Performance evaluation of 3D printing technologies: a review, recent advances, current challenges, and future directions
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Shahrubudin N, Lee TC, Ramlan R (2019) An overview on 3D printing technology: technological, materials, and applications. Proc Manuf 35:1286–1296
Steenhuis HJ, Pretorius L (2016) Consumer additive manufacturing or 3D printing adoption: an exploratory study. J Manuf Technol Manage 27:(7)990–1012. https://doi.org/10.1108/JMTM-01-2016-0002
Daminabo SC, Goel S, Grammatikos SA, Nezhad HY, Thakur VK (2020) Fused deposition modeling-based additive manufacturing (3D printing): Techniques for polymer material systems. Mater Today Chem 16:100248
Fina F, Gaisford S, Basit AW (2018) Powder bed fusion: the working process, current applications and opportunities. In: 3D printing of pharmaceuticals. Springer, Cham, pp 81–105
Yap CY, Chua CK, Dong ZL, Liu ZH, Zhang DQ, Loh LE, Sing SL (2015) Review of selective laser melting: materials and applications. Appl Phys Rev 2(4):041101
Najmon JC, Raeisi S, Tovar A (2019) Review of additive manufacturing technologies and applications in the aerospace industry. In: Additive manufacturing for the aerospace industry, pp 7–31
Martin MJ, Davis PR, Bowles DF, Lima M (2016) Incorporation of museum-based service learning into advanced engineering electives in aerospace engineering and 3-D printing. In: 54th AIAA aerospace sciences meeting, p 1803
Quanjin M, Rejab MRM, Idris MS, Kumar NM, Abdullah MH, Reddy GR (2020) Recent 3D and 4D intelligent printing technologies: a comparative review and future perspective. Proc Comput Sci 167:1210–1219
Liaw CY, Guvendiren M (2017) Current and emerging applications of 3D printing in medicine. Biofabrication 9(2):024102
Park BJ, Choi HJ, Moon SJ, Kim SJ, Bajracharya R, Min JY, Han HK (2019) Pharmaceutical applications of 3D printing technology: current understanding and future perspectives. J Pharm Investig 49(6):575–585
Yan Q, Dong H, Su J, Han J, Song B, Wei Q, Shi Y (2018) A review of 3D printing technology for medical applications. Engineering 4(5):729–742
Dodziuk H (2019) Application of 3D printing in healthcare of the elderly. Gerontologia Polska 27:293–299
Tappa K, Jammalamadaka U (2018) Novel biomaterials used in medical 3D printing techniques. J Funct Biomater 9(1):17
Awad A, Trenfield SJ, Goyanes A, Gaisford S, Basit AW (2018) Reshaping drug development using 3D printing. Drug Discov Today 23(8):1547–1555
Goyanes A, Allahham N, Trenfield SJ, Stoyanov E, Gaisford S, Basit AW (2019) Direct powder extrusion 3D printing: fabrication of drug products using a novel single-step process. Int J Pharm 567:118471
Beg S, Almalki WH, Malik A, Farhan M, Aatif M, Alharbi KS, Rahman M (2020) 3D printing for drug delivery and biomedical applications. Drug Discovery Today. https://doi.org/10.1016/j.drudis.2020.07.007
Khatri P, Shah MK, Vora N (2018) Formulation strategies for solid oral dosage form using 3D printing technology: a mini-review. J Drug Deliv Sci Technol 46:148–215
Liang K, Carmone S, Brambilla D, Leroux JC (2018) 3D printing of a wearable personalized oral delivery device: a first-in-human study. Sci Adv 4(5):eaat2544
Trenfield SJ, Awad A, Goyanes A, Gaisford S, Basit AW (2018) 3D printing pharmaceuticals: drug development to frontline care. Trends Pharmacol Sci 39(5):440–451
Lal H, Patralekh MK (2018) 3D printing and its applications in orthopaedic trauma: a technological marvel. J Clin Orthop Trauma 9(3):260–268
Haleem A, Javaid M, Khan RH, Suman R (2020) 3D printing applications in bone tissue engineering. J Clin Orthop Trauma 11:S118–S124
Wang L, Chen Y, Qian J, Tan Y, Huangfu S, Ding Y, Jiang B (2013) A bottom-up method to build 3D scaffolds with predefined vascular network. J Mech Med Biol 13(05):1340008
Ji K, Wang Y, Wei Q, Zhang K, Jiang A, Rao Y, Cai X (2018) Application of 3D printing technology in bone tissue engineering. Bio-Design Manuf 1(3):203–210
Holmes B, Bulusu K, Plesniak M, Zhang LG (2016) A synergistic approach to the design, fabrication and evaluation of 3D-printed micro and nano featured scaffolds for vascularized bone tissue repair. Nanotechnology 27(6):064001
Diment LE, Thompson MS, Bergmann JH (2017) Clinical efficacy and effectiveness of 3D printing: a systematic review. BMJ Open 7(12):e016891
Serrano C, van den Brink H, Pineau J, Prognon P, Martelli N (2019) Benefits of 3D printing applications in jaw reconstruction: a systematic review and meta-analysis. J Cranio-Maxillofac Surg 47(9):1387–1397
Prasad S, Kader NA, Sujatha G, Raj T, Patil S (2018) 3D printing in dentistry. J 3D Print Med 2(3):89–91
Stansbury JW, Idacavage MJ (2016) 3D printing with polymers: challenges among expanding options and opportunities. Dent Mater 32(1):54–64
Rengier F, Mehndiratta A, Von Tengg-Kobligk H, Zechmann CM, Unterhinninghofen R, Kauczor HU, Giesel FL (2010) 3D printing based on imaging data: review of medical applications. Int J Comput Assist Radiol Surg 5(4):335–341
Vukicevic M, Mosadegh B, Min JK, Little SH (2017) Cardiac 3D printing and its future directions. JACC Cardiovasc Imaging 10(2):171–184
Jamróz W, Szafraniec J, Kurek M, Jachowicz R (2018) 3D printing in pharmaceutical and medical applications—recent achievements and challenges. Pharm Res 35(9):1–22
Vijayavenkataraman S, Fuh JY, Lu WF (2017) 3D printing and 3D bio printing in pediatrics. Bioengineering 4(3):63
Gross BC, Erkal JL, Lockwood SY, Chen C, Spence DM (2014) Evaluation of 3D Printing and Its Potential Impact on Biotechnology and the Chemical Sciences. Anal Chem 86(7):3240–3253. https://doi.org/10.1021/ac403397r
Singh H, Shimojima M, Shiratori T, Van An L, Sugamata M, Yang M (2015) Application of 3D printing technology in increasing the diagnostic performance of enzyme-linked immunosorbent assay (ELISA) for infectious diseases. Sensors 15(7):16503–16515
Singh H, Shimojima M, Fukushi S, Le Van A, Sugamata M, Yang M (2015) Increased sensitivity of 3D-Well enzyme-linked immunosorbent assay (ELISA) for infectious disease detection using 3D-printing fabrication technology. Bio-Med Mater Eng 26(s1):S45–S53
Colella R, Catarinucci L (2018) Wearable UHF RFID sensor tag in 3D-printing technology for body temperature monitoring. In: 2018 2nd URSI Atlantic radio science meeting (AT-RASC). IEEE, pp 1–4
Kalender M, Kılıç SE, Ersoy S, Bozkurt Y, Salman S (2019) Additive manufacturing and 3D printer technology in aerospace industry. In: 2019 9th international conference on recent advances in space technologies (RAST). IEEE, pp 689–694
Russell R, Wells D, Waller J, Poorganji B, Ott E, Nakagawa T, Sandoval H, Shamsaei N, Seifi M (2019) 3 - Qualification and certification of metal additive manufactured hardware for aerospace applications, Additive manufacturing for the aerospace industry, Elsevier, pp 33-66. https://doi.org/10.1016/B978-0-12-814062-8.00003-0,ISBN 9780128140628
Rêgo IS, Marcos TVC, Pinto DR, Vilela RGS, Galvão VAB, Pivetta A, Toro PGP et al (2016) Ground experimentation with 3D-printed scramjet inlet models at hypervelocities. Aerosp Sci Technol 55:307–313
Lee JY, An J, Chua CK (2017) Fundamentals and applications of 3D printing for novel materials. Appl Mater Today 7:120–133
Bogue R (2013) 3D printing: the dawn of a new era in manufacturing?. Assembly Automation 33(4):307–311. https://doi.org/10.1108/AA-06-2013-055
Geng P, Zhao J, Wu W, Wang Y, Wang B, Wang S, Li G (2018) Effect of thermal processing and heat treatment condition on 3D printing PPS properties. Polymers 10(8):875
Fasel U, Keidel D, Baumann L, Cavolina G, Eichenhofer M, Ermanni P (2020) Composite additive manufacturing of morphing aerospace structures. Manuf Lett 23:85–88
Dunham S, Mosadegh B, Romito EA, Zgaren M (2018) Applications of 3D printing. In: 3D printing applications in cardiovascular medicine. Academic Press, pp 61–78
Conner BP, Manogharan GP, Martof AN, Rodomsky LM, Rodomsky CM, Jordan DC, Limperos JW (2014) Making sense of 3-D printing: creating a map of additive manufacturing products and services. Addit Manuf 1:64–76
MacDonald E, Wicker R (2016) Multiprocess 3D printing for increasing component functionality. Science 353(6307). https://doi.org/10.1126/science.aaf2093
Schiller GJ (2015) Additive manufacturing for aerospace. In: 2015 IEEE aerospace conference. IEEE, pp 1–8
Shapiro AA, Borgonia JP, Chen QN, Dillon RP, McEnerney B, Polit-Casillas R, Soloway L (2016) Additive manufacturing for aerospace flight applications. J Spacecr Rockets 53(5):952–959
Shemelya C, Banuelos-Chacon L, Melendez A, Kief C, Espalin D, Wicker R, MacDonald E et al (2015) Multi-functional 3D-printed and embedded sensors for satellite qualification structures. In: 2015 IEEE sensors. IEEE, pp 1–4
Zhu L, Li N, Childs PRN (2018) Light-weighting in aerospace component and system design. Propul Power Res 7(2):103–119
Joshi SC, Sheikh AA (2015) 3D printing in aerospace and its long-term sustainability. Virtual Phys Prototyp 10(4):175–185
Nachal N, Moses JA, Karthik P et al (2019) Applications of 3D printing in food processing. Food Eng Rev 11:23–141. https://doi.org/10.1007/s12393-019-09199-8
Serizawa R, Shitara M, Gong J, Makino M, Kabir MH, Furukawa H (2014) 3D jet printer of edible gels for food creation. In: Proceedings of SPIE smart structures and materials + nondestructive evaluation and health monitoring, 9–13 March 2014, San Diego
Golding M, Archer R, Gupta G, Wegrzyn T, Kim S, Millen C (2011) Design and development of a 3-D food printer. In: Proceedings of NZIFST 2011 conference, 10–12 July, 2011, Rotorua
Sachs E, Cima M, Williams P, Brancazio D, Cornie J (1992) Three dimensional printing: rapid tooling and prototypes directly from a CAD model. J Manuf Sci Eng 114(4):481–488
Godoi FC, Prakash S, Bhandari BR (2016) 3D printing technologies applied for food design: Status and prospects. J Food Eng 179:44–54. https://doi.org/10.1016/j.jfoodeng.2016.01.025
Kim HW, Bae H, Park HJ (2018) Reprint of: classification of the printability of selected food for 3D printing: development of an assessment method using hydrocolloids as reference material. Elsevier B.V
Yang F, Zhang M, Bhandari B (2015) Recent development in 3D food printing. Crit Rev Food Sci Nutr. https://doi.org/10.1080/10408398.2015.1094732
Hao J, Luyao Z, Yanhui Z, Zhaobin T, Shiyao H, Shaojin W (2018) 3D food printing: main components selection by considering rheological properties. Crit Rev Food Sci Nutr. https://doi.org/10.1080/10408398.2018.1514363
Martina L, Asta N, Emilia N, Sini M-K, Nesli S (2018) Applicability of protein and fibre-rich food materials in extrusion-based 3D printing. VTT Technical Research Centre of Finland Ltd., Finland
Vancauwenberghe V, Katalagarianakis L, Wang Z, Meerts M, Hertog M, Verboven P, Nicolai B et al (2017) Pectin based food-ink formulations for 3-D printing of customizable porous food simulants. Innov Food Sci Emerg Technol 42:138–150
Parés D, Saguer E, Carretero C (2011) Blood by-products as ingredients in processed meat. In: Kerry JP, Kerry JF (eds) Processed meats—improving safety, nutrition and quality. Woodhead Publishing
Lille M, Nurmela A, Nordlund E, Metsä-Kortelainen S, Sozer N (2018) Applicability of protein and fibre-rich food materials in extrusion-based 3D printing. J Food Eng 220:20–27
Moses JA, Norton T, Alagusundaram K, Tiwari BK (2014) Novel drying techniques for the food industry. Food Eng Rev 6:43–55
Lipton J, Arnold D, Nigl F et al (2010) Multi-material food printing with complex internal structure suitable for conventional postprocessing. In: Solid freeform fabrication symposium. pp 809–815
Ceccanti F, Dini E, De Kestelier X, Colla V, Pambaguian L (2010) 3D printing technology for a moon outpost exploiting lunar soil. In: 61st International astronautical congress, Prague, IAC-10-D3, vol 3, pp 1–9
Palekar S, Nukala PK, Mishra SM, Kipping T, Patel K (2019) Application of 3D printing technology and quality by design approach for development of age-appropriate pediatric formulation of baclofen. Int J Pharm 556:106–116
Freens JP, Adan IJ, Pogromsky AY, Ploegmakers H (2015) Automating the production planning of a 3D printing factory. In: 2015 Winter simulation conference (WSC). IEEE, pp 2136–2147
Han N, Zhao D, Schluter JU, Goh ES, Zhao H, Jin X (2016) Performance evaluation of 3D-printed miniature electromagnetic energy harvesters driven by air flow. Appl Energy 178:672–680
Kroll E Artzi D (2011) Enhancing aerospace engineering students' learning with 3D printing wind‐tunnel models. Rapid Prototyping J 17(5):393–402. https://doi.org/10.1108/13552541111156522
Hwa LC, Rajoo S, Noor AM, Ahmad N, Uday MB (2017) Recent advances in 3D printing of porous ceramics: a review. Curr Opin Solid State Mater Sci 21(6):323–347
Goh GD, Yap YL, Agarwala S, Yeong WY (2019) Recent progress in additive manufacturing of fibre reinforced polymer composite. Adv Mater Technol 4(1):1800271
Kabir SM, Mathur K, Seyam AFM (2020) The road to improved fibre-reinforced 3D printing technology. Technologies 8(4):51
Vidakis N, Petousis M, Vaxevanidis N, Kechagias J (2020) Surface roughness investigation of poly-jet 3D printing. Mathematics 8(10):1758
Hwa LC, Uday MB, Ahmad N, Noor AM, Rajoo S, Zakaria KB (2018) Integration and fabrication of the cheap ceramic membrane through 3D printing technology. Mater Today Commun 15:134–142
Lee J-Y, Tan WS, An J, Chua CK, Tang CY, Fane AG, Chong TH (2016) The potential to enhance membrane module design with 3D printing technology. J Membr Sci 499:480–490
Kazemian A, Yuan X, Cochran E, Khoshnevis B (2017) Cementitious materials for construction-scale 3D printing: laboratory testing of fresh printing mixture. Constr Build Mater 145:639–647
Kothman I, Faber N (2016) How 3D printing technology changes the rules of the game: insights from the construction sector. J Manuf Technol Manag 27(7):932–943
Ma G, Wang L (2017) A critical review of preparation design and workability measurement of concrete material for largescale 3D printing. Front Struct Civ Eng 12(3):382–400
Soltani A, Noroozi R, Bodaghi M, Zolfagharian A, Hedayati R (2020) 3D printing on-water sports boards with bio-inspired core designs. Polymers 12(1):250
Wang G, Gu Y, Zhao L, Xuan J, Zeng G, Tang Z, Sun Y (2019) Experimental and numerical investigation of fractal-tree-like heat exchanger manufactured by 3D printing. Chem Eng Sci 195:250–261
Kim GB, Lee S, Kim H, Yang DH, Kim YH, Kyung YS, Kim N (2016) Three-dimensional printing: basic principles and applications in medicine and radiology. Korean J Radiol 17(2):182–197
Balogun VA, Oladapo BI (2016) Electrical energy demand modeling of 3D printing technology for sustainable manufacture. Int J Eng 29(7):1–8
Sun L, Zhao L (2017) Envisioning the era of 3D printing: a conceptual model for the fashion industry. Fashion Textiles 4(1):1–16
Hoel KV, Kristoffersen S, Moen J, Kjelgård KG, Lande TS (2016) Broadband antenna design using different 3D printing technologies and metallization processes. In: 2016 10th European conference on antennas and propagation (EuCAP). IEEE, pp 1–5
Ong JJ, Awad A, Martorana A, Gaisford S, Stoyanov E, Basit AW, Goyanes A (2020) 3D-printed opioid medicines with alcohol-resistant and abuse-deterrent properties. Int J Pharm 579:119169
Fu J, Yu X, Jin Y (2018) 3D printing of vaginal rings with personalized shapes for controlled release of progesterone. Int J Pharm 539(1–2):75–82
Vora HD, Sanyal S (2020) A comprehensive review: metrology in additive manufacturing and 3D printing technology. Prog Addit Manuf 5:319–353. https://doi.org/10.1007/s40964-020-00142-6
Chen G, Xu Y, Kwok PCL, Kang L (2020) Pharmaceutical applications of 3D printing. Addit Manuf 34:101209
Liu W, Li Y, Liu J, Niu X, Wang Y, Li D (2013) Application and performance of 3D printing in nanobiomaterials. J Nanomater 2013:681050. https://doi.org/10.1155/2013/681050
Lee JM, Zhang M, Yeong WY (2016) Characterization and evaluation of 3D-printed microfluidic chip for cell processing. Microfluid Nanofluid 20(1):5
Lee CY, Taylor AC, Nattestad A, Beirne S, Wallace GG (2019) 3D printing for electrocatalytic applications. Joule 3(8):1835–1849
Liu Z, Wang Y, Wu B, Cui C, Guo Y, Yan C (2019) A critical review of fused deposition modeling 3D printing technology in manufacturing polylactic acid parts. Int J Adv Manuf Technol 102(9):2877–2889
Serra T, Planell JA, Navarro M (2013) High-resolution PLA-based composite scaffolds via 3-D printing technology. Acta Biomater 9(3):5521–5530
Sang L, Han S, Li Z, Yang X, Hou W (2019) Development of short basalt fibre reinforced polylactide composites and their feasible evaluation for 3D printing applications. Compos B Eng 164:629–639
Dawood A, Marti BM, Sauret-Jackson V, Darwood A (2015) 3D printing in dentistry. Br Dent J 219(11):521–529
Valentine AD, Busbee TA, Boley JW, Raney JR, Chortos A, Kotikian A, Lewis JA (2017) Hybrid 3D printing of soft electronics. Adv Mater 29(40):1703817
Jang DM, Ryu C, Lee KY, Cho BH, Kim J, Oh TS, Yu J (2007) Development and evaluation of 3-D SiP with vertically interconnected through silicon vias (TSV). In: 2007 proceedings 57th electronic components and technology conference. IEEE, pp 847–852
Louvrier A, Marty P, Barrabé A, Euvrard E, Chatelain B, Weber E, Meyer C (2017) How useful is 3D printing in maxillofacial surgery? J Stomatol Oral Maxillofac Surg 118(4):206–212
Banna M, Bera K, Sochol R, Lin L, Najjaran H, Sadiq R, Hoorfar M (2017) 3D printing-based integrated water quality sensing system. Sensors 17(6):1336
Wong JY, Pfahnl AC (2014) 3D printing of surgical instruments for long-duration space missions. Aviat Space Environ Med 85(7):758–763
Yang C, Tian X, Liu T, Cao Y, Li D (2017) 3D printing for continuous fiber reinforced thermoplastic composites: mechanism and performance. Rapid Prototyping J 23(1):209–215. https://doi.org/10.1108/RPJ-08-2015-0098
Zhang H, Yang D, Sheng Y (2018) Performance-driven 3D printing of continuous curved carbon fibre reinforced polymer composites: a preliminary numerical study. Compos B Eng 151:256–264
Torrado AR, Roberson DA (2016) Failure analysis and anisotropy evaluation of 3D-printed tensile test specimens of different geometries and print raster patterns. J Fail Anal Prev 16(1):154–164
Khosravani MR, Reinicke T (2020) On the environmental impacts of 3D printing technology. Appl Mater Today 20:100689
Yang H, Lim JC, Liu Y, Qi X, Yap YL, Dikshit V, Wei J et al (2017) Performance evaluation of project multi-material jetting 3D printer. Virtual Phys Prototyp 12(1):95–103
Ziaee M, Crane NB (2019) Binder jetting: A review of process, materials, and methods. Addit Manuf 28:781–801
Guo Y, Patanwala HS, Bognet B, Ma AW (2017) Inkjet and inkjet-based 3D printing: connecting fluid properties and printing performance. Rapid Prototyp J
Lee KW, Lee HJ, Choi MS (2019) Evaluation of 3D concrete printing performance from a rheological perspective. Adv Concr Constr 8(2):155–163
Fan H, Zhang M, Liu Z, Ye Y (2020) Effect of microwave-salt synergetic pre-treatment on the 3D printing performance of SPI-strawberry ink system. LWT 122:109004
Khan MA, Kumar S (2018) Performance enhancement of tubular multilayers via compliance-tailoring: 3D printing, testing and modeling. Int J Mech Sci 140:93–108
Wu P, Zhao X, Baller JH, Wang X (2018) Developing a conceptual framework to improve the implementation of 3D printing technology in the construction industry. Archit Sci Rev 61(3):133–142
Ford S, Minshall T (2019) Invited review article: where and how 3D printing is used in teaching and education. Addit Manuf 25:131–150
Pinho AC, Amaro AM, Piedade AP (2020) 3D printing goes greener: study of the properties of post-consumer recycled polymers for the manufacturing of engineering components. Waste Manag 118:426–434
Kim K, Park S, Kim W, Jeong Y, Lee J (2017) Evaluation of shear strength of RC beams with multiple interfaces formed before initial setting using 3D printing technology. Materials 10(12):1349
Dumitrescu GC, Tanase IA (2016) 3D printing-a new industrial revolution. Knowl Horizons Econ 8(1):32
Bower JL, Christensen CM (1996) Disruptive technologies: Catching the wave. J Prod Innov Manage 1(13):75–76
Campbell T, Williams C, Ivanova O, Garrett B (2011) Could 3D printing change the World. In: Technologies, potential, and implications of additive manufacturing. Atlantic Council, Washington, DC, 3.
Joshi S, Rawat K, Karunakaran C, Rajamohan V, Mathew AT, Koziol K, Balan ASS et al (2020) 4D printing of materials for the future: opportunities and challenges. Appl Mater Today 18:100490
Javaid M, Haleem A (2019) 4D printing applications in medical field: a brief review. Clin Epidemiol Glob Health 7(3):317–321
Chae MP, Hunter-Smith DJ, De-Silva I, Tham S, Spychal RT, Rozen WM (2015) Four-dimensional (4D) printing: a new evolution in computed tomography-guided stereolithographic modelling. Principles and application. J Reconstr Microsurg 31(06):458–463
Saboori A, Aversa A, Marchese G, Biamino S, Lombardi M, Fino P (2019) Application of directed energy deposition-based additive manufacturing in repair. Appl Sci 9(16):3316
Zhang F, Saleh E, Vaithilingam J, Li Y, Tuck CJ, Hague RJ, He Y (2019) Reactive material jetting of polyimide insulators for complex circuit board design. Addit Manuf 25:477–484
Schniederjans DG (2017) Adoption of 3D-printing technologies in manufacturing: A survey analysis. Int J Prod Econ 183:287–298
Nichols MR (2019) How does the automotive industry benefit from 3D metal printing? Met Powder Rep 74(5):257–258
Malinauskas M, Farsari M, Piskarskas A, Juodkazis S (2013) Ultrafast laser nanostructuring of photopolymers: a decade of advances. Phys Rep 533(1):1–31
Chisholm G, Kitson PJ, Kirkaldy ND, Bloor LG, Cronin L (2014) 3D-printed flow plates for the electrolysis of water: an economic and adaptable approach to device manufacture. Energy Environ Sci 7(9):3026–3032
Rubežienė V, Padleckienė I, Baltušnikaitė J, Varnaitė S (2008) Evaluation of camouflage effectiveness of printed fabrics in visible and near infrared radiation spectral ranges. Mater Sci (Medžiagotyra) 14(4):361–365
Deshmukh K, Houkan MT, AlMaadeed MA, Sadasivuni KK (2020) Introduction to 3D and 4D printing technology: State of the art and recent trends. In: 3D and 4D printing of polymer nanocomposite materials, pp 1–24
Dharnidharka M, Chadha U, Dasari LM, Paliwal A, Surya Y, Selvaraj SK (2021) Optical tomography in additive manufacturing: a review, processes, open problems, and new opportunities. Eur Phys J Plus 136(11):1–28
Ghimire T, Joshi A, Sen S, Kapruan C, Chadha U, Selvaraj SK (2021) Blockchain in additive manufacturing processes: recent trends & its future possibilities. In Press, Materials Today: Proceedings
Sharma A, Chouhan A, Pavithran L, Chadha U Selvaraj, SK (2021) Implementation of LSS framework in automotive component manufacturing: A review, current scenario and future directions. Materials Today: Proceedings. Volume 46(17):815–7824
Ding Z, Weeger O, Qi HJ, Dunn ML (2018) 4D rods: 3D structures via programmable 1D composite rods. Mater Des 137:256–265
Mulakkal MC, Trask RS, Ting VP, Seddon AM (2018) Responsive cellulose-hydrogel composite ink for 4D printing. Mater Des 160:108–118
Jiménez M, Romero L, Domínguez IA, Espinosa MD, Domínguez M (2019) Additive Manufacturing technologies: an overview about 3D printing methods and future prospects. Complexity 2019:9656938. https://doi.org/10.1155/2019/9656938
Selvaraj SK, Raj A, Rishikesh Mahadevan R, Chadha U, Paramasivam V (2022) A review on machine learning models in injection molding machines. Adv Mater Sci Eng 2022(1949061):28. https://doi.org/10.1155/2022/1949061