IDEAS home Printed from https://ideas.repec.org/a/eee/rensus/v169y2022ics1364032122007936.html
   My bibliography  Save this article

Heat transfer enhancement of phase change materials embedded with metal foam for thermal energy storage: A review

Author

Listed:
  • Cui, Wei
  • Si, Tianyu
  • Li, Xiangxuan
  • Li, Xinyi
  • Lu, Lin
  • Ma, Ting
  • Wang, Qiuwang

Abstract

Phase change materials (PCMs) have been considered suitable energy materials to address the mismatch between energy demand and supply to improve the utilization efficiency of the latent heat thermal energy storage (LHTES) system. However, the relatively low thermal conductivity of PCMs leads to an undesirable thermal response rate of the LHTES system. Among the common methods to improve the heat transfer performance of PCMs, the employment of metal foam (MF) has attracted growing attention as an effective strategy. Plenty of studies have investigated thoroughly the vital parameters of MF impacting the phase change process, while a corresponding discussion of the situations and limitations of the known technologies is still lacking. In this review, a total of 476 literature derived since 2000 are visualized based on scientometric analysis to exhibit the attractive spotlights and new trends. The impact factors on the heat transfer performance of PCMs embedded with MF (PCMs/MF) are presented in-depth. Besides, the developments of hybrid heat transfer enhancement techniques based on the MF are overviewed comprehensively. Combined with the thermal characteristics of typical applications, systematic information on PCMs/MF in these applications is summarized, and the suitability of these technologies is discussed. Finally, ongoing challenges of PCMs/MF are identified, and developmental tendencies and opportunities for further research work to address them are discussed. This review provides helpful information to facilitate the development of innovative and feasible PCMs/MF in the LHTES system and encourage and attract researchers and scholars to get some advancement in their future work.

Suggested Citation

  • Cui, Wei & Si, Tianyu & Li, Xiangxuan & Li, Xinyi & Lu, Lin & Ma, Ting & Wang, Qiuwang, 2022. "Heat transfer enhancement of phase change materials embedded with metal foam for thermal energy storage: A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 169(C).
  • Handle: RePEc:eee:rensus:v:169:y:2022:i:c:s1364032122007936
    DOI: 10.1016/j.rser.2022.112912
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S1364032122007936
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.rser.2022.112912?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Joshi, Varun & Rathod, Manish K., 2019. "Thermal performance augmentation of metal foam infused phase change material using a partial filling strategy: An evaluation for fill height ratio and porosity," Applied Energy, Elsevier, vol. 253(C), pages 1-1.
    2. Prieto, Cristina & Cabeza, Luisa F., 2019. "Thermal energy storage (TES) with phase change materials (PCM) in solar power plants (CSP). Concept and plant performance," Applied Energy, Elsevier, vol. 254(C).
    3. Li, Wenqiang & Zhang, Duo & Jing, Tingting & Gao, Mingyu & Liu, Peijin & He, Guoqiang & Qin, Fei, 2018. "Nano-encapsulated phase change material slurry (Nano-PCMS) saturated in metal foam: A new stable and efficient strategy for passive thermal management," Energy, Elsevier, vol. 165(PA), pages 743-751.
    4. Mohammed, Abubakar Gambo & Elfeky, Karem Elsayed & Wang, Qiuwang, 2022. "Recent advancement and enhanced battery performance using phase change materials based hybrid battery thermal management for electric vehicles," Renewable and Sustainable Energy Reviews, Elsevier, vol. 154(C).
    5. Mohammad Ghalambaz & Mohammad Shahabadi & S. A. M Mehryan & Mikhail Sheremet & Obai Younis & Pouyan Talebizadehsardari & Wabiha Yaici, 2021. "Latent Heat Thermal Storage of Nano-Enhanced Phase Change Material Filled by Copper Foam with Linear Porosity Variation in Vertical Direction," Energies, MDPI, vol. 14(5), pages 1-20, March.
    6. Yang, Xiaohu & Guo, Zengxu & Liu, Yanhua & Jin, Liwen & He, Ya-Ling, 2019. "Effect of inclination on the thermal response of composite phase change materials for thermal energy storage," Applied Energy, Elsevier, vol. 238(C), pages 22-33.
    7. Su, Weiguang & Darkwa, Jo & Kokogiannakis, Georgios, 2015. "Review of solid–liquid phase change materials and their encapsulation technologies," Renewable and Sustainable Energy Reviews, Elsevier, vol. 48(C), pages 373-391.
    8. Yao, Ye, 2016. "Research and applications of ultrasound in HVAC field: A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 58(C), pages 52-68.
    9. Solomon, Laura & Elmozughi, Ali F. & Oztekin, Alparslan & Neti, Sudhakar, 2015. "Effect of internal void placement on the heat transfer performance – Encapsulated phase change material for energy storage," Renewable Energy, Elsevier, vol. 78(C), pages 438-447.
    10. Cui, Wei & Li, Xiangxuan & Li, Xinyi & Lu, Lin & Ma, Ting & Wang, Qiuwang, 2022. "Combined effects of nanoparticles and ultrasonic field on thermal energy storage performance of phase change materials with metal foam," Applied Energy, Elsevier, vol. 309(C).
    11. Zhao, Weihuan & France, David M. & Yu, Wenhua & Kim, Taeil & Singh, Dileep, 2014. "Phase change material with graphite foam for applications in high-temperature latent heat storage systems of concentrated solar power plants," Renewable Energy, Elsevier, vol. 69(C), pages 134-146.
    12. Zhang, Shu & Ma, Yuxin & Li, Dong & Liu, Changyu & Yang, Ruitong, 2022. "Thermal performance of a reversible multiple-glazing roof filled with two PCM," Renewable Energy, Elsevier, vol. 182(C), pages 1080-1093.
    13. Aramesh, M. & Shabani, B., 2022. "Metal foam-phase change material composites for thermal energy storage: A review of performance parameters," Renewable and Sustainable Energy Reviews, Elsevier, vol. 155(C).
    14. Du, Kun & Calautit, John & Eames, Philip & Wu, Yupeng, 2021. "A state-of-the-art review of the application of phase change materials (PCM) in Mobilized-Thermal Energy Storage (M-TES) for recovering low-temperature industrial waste heat (IWH) for distributed heat," Renewable Energy, Elsevier, vol. 168(C), pages 1040-1057.
    15. Mahdi, Jasim M. & Nsofor, Emmanuel C., 2017. "Melting enhancement in triplex-tube latent heat energy storage system using nanoparticles-metal foam combination," Applied Energy, Elsevier, vol. 191(C), pages 22-34.
    16. Li, Xinyi & Niu, Cong & Li, Xiangxuan & Ma, Ting & Lu, Lin & Wang, Qiuwang, 2020. "Pore-scale investigation on effects of void cavity distribution on melting of composite phase change materials," Applied Energy, Elsevier, vol. 275(C).
    17. Meng, Z.N. & Zhang, P., 2017. "Experimental and numerical investigation of a tube-in-tank latent thermal energy storage unit using composite PCM," Applied Energy, Elsevier, vol. 190(C), pages 524-539.
    18. Li, Dacheng & Wang, Jihong & Ding, Yulong & Yao, Hua & Huang, Yun, 2019. "Dynamic thermal management for industrial waste heat recovery based on phase change material thermal storage," Applied Energy, Elsevier, vol. 236(C), pages 1168-1182.
    19. Li, Wenqiang & Wan, Hao & Lou, Haijian & Fu, Yuliang & Qin, Fei & He, Guoqiang, 2017. "Enhanced thermal management with microencapsulated phase change material particles infiltrated in cellular metal foam," Energy, Elsevier, vol. 127(C), pages 671-679.
    20. Zhang, P. & Xiao, X. & Ma, Z.W., 2016. "A review of the composite phase change materials: Fabrication, characterization, mathematical modeling and application to performance enhancement," Applied Energy, Elsevier, vol. 165(C), pages 472-510.
    21. Sardari, Pouyan Talebizadeh & Giddings, Donald & Grant, David & Gillott, Mark & Walker, Gavin S., 2020. "Discharge of a composite metal foam/phase change material to air heat exchanger for a domestic thermal storage unit," Renewable Energy, Elsevier, vol. 148(C), pages 987-1001.
    22. Ahmed, N. & Elfeky, K.E. & Lu, Lin & Wang, Q.W., 2020. "Thermal performance analysis of thermocline combined sensible-latent heat storage system using cascaded-layered PCM designs for medium temperature applications," Renewable Energy, Elsevier, vol. 152(C), pages 684-697.
    23. Khalilmoghadam, Pooria & Rajabi-Ghahnavieh, Abbas & Shafii, Mohammad Behshad, 2021. "A novel energy storage system for latent heat recovery in solar still using phase change material and pulsating heat pipe," Renewable Energy, Elsevier, vol. 163(C), pages 2115-2127.
    24. Zheng, Zhang-Jing & Yang, Chao & Xu, Yang & Cai, Xiao, 2021. "Effect of metal foam with two-dimensional porosity gradient on melting behavior in a rectangular cavity," Renewable Energy, Elsevier, vol. 172(C), pages 802-815.
    25. Liao, Xinzhong & Liu, Yuxuan & Ren, Jiahang & Guan, Liuping & Sang, Xuehao & Wang, Bowen & Zhang, Hang & Wang, Qiuwang & Ma, Ting, 2020. "Investigation of a double-PCM-based thermoelectric energy-harvesting device using temperature fluctuations in an ambient environment," Energy, Elsevier, vol. 202(C).
    26. N'Tsoukpoe, K. Edem & Liu, Hui & Le Pierrès, Nolwenn & Luo, Lingai, 2009. "A review on long-term sorption solar energy storage," Renewable and Sustainable Energy Reviews, Elsevier, vol. 13(9), pages 2385-2396, December.
    27. Ibrahim, Nasiru I. & Al-Sulaiman, Fahad A. & Rahman, Saidur & Yilbas, Bekir S. & Sahin, Ahmet Z., 2017. "Heat transfer enhancement of phase change materials for thermal energy storage applications: A critical review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 74(C), pages 26-50.
    28. Alva, Guruprasad & Liu, Lingkun & Huang, Xiang & Fang, Guiyin, 2017. "Thermal energy storage materials and systems for solar energy applications," Renewable and Sustainable Energy Reviews, Elsevier, vol. 68(P1), pages 693-706.
    29. Zhang, P. & Meng, Z.N. & Zhu, H. & Wang, Y.L. & Peng, S.P., 2017. "Melting heat transfer characteristics of a composite phase change material fabricated by paraffin and metal foam," Applied Energy, Elsevier, vol. 185(P2), pages 1971-1983.
    30. Yang, Xiaohu & Wei, Pan & Wang, Xinyi & He, Ya-Ling, 2020. "Gradient design of pore parameters on the melting process in a thermal energy storage unit filled with open-cell metal foam," Applied Energy, Elsevier, vol. 268(C).
    31. Kumar, Ashish & Saha, Sandip K., 2021. "Performance study of a novel funnel shaped shell and tube latent heat thermal energy storage system," Renewable Energy, Elsevier, vol. 165(P1), pages 731-747.
    32. Rolka, Paulina & Przybylinski, Tomasz & Kwidzinski, Roman & Lackowski, Marcin, 2021. "The heat capacity of low-temperature phase change materials (PCM) applied in thermal energy storage systems," Renewable Energy, Elsevier, vol. 172(C), pages 541-550.
    33. Lin, Yaxue & Jia, Yuting & Alva, Guruprasad & Fang, Guiyin, 2018. "Review on thermal conductivity enhancement, thermal properties and applications of phase change materials in thermal energy storage," Renewable and Sustainable Energy Reviews, Elsevier, vol. 82(P3), pages 2730-2742.
    34. Guelpa, Elisa & Verda, Vittorio, 2019. "Thermal energy storage in district heating and cooling systems: A review," Applied Energy, Elsevier, vol. 252(C), pages 1-1.
    35. Guo, Junfei & Liu, Zhan & Du, Zhao & Yu, Jiabang & Yang, Xiaohu & Yan, Jinyue, 2021. "Effect of fin-metal foam structure on thermal energy storage: An experimental study," Renewable Energy, Elsevier, vol. 172(C), pages 57-70.
    36. Wang, Changhong & Lin, Tao & Li, Na & Zheng, Huanpei, 2016. "Heat transfer enhancement of phase change composite material: Copper foam/paraffin," Renewable Energy, Elsevier, vol. 96(PA), pages 960-965.
    37. Wang, Zhifeng & Wu, Jiani & Lei, Dongqiang & Liu, Hong & Li, Jinping & Wu, Zhiyong, 2020. "Experimental study on latent thermal energy storage system with gradient porosity copper foam for mid-temperature solar energy application," Applied Energy, Elsevier, vol. 261(C).
    38. Ambreen, Tehmina & Kim, Man-Hoe, 2020. "Influence of particle size on the effective thermal conductivity of nanofluids: A critical review," Applied Energy, Elsevier, vol. 264(C).
    39. Rathore, Pushpendra Kumar Singh & Shukla, Shailendra Kumar, 2020. "An experimental evaluation of thermal behavior of the building envelope using macroencapsulated PCM for energy savings," Renewable Energy, Elsevier, vol. 149(C), pages 1300-1313.
    40. Fan, Liwu & Khodadadi, J.M., 2011. "Thermal conductivity enhancement of phase change materials for thermal energy storage: A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 15(1), pages 24-46, January.
    41. Liang, L. & Diao, Y.H. & Zhao, Y.H. & Wang, Z.Y. & Chen, C.Q., 2021. "Experimental and numerical investigations of latent thermal energy storage using combined flat micro-heat pipe array–metal foam configuration: Simultaneous charging and discharging," Renewable Energy, Elsevier, vol. 171(C), pages 416-430.
    42. Ma, Ting & Guo, Zhixiong & Lin, Mei & Wang, Qiuwang, 2021. "Recent trends on nanofluid heat transfer machine learning research applied to renewable energy," Renewable and Sustainable Energy Reviews, Elsevier, vol. 138(C).
    43. Xiao, X. & Zhang, P. & Li, M., 2013. "Preparation and thermal characterization of paraffin/metal foam composite phase change material," Applied Energy, Elsevier, vol. 112(C), pages 1357-1366.
    44. Hashem Zadeh, Seyed Mohsen & Mehryan, S.A.M. & Ghalambaz, Mohammad & Ghodrat, Maryam & Young, John & Chamkha, Ali, 2020. "Hybrid thermal performance enhancement of a circular latent heat storage system by utilizing partially filled copper foam and Cu/GO nano-additives," Energy, Elsevier, vol. 213(C).
    45. Li, Xinyi & Ma, Ting & Liu, Jun & Zhang, Hao & Wang, Qiuwang, 2018. "Pore-scale investigation of gravity effects on phase change heat transfer characteristics using lattice Boltzmann method," Applied Energy, Elsevier, vol. 222(C), pages 92-103.
    46. Liang, L. & Diao, Y.H. & Zhao, Y.H. & Wang, Z.Y. & Bai, F.W., 2020. "Numerical and experimental investigations of latent thermal energy storage device based on a flat micro-heat pipe array–metal foam composite structure," Renewable Energy, Elsevier, vol. 161(C), pages 1195-1208.
    47. Yu, Jinghua & Leng, Kangxin & Ye, Hong & Xu, Xinhua & Luo, Yongqiang & Wang, Jinbo & Yang, Xie & Yang, Qingchen & Gang, Wenjie, 2020. "Study on thermal insulation characteristics and optimized design of pipe-embedded ventilation roof with outer-layer shape-stabilized PCM in different climate zones," Renewable Energy, Elsevier, vol. 147(P1), pages 1609-1622.
    48. Sharma, Atul & Tyagi, V.V. & Chen, C.R. & Buddhi, D., 2009. "Review on thermal energy storage with phase change materials and applications," Renewable and Sustainable Energy Reviews, Elsevier, vol. 13(2), pages 318-345, February.
    49. Mahdi, Jasim M. & Nsofor, Emmanuel C., 2017. "Solidification enhancement in a triplex-tube latent heat energy storage system using nanoparticles-metal foam combination," Energy, Elsevier, vol. 126(C), pages 501-512.
    50. Yang, Xiaohu & Yu, Jiabang & Xiao, Tian & Hu, Zehuan & He, Ya-Ling, 2020. "Design and operating evaluation of a finned shell-and-tube thermal energy storage unit filled with metal foam," Applied Energy, Elsevier, vol. 261(C).
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Nandy, Aditi & Houl, Yassine & Zhao, Weihuan & D'Souza, Nandika Anne, 2023. "Thermal heat transfer and energy modeling through incorporation of phase change materials (PCMs) into polyurethane foam," Renewable and Sustainable Energy Reviews, Elsevier, vol. 182(C).
    2. Jana Shafi & Mehdi Ghalambaz & Mehdi Fteiti & Muneer Ismael & Mohammad Ghalambaz, 2022. "Computational Modeling of Latent Heat Thermal Energy Storage in a Shell-Tube Unit: Using Neural Networks and Anisotropic Metal Foam," Mathematics, MDPI, vol. 10(24), pages 1-26, December.
    3. Zeng, Ziya & Zhao, Bingchen & Wang, Ruzhu, 2023. "High-power-density packed-bed thermal energy storage using form-stable expanded graphite-based phase change composite," Renewable and Sustainable Energy Reviews, Elsevier, vol. 182(C).
    4. Bogdan Diaconu & Mihai Cruceru & Lucica Anghelescu & Cristinel Racoceanu & Cristinel Popescu & Marian Ionescu & Adriana Tudorache, 2023. "Latent Heat Storage Systems for Thermal Management of Electric Vehicle Batteries: Thermal Performance Enhancement and Modulation of the Phase Transition Process Dynamics: A Literature Review," Energies, MDPI, vol. 16(6), pages 1-46, March.
    5. Hamidi, E. & Ganesan, P.B. & Sharma, R.K. & Yong, K.W., 2023. "Computational study of heat transfer enhancement using porous foams with phase change materials: A comparative review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 176(C).

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Hamidi, E. & Ganesan, P.B. & Sharma, R.K. & Yong, K.W., 2023. "Computational study of heat transfer enhancement using porous foams with phase change materials: A comparative review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 176(C).
    2. Liu, Yang & Zheng, Ruowei & Li, Ji, 2022. "High latent heat phase change materials (PCMs) with low melting temperature for thermal management and storage of electronic devices and power batteries: Critical review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 168(C).
    3. Aramesh, M. & Shabani, B., 2022. "Metal foam-phase change material composites for thermal energy storage: A review of performance parameters," Renewable and Sustainable Energy Reviews, Elsevier, vol. 155(C).
    4. Zhang, Shuai & Feng, Daili & Shi, Lei & Wang, Li & Jin, Yingai & Tian, Limei & Li, Ziyuan & Wang, Guoyong & Zhao, Lei & Yan, Yuying, 2021. "A review of phase change heat transfer in shape-stabilized phase change materials (ss-PCMs) based on porous supports for thermal energy storage," Renewable and Sustainable Energy Reviews, Elsevier, vol. 135(C).
    5. Guo, Junfei & Liu, Zhan & Du, Zhao & Yu, Jiabang & Yang, Xiaohu & Yan, Jinyue, 2021. "Effect of fin-metal foam structure on thermal energy storage: An experimental study," Renewable Energy, Elsevier, vol. 172(C), pages 57-70.
    6. Cui, Wei & Li, Xiangxuan & Li, Xinyi & Lu, Lin & Ma, Ting & Wang, Qiuwang, 2022. "Combined effects of nanoparticles and ultrasonic field on thermal energy storage performance of phase change materials with metal foam," Applied Energy, Elsevier, vol. 309(C).
    7. Yang, Xiaohu & Yu, Jiabang & Guo, Zengxu & Jin, Liwen & He, Ya-Ling, 2019. "Role of porous metal foam on the heat transfer enhancement for a thermal energy storage tube," Applied Energy, Elsevier, vol. 239(C), pages 142-156.
    8. Hu, Nan & Li, Zi-Rui & Xu, Zhe-Wen & Fan, Li-Wu, 2022. "Rapid charging for latent heat thermal energy storage: A state-of-the-art review of close-contact melting," Renewable and Sustainable Energy Reviews, Elsevier, vol. 155(C).
    9. Rostami, Sara & Afrand, Masoud & Shahsavar, Amin & Sheikholeslami, M. & Kalbasi, Rasool & Aghakhani, Saeed & Shadloo, Mostafa Safdari & Oztop, Hakan F., 2020. "A review of melting and freezing processes of PCM/nano-PCM and their application in energy storage," Energy, Elsevier, vol. 211(C).
    10. Zhang, Shuai & Yan, Yuying, 2023. "Energy, exergy and economic analysis of ceramic foam-enhanced molten salt as phase change material for medium- and high-temperature thermal energy storage," Energy, Elsevier, vol. 262(PA).
    11. Caliano, Martina & Bianco, Nicola & Graditi, Giorgio & Mongibello, Luigi, 2019. "Analysis of a phase change material-based unit and of an aluminum foam/phase change material composite-based unit for cold thermal energy storage by numerical simulation," Applied Energy, Elsevier, vol. 256(C).
    12. Ewelina Radomska & Lukasz Mika & Karol Sztekler & Lukasz Lis, 2020. "The Impact of Heat Exchangers’ Constructions on the Melting and Solidification Time of Phase Change Materials," Energies, MDPI, vol. 13(18), pages 1-44, September.
    13. Joshi, Varun & Rathod, Manish K., 2019. "Thermal performance augmentation of metal foam infused phase change material using a partial filling strategy: An evaluation for fill height ratio and porosity," Applied Energy, Elsevier, vol. 253(C), pages 1-1.
    14. Qu, Xiaohang & Jiang, Shan & Qi, Xiaoni, 2022. "Experimental investigation on performance improvement of latent heat storage capsule by oscillating movement," Applied Energy, Elsevier, vol. 316(C).
    15. Hashem Zadeh, Seyed Mohsen & Mehryan, S.A.M. & Ghalambaz, Mohammad & Ghodrat, Maryam & Young, John & Chamkha, Ali, 2020. "Hybrid thermal performance enhancement of a circular latent heat storage system by utilizing partially filled copper foam and Cu/GO nano-additives," Energy, Elsevier, vol. 213(C).
    16. Kahwaji, Samer & Johnson, Michel B. & Kheirabadi, Ali C. & Groulx, Dominic & White, Mary Anne, 2018. "A comprehensive study of properties of paraffin phase change materials for solar thermal energy storage and thermal management applications," Energy, Elsevier, vol. 162(C), pages 1169-1182.
    17. Zeinelabdein, Rami & Omer, Siddig & Gan, Guohui, 2018. "Critical review of latent heat storage systems for free cooling in buildings," Renewable and Sustainable Energy Reviews, Elsevier, vol. 82(P3), pages 2843-2868.
    18. Tao, Y.B. & He, Ya-Ling, 2018. "A review of phase change material and performance enhancement method for latent heat storage system," Renewable and Sustainable Energy Reviews, Elsevier, vol. 93(C), pages 245-259.
    19. Ge, Ruihuan & Li, Qi & Li, Chuan & Liu, Qing, 2022. "Evaluation of different melting performance enhancement structures in a shell-and-tube latent heat thermal energy storage system," Renewable Energy, Elsevier, vol. 187(C), pages 829-843.
    20. Zuo, Hongyang & Wu, Mingyang & Zeng, Kuo & Zhou, Yuan & Kong, Jiayue & Qiu, Yi & Lin, Meng & Flamant, Gilles, 2021. "Numerical investigation and optimal design of partially filled sectorial metal foam configuration in horizontal latent heat storage unit," Energy, Elsevier, vol. 237(C).

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:rensus:v:169:y:2022:i:c:s1364032122007936. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/wps/find/journaldescription.cws_home/600126/description#description .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.