Engineers, London Wilson AC (1980) Insulating liquids, their uses, manufacture and properties. Institution of Electrical Engineers, London
29.
Zurück zum Zitat Oommen TV (2002) A new vegetable oil based transformer fluid: development and verification, in CEIDP, Victoria British Columbia Canada. Oommen TV (2002) A new vegetable oil based transformer fluid: development and verification, in CEIDP, Victoria British Columbia Canada.
30.
Zurück zum Zitat Oommen TV (2002) Vegetable oils for liquid-filled transformers. IEEE Electr Insul Mag 18(1):6–11CrossRef Oommen TV (2002) Vegetable oils for liquid-filled transformers. IEEE Electr Insul Mag 18(1):6–11CrossRef
31.
Zurück zum Zitat Oommen TV, Claiborne CC, Walsh EJ, Baker JP (2000) A new vegetable oil based transformer fluid: development and verfication, in Annual Report Conference on Electrical Insulation and Dielectric Phenomena 1. Oommen TV, Claiborne CC, Walsh EJ, Baker JP (2000) A new vegetable oil based transformer fluid: development and verfication, in Annual Report Conference on Electrical Insulation and Dielectric Phenomena 1.
32.
Zurück zum Zitat Oommen TV, Clair C (1999) Biodegradable transformer fluid from high oleic vegetable oils, in Doble conference paper, April. Oommen TV, Clair C (1999) Biodegradable transformer fluid from high oleic vegetable oils, in Doble conference paper, April.
33.
Zurück zum Zitat Nagashree A, Champa V, Sumangala B, Nagabushana G (2015) Sutability of natural vegetable seed oil as liquid dielectric coolant in an insulation system. Emerging Research in Electronics, Computer Science and Technology (ICERECT), pp. 429–434 Nagashree A, Champa V, Sumangala B, Nagabushana G (2015) Sutability of natural vegetable seed oil as liquid dielectric coolant in an insulation system. Emerging Research in Electronics, Computer Science and Technology (ICERECT), pp. 429–434
34.
Zurück zum Zitat Ramli MR, Arief YZ, Azli SA, Muhamad NA, Lau KY, Farhan M, Bashir N, Md Khairin N, Huey WL, Kiat SY (2014) Partial discharge characteristics of palm fatty acid ester (PFAE) as high voltage insulating material, in 2nd IEEE Conference on Power Engineering and Renewable Energy (ICPERE), Bali, Indonesia. Ramli MR, Arief YZ, Azli SA, Muhamad NA, Lau KY, Farhan M, Bashir N, Md Khairin N, Huey WL, Kiat SY (2014) Partial discharge characteristics of palm fatty acid ester (PFAE) as high voltage insulating material, in 2nd IEEE Conference on Power Engineering and Renewable Energy (ICPERE), Bali, Indonesia.
35.
Zurück zum Zitat Zakaria NA (2016) Experimental investigation on palm based oil as alternative for biodegradable power transformer oil application in Malaysia. J Telecommun Electronic Comput Eng (JTEC) 12(8):135–139 Zakaria NA (2016) Experimental investigation on palm based oil as alternative for biodegradable power transformer oil application in Malaysia. J Telecommun Electronic Comput Eng (JTEC) 12(8):135–139
36.
Zurück zum Zitat Abdelmalik AA, Fothergill JC, Dodd SJ, Abbott AP, Harris RC (2011) Effect of side chains on the dielectric properties of alkyl esters derived from palm kernel oil, in 2011 IEEE International Conference on Dielectric Liquids, Trondheim, Norway, 26–30. Abdelmalik AA, Fothergill JC, Dodd SJ, Abbott AP, Harris RC (2011) Effect of side chains on the dielectric properties of alkyl esters derived from palm kernel oil, in 2011 IEEE International Conference on Dielectric Liquids, Trondheim, Norway, 26–30.
37.
Zurück zum Zitat Ciuriuc A, Notinger PV, Jovalekic M, Tenbohlem S (2014) Experimental study on vegetable and mineral transformer oils properties, in 2014 Internation Conference: Optimisation of Electrical and Electronic Equipment (OPTIM). Ciuriuc A, Notinger PV, Jovalekic M, Tenbohlem S (2014) Experimental study on vegetable and mineral transformer oils properties, in 2014 Internation Conference: Optimisation of Electrical and Electronic Equipment (OPTIM).
38.
Zurück zum Zitat Chandrasekar S, Montanari G (2014) Analysis of partial discharge characteristics of natural esters as dielectric fluid for electric power apparatus applications. Dielectr Electr Insul IEEE Trans Year 2014:1251–1259CrossRef Chandrasekar S, Montanari G (2014) Analysis of partial discharge characteristics of natural esters as dielectric fluid for electric power apparatus applications. Dielectr Electr Insul IEEE Trans Year 2014:1251–1259CrossRef
39.
Zurück zum Zitat Bertrand Y, Hoang LC (2003) Vegetable oils as substitute for mineral oils, in Proceedings of the 7th International Conference on Properties and Applications of Dielectric Materials,. Bertrand Y, Hoang LC (2003) Vegetable oils as substitute for mineral oils, in Proceedings of the 7th International Conference on Properties and Applications of Dielectric Materials,.
40.
Zurück zum Zitat Al-Ammar EA (2010) Evaluation of seed oils based on statistical breakdown data for their application as insulating fluids in distribution transformers. Eur J Sci Res 40(1):15–26 Al-Ammar EA (2010) Evaluation of seed oils based on statistical breakdown data for their application as insulating fluids in distribution transformers. Eur J Sci Res 40(1):15–26
41.
Zurück zum Zitat Divakaran D, Kalaivanan C (2012) Investigation of lightning impulse voltage characteristics and other thermo-physical characteristics of vegetable oils for power apparatus applications, in IEEE 10th International Conference on the Properties and Applications of Dielectric Materials, Bangalore, India. Divakaran D, Kalaivanan C (2012) Investigation of lightning impulse voltage characteristics and other thermo-physical characteristics of vegetable oils for power apparatus applications, in IEEE 10th International Conference on the Properties and Applications of Dielectric Materials, Bangalore, India.
42.
Zurück zum Zitat Han J et al (2012) Application of insulating oil in high fire resistance transformer, in International Conference on high voltage engineering and application, Shangai, China. Han J et al (2012) Application of insulating oil in high fire resistance transformer, in International Conference on high voltage engineering and application, Shangai, China.
43.
Zurück zum Zitat Kanoh T, Iwabuchi H, Hoshida Y, Yamada J, Hikosaka T, Yamazaki A, Hatta Y, Koide H (2008) Analysis of electro-chemical characteristics of palm fatty acid esters as insulating oil, in IEEE Conference on Dielectric Liquids, Chasseneuil, France. Kanoh T, Iwabuchi H, Hoshida Y, Yamada J, Hikosaka T, Yamazaki A, Hatta Y, Koide H (2008) Analysis of electro-chemical characteristics of palm fatty acid esters as insulating oil, in IEEE Conference on Dielectric Liquids, Chasseneuil, France.
44.
Zurück zum Zitat Kano T, Koide H, Suzuki T, Kanetani A, Oba R (2012) Study on oxidative stability of palm fatty acidester (PFAE) as an insulating oil for transformers, in IEEE International Symposium on Electrical Insulation, San Juan, PR. Kano T, Koide H, Suzuki T, Kanetani A, Oba R (2012) Study on oxidative stability of palm fatty acidester (PFAE) as an insulating oil for transformers, in IEEE International Symposium on Electrical Insulation, San Juan, PR.
45.
Zurück zum Zitat Kojima H, Hayakawa N, Okubo H, Kato K (2012) Charge behaviour in palm fatty acid ester oil (PFAE)/ pressboard composite insulation system under voltage application. In: 2012 IEEE International Symposium on Electrical Insulation, San Juan Kojima H, Hayakawa N, Okubo H, Kato K (2012) Charge behaviour in palm fatty acid ester oil (PFAE)/ pressboard composite insulation system under voltage application. In: 2012 IEEE International Symposium on Electrical Insulation, San Juan
46.
Zurück zum Zitat Vaughan AS, Hosier II, Sutton SJ (2005) On the electrical properties of insulation oils. In: IEEE Annual report conference on electrical insulation and dielectric phenomena, Nashville Vaughan AS, Hosier II, Sutton SJ (2005) On the electrical properties of insulation oils. In: IEEE Annual report conference on electrical insulation and dielectric phenomena, Nashville
47.
Zurück zum Zitat Marulanda AR, Artigas MA, Gavidia A, Labarca F (2008) Study on vegetable oil as a substitute for mineral oils in distribtuion transformer. In: IEEE/PES Transmission and Distribution Conference and Exposition: Latin America, Bogota Marulanda AR, Artigas MA, Gavidia A, Labarca F (2008) Study on vegetable oil as a substitute for mineral oils in distribtuion transformer. In: IEEE/PES Transmission and Distribution Conference and Exposition: Latin America, Bogota
48.
Zurück zum Zitat Jeong J-II, Jung-Sik AN, Huh C-H (2012) Acclerated ageing effects of mineral and vegetable transformer oils on medium voltage power transformer. IEEE Trans Dielectr Electr Insul 19(1):156–161CrossRef Jeong J-II, Jung-Sik AN, Huh C-H (2012) Acclerated ageing effects of mineral and vegetable transformer oils on medium voltage power transformer. IEEE Trans Dielectr Electr Insul 19(1):156–161CrossRef
49.
Zurück zum Zitat Ciuriuc A, Vihacencu MS, Dumitran ML, Notingher PV (2012) Comparative study on power transformersvegetable and mineral oil ageing. In: International conference on Applied and Theoretical Electricity (ICATE), Craiova Ciuriuc A, Vihacencu MS, Dumitran ML, Notingher PV (2012) Comparative study on power transformersvegetable and mineral oil ageing. In: International conference on Applied and Theoretical Electricity (ICATE), Craiova
50.
Zurück zum Zitat Mustak R, Ahmed T (2018) Investigating the effect of blending kerosene and palm oil with diesel fuel. Int J Sci Eng Res 9(2):1271–1276 Mustak R, Ahmed T (2018) Investigating the effect of blending kerosene and palm oil with diesel fuel. Int J Sci Eng Res 9(2):1271–1276
51.
Zurück zum Zitat IEC60156 (2003) Third edition, 2003-11 - Insulating liquids–determination of the breakdown voltage at power frequency–Test method, IEC Standard IEC60156 (2003) Third edition, 2003-11 - Insulating liquids–determination of the breakdown voltage at power frequency–Test method, IEC Standard
52.
Zurück zum Zitat ASTM D445 (2011) Standard test method for kinematic viscosity of transparent and opaque liquids (and calculation of dynamic viscosity), ASTM International (ASTM) ASTM D445 (2011) Standard test method for kinematic viscosity of transparent and opaque liquids (and calculation of dynamic viscosity), ASTM International (ASTM)
53.
Zurück zum Zitat ASTM D93 (2012) Standard test methods for flash point by Pensky-Martens closed cup tester, ASTM International (ASTM) ASTM D93 (2012) Standard test methods for flash point by Pensky-Martens closed cup tester, ASTM International (ASTM)
54.
Zurück zum Zitat ASTM D97–17b (2017) Standard test method for pour point of petroleum products, ASTM International (ASTM) ASTM D97–17b (2017) Standard test method for pour point of petroleum products, ASTM International (ASTM)
55.
Zurück zum Zitat ASTM D974 (2014) Standard test method for acid and base number by color indicator titration, ASTM International (ASTM) ASTM D974 (2014) Standard test method for acid and base number by color indicator titration, ASTM International (ASTM)
56.
Zurück zum Zitat IEC60814 (1994) Determination of water by coulometric Karl Fischer titration, International Electrotechnical Commission, IEC standard IEC60814 (1994) Determination of water by coulometric Karl Fischer titration, International Electrotechnical Commission, IEC standard
57.
Zurück zum Zitat Song G, Yongyong J, Xiaotian B, Bin C, Xu L, Daiming Y, Liming W (2018) Prediction method of leakage current of insulators on the transmission line based on BP neural network. In:IEEE 2nd International Electrical and Energy Conference (CIEEC), Beijing Song G, Yongyong J, Xiaotian B, Bin C, Xu L, Daiming Y, Liming W (2018) Prediction method of leakage current of insulators on the transmission line based on BP neural network. In:IEEE 2nd International Electrical and Energy Conference (CIEEC), Beijing
58.
Zurück zum Zitat Krishna P, Bhupendra P (2019) Dinesh, K, Leakage current prediction of composite insulator using artificial neural network. Int J Recent Technol Eng (IJRTE) 8(2):1–9 Krishna P, Bhupendra P (2019) Dinesh, K, Leakage current prediction of composite insulator using artificial neural network. Int J Recent Technol Eng (IJRTE) 8(2):1–9
59.
Zurück zum Zitat Sheik Sidthik A, Raymon A, Seenivasagam L (2015) Evaluation and prediction of contamination level in insulators based on the leakage current characteristics using back propagation neural network. In: Lecture notes in electrical engineering. Springer 326:1359–1367. Sheik Sidthik A, Raymon A, Seenivasagam L (2015) Evaluation and prediction of contamination level in insulators based on the leakage current characteristics using back propagation neural network. In: Lecture notes in electrical engineering. Springer 326:1359–1367.
60.
Zurück zum Zitat Raymon A, Ravi S, Abid Y, Modisa M (2020) Performance evaluation of natural esters and dielectric correlation assessment using artificial neural network (ANN). J Adv Dielectr 10(5):1–10 Raymon A, Ravi S, Abid Y, Modisa M (2020) Performance evaluation of natural esters and dielectric correlation assessment using artificial neural network (ANN). J Adv Dielectr 10(5):1–10
Metadaten
Titel
Conversion of non-edible Baobab oil as an alternative cooling medium in transformers and practicability analysis of ageing using Euler’s method and artificial neural network
verfasst von
Raymon Antony Raj
Srinivasan Murugesan
Sampath Kumar Venkatachary
Albert Alexander Stonier
Publikationsdatum
29.06.2022
Verlag
Springer Berlin Heidelberg
Erschienen in
Biomass Conversion and Biorefinery / Ausgabe 10/2024
Print ISSN: 2190-6815
Elektronische ISSN: 2190-6823
DOI
https://doi.org/10.1007/s13399-022-02991-3

Weitere Artikel der Ausgabe 10/2024

Biomass Conversion and Biorefinery 10/2024 Zur Ausgabe