Optimization of Formulation and Processing Parameters for High-Fidelity 3D Printing of a Surimi–Flour Composite Batter
Abstract
1. Introduction
2. Materials and Methods
2.1. Materials
2.2. Preparation of the Surimi–Flour Composite Batter
2.3. Setting of Printing Parameters
2.4. Evaluation of Printing Performance
2.5. Evaluation of Physicochemical Properties of Printing Batter
2.5.1. Water-Holding Capacity (WHC)
2.5.2. Low-Field Nuclear Magnetic Resonance (LF-NMR)
2.5.3. Rheological Properties
2.5.4. Microscopic Characteristic
2.5.5. Confocal Laser Scanning Microscopy (CLSM)
2.5.6. Particle Size
2.5.7. Differential Scanning Calorimetry
2.6. Statistical Analysis
3. Results
3.1. Effects of Printing Parameters on Printing Fidelity
3.1.1. Batter Flow Rate
3.1.2. Mixing Time
3.1.3. Syringe Barrel Volume
3.2. Effects of Batter Formulation on Printability and Printing Fidelity
3.2.1. Flour Type
3.2.2. Surimi Addition
3.2.3. Moisture Addition
3.2.4. Butter Addition
3.3. Evaluation of Printing Fidelity and Morphological Characteristics of Printed Constructs
3.4. Physicochemical Characterization of Surimi–Flour Composite Batter
3.4.1. Analysis of Water-Holding Capacity (WHC)
3.4.2. Analysis of Low-Field Nuclear Magnetic Resonance (LF-NMR)
3.4.3. Analysis of Rheological Properties
3.4.4. Microstructure
3.4.5. CLSM Analysis
3.4.6. Particle Size
3.4.7. Thermal Denaturation Properties
4. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
- Li, X.Q.; Tian, J.R.; Xu, F.; Lv, Y.G. Study on the Effect of Sorghum Flour Particle Size on the Storage Quality of Leavened Pancakes. Foods 2024, 13, 1934. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Pancakes Market Size, Share & Industry Analysis, 2026–2034. Available online: https://www.fortunebusinessinsights.com/pancakes-market-103838 (accessed on 1 July 2026).
- Bhat, Z.F.; Morton, J.D.; Kumar, S.; Bhat, H.F.; Aadil, R.M.; Bekhit, A.E.-D.A. 3D printing: Development of animal products and special foods. Trends Food Sci. Technol. 2021, 118, 87–105. [Google Scholar] [CrossRef] [Scilit]
- Arianna, D.; Don, X.P.; Bhesh, B.; Sangeeta, P. The role of hydrocolloids on the 3D printability of meat products. Food Hydrocoll. 2021, 119, 106879. [Google Scholar] [CrossRef] [Scilit]
- Jong, B.L.; Na, Y.Y.; Yeon, J.B.; Ga, Y.K.; Suk, K.S.; Hyo, R.L.; Hyeong, J.K.; Min, J.K.; Ha, E.P.; Kil, B.S. Optimizing 3D Food Printing of Surimi via Regression Analysis: Physical Properties and Additive Formulations. Foods 2025, 14, 889. [Google Scholar] [CrossRef] [Scilit]
- Liu, Y.; Sun, Q.X.; Wei, S.; Xia, Q.Y.; Pan, Y.M.; Liu, S.C.; Ji, H.W.; Deng, C.J.; Hao, J.M. LF-NMR as a tool for predicting the 3D printability of surimi-starch systems. Food Chem. 2022, 374, 131727. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Pan, Y.M.; Sun, Q.X.; Liu, Y.; Wei, S.; Xia, Q.Y.; Zheng, O.; Liu, S.C.; Ji, H.W.; Deng, C.J.; Hao, J.M. The relationship between rheological and textural properties of shrimp surimi adding starch and 3D printability based on principal component analysis. Food Sci. Nutr. 2021, 9, 3295–3306. [Google Scholar] [CrossRef] [Scilit]
- Fishery and Fishing Vessel Administration of the Ministry of Agriculture and Rural Affairs; National Fisheries Technology Extension Station; Chinese Society of Fisheries. In China Fisheries Statistical Yearbook; China Agriculture Press: Beijing, China, 2025.
- Zhang, H.; Tian, X.; Zhang, K.; Du, Y.; Guo, C.; Liu, X.; Wang, Y.; Xing, J.; Wang, W. Influence of content and degree of substitution of carboxymethylated cellulose nanofibrils on the gelation properties of cull cow meat myofibrillar proteins. LWT-Food Sci. Technol. 2021, 152, 112459. [Google Scholar]
- Monto, A.R.; Yuan, L.; Xiong, Z.Y.; Shi, T.; Li, M.Z.; Wang, X.; Liu, L.; Jin, W.G.; Li, J.R.; Gao, R.C. Effect of α-tocopherol, soybean oil, and glyceryl monostearate oleogel on gel properties and the in-vitro digestion of low-salt silver carp (Hypophthalmichthys molitrix) surimi. Food Chem. 2024, 460, 140588. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Yuan, L.; Guo, X.M.; Xiong, Z.Y.; Wang, X.; Monto, A.R.; Jin, W.G.; Li, J.R.; Gao, R.C. Effects of sturgeon oil and its Pickering emulsion on the quality of sturgeon surimi gel. Food Chem. X 2024, 23, 101451. [Google Scholar] [CrossRef] [Scilit]
- Hu, J. Effect of Pulsed Electric Field on the Structure, Emulsification and Gel Properties of Myofibrillar Protein. Master’s Thesis, Yangzhou University, Yangzhou, China, 2021. [Google Scholar]
- Wang, L.M.; Liu, Y.; Xue, B.; Zhang, X.Y.; Xia, Q.Y.; Xia, W.; Han, Z.Y.; Liu, S.C. Insights into the comprehensive structural characterization of fish oil-modified starch and its influence on surimi product quality. Int. J. Biol. Macromol. 2025, 314, 144465. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Zeng, T.; Wu, Z.L.; Zhu, J.Y.; Yin, S.W.; Tang, C.H.; Wu, L.Y.; Yang, X.Q. Development of antioxidant Pickering high internal phase emulsions (HIPEs) stabilized by protein/polysaccharide hybrid particles as potential alternative for PHOs. Food Chem. 2017, 231, 122–130. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Yu, Z.Y.; Yu, J.; Wang, L.; Shi, J.X.; Xia, S.G.; Xue, Y.; Li, N.; Xue, C.H. High-moisture texturization of Antarctic krill (Euphausia superba) meat-based hybrid protein: The synergistic effect of wheat gluten and pea protein. Food Chem. 2025, 470, 143882. [Google Scholar] [CrossRef] [Scilit]
- Kokane, S.B.; Arora, V.K.; Thangalakshmi, S. Multi-objective optimization of printer control parameters for 3D printing of millet dough. J. Sci. Food Agric. 2025, 106, 529–551. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Han, Y.; Liu, Y.Q.; Sun, G.R.; Gao, Z.G.; Geng, Y.Y. Research progress of 3D food printing and its influencing factors. Sci. Technol. Food Ind. 2019, 40, 242–248. [Google Scholar]
- Zheng, L.Y.; Liu, J.B.; Liu, R.; Xing, Y.A.; Jiang, H. 3D printing performance of gels from wheat starch, flour and whole meal. Food Chem. 2021, 356, 129546. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Zhang, J.Y.; Li, Y.; Cai, Y.P.; Ahmad, I.; Zhang, A.Q.; Ding, Y.T.; Qiu, Y.; Zhang, G.P.; Tang, W.; Lyu, F. Hot extrusion 3D printing technologies based on starchy food: A review. Carbohydr. Polym. 2022, 294, 119763. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Sissons, M.; Palombieri, S.; Sestili, F.; Lafiandra, D. Impact of variation in amylose content on durum wheat cv. Svevo technological and starch properties. Foods 2023, 12, 4112. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Lin, J.T.; Guo, X.D.; Su, D.M. The effect of water absorption speed of wheat flour on dough characteristics and quality of steamed bread. Food Ferment. Ind. 2021, 47, 112–118. [Google Scholar]
- Pan, Y.M. Research on Improving the Adaptability of 3D Printing of Shrimp Surimi by Adjusting Food Ingredients. Master’s Thesis, Guangdong Ocean University, Zhanjiang, China, 2021. [Google Scholar]
- Kong, W.; Zhang, T.; Feng, D.D.; Xue, Y.; Wang, Y.M.; Li, Z.J.; Yang, W.G.; Xue, C.H. Effects of modified starches on the gel properties of Alaska Pollock surimi subjected to different temperature treatments. Food Hydrocoll. 2016, 56, 20–28. [Google Scholar] [CrossRef] [Scilit]
- Torres-Ayala, L.K.; Nakamatsu, J.; Kim, S. Rheological optimization of hybrid alginate-xanthan gum hydrogels for enhanced 3D bioprinting fidelity. Polym. Bull. 2025, 82, 9947–9976. [Google Scholar] [CrossRef] [Scilit]
- Wittek, P.; Zeiler, N.; Karbstein, H.P.; Emin, M.A. High moisture extrusion of soy protein: Investigations on the formation of anisotropic product structure. Foods 2021, 10, 102. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- van der Sman, R.G.M.; van der Goot, A.J. Hypotheses concerning structuring of extruded meat analogs. Curr. Res. Food Sci. 2023, 6, 100510. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Varghese, C.; Wolodko, J.; Chen, L.; Doschak, M.; Srivastav, P.P.; Roopesh, M.S. Influence of selected product and process parameters on microstructure, rheological, and textural properties of 3D printed cookies. Foods 2020, 9, 907. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Yan, W.L.; Ouyang, Z.H.; Luo, X.Y.; Xiao, R.K.; Liao, S.Q.; Jiang, F.T.; Li, Y.H.; Xiong, S.B.; Yin, T.; Zhu, X.W. Effect of carboxymethyl konjac glucomannan on the gel properties of silver carp surimi: A study on the regulatory mechanism of substitution degree. Foods 2025, 14, 2715. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Zhao, Y.D.; Lu, K.Y.; Piao, X.Y.; Song, Y.; Wang, L.B.; Zhou, R.S.; Gao, P.P.; Khong, H.Y. Collagens for surimi gel fortification: Type-dependent effects and the difference between type I and type II. Food Chem. 2023, 424, 136422. [Google Scholar]
- Liu, L.; Hong, Z.P.; Zhou, C.X.; Song, C.Y.; Zhang, R.L.; Zhong, T.J. Effects of native and modified cassava starch on the quality of tilapia surimi gel. Food Sci. 2023, 44, 91–98. [Google Scholar]
- Ramos, L.; Banc, A.; Louhichi, A.; Pincemaille, J.; Jestin, J.; Fu, Z.; Appavou, M.-S.; Menut, P.; Morel, M.-H. Impact of the protein composition on the structure and viscoelasticity of polymer-like gluten gels. J. Phys. Condens. Matter 2021, 33, 234001. [Google Scholar] [CrossRef] [Scilit]
- Oyinloye, T.M.; Yoon, W.B. Effect of the ratio of protein to water on the weak gel nonlinear viscoelastic behavior of fish myofibrillar protein batter from Alaska Pollock. Gels 2024, 10, 737. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Gani, A.; Benjakul, S. Impact of virgin coconut oil nanoemulsion on properties of croaker surimi gel. Food Hydrocoll. 2018, 82, 34–44. [Google Scholar] [CrossRef] [Scilit]
- Husband, F.A.; Garrood, M.J.; Mackie, A.R.; Burnett, G.R.; Wilde, P.J. Adsorbed protein secondary and tertiary structures by circular dichroism and infrared spectroscopy with refractive index matched emulsions. J. Agric. Food Chem. 2001, 49, 859–866. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Phuhongsung, P.; Zhang, M.; Devahastin, S. Investigation on 3D printing ability of soybean protein isolate gels and correlations with their rheological and textural properties via LF-NMR spectroscopic characteristics. LWT-Food Sci. Technol. 2020, 122, 109019. [Google Scholar] [CrossRef] [Scilit]
- Özeren, H.D.; Wei, X.F.; Nilsson, F.; Olsson, R.T.; Hedenqvist, M.S. Role of hydrogen bonding in wheat gluten protein systems plasticized with glycerol and water. Polymer 2021, 225, 123749. [Google Scholar]
- Diakova, G.; Goddard, Y.A.; Korb, J.P.; Bryant, R.G. Changes in protein structure and dynamics as a function of hydration from 1H second moments. J. Magn. Reson. 2007, 189, 166–174. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Agunbiade, A.O.; Song, L.; Agunbiade, O.J.; Ofoedu, C.E.; Chacha, J.S.; Duguma, H.T.; Hossaini, S.M.; Rasaq, W.A.; Shorstkii, I.; Osuji, C.M.; et al. Potentials of 3D extrusion-based printing in resolving food processing challenges: A perspective review. J. Food Process Eng. 2022, 45, e13996. [Google Scholar] [CrossRef] [Scilit]
- Liu, Y.; Tang, T.; Duan, S.; Qin, Z.; Zhao, H.; Wang, M.; Li, C.; Zhang, Z.; Liu, A.; Han, G.; et al. Applicability of rice doughs as promising food materials in extrusion-based 3D printing. Food Bioprocess Technol. 2020, 13, 1088–1101. [Google Scholar] [CrossRef] [Scilit]
- Wu, M.; Xiong, Y.L.; Chen, J.; Tang, X.; Zhou, G. Rheological and microstructural properties of porcine myofibrillar protein-lipid emulsion composite gels. J. Food Sci. 2009, 74, C342–C350. [Google Scholar] [CrossRef] [Scilit]
- Jiao, M.Y.; Gao, H.; Wang, W.N.; Tian, Y.L. Comparison of four methods for the determination of amylose and amylopectin. Sci. Technol. Food Ind. 2019, 40, 248–252+257. [Google Scholar]
- Yin, J.; Jie, M.H.; Wu, X.H.; Wang, X.X.; Chen, B.; Wang, Y.C.; Wang, Q.Q.; Zhang, W.W. Establishment of starch atlas of Tianshui ‘huaniu’ apple. J. Gansu Agric. Univ. 2021, 56, 88–95. [Google Scholar]
- Dickinson, E. Emulsion gels: The structuring of soft solids with protein-stabilized oil droplets. Food Hydrocoll. 2012, 25, 1601–1610. [Google Scholar]











| Code | Surimi (g) | Cake Flour (g) | Water (g) | Butter (g) |
|---|---|---|---|---|
| Surimi addition | ||||
| S1 (0%) | 0 | 260 | 540 | 0 |
| S2 (15%) | 39 | 221 | 540 | 0 |
| S3 (25%) | 65 | 195 | 540 | 0 |
| S4 (35%) | 91 | 169 | 540 | 0 |
| Water addition (based on S2) | ||||
| W1 (62%) | 39 | 221 | 432 | 0 |
| W2 (65%) | 39 | 221 | 486 | 0 |
| W3 (68%) | 39 | 221 | 540 | 0 |
| W4 (71%) | 39 | 221 | 594 | 0 |
| Butter addition (based on S2 + W2) | ||||
| O1 (0%) | 39 | 221 | 486 | 0 |
| O2 (3%) | 39 | 221 | 486 | 22 |
| O3 (6%) | 39 | 221 | 486 | 44 |
| O4 (9%) | 39 | 221 | 486 | 67 |
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Liu, Y.; Peng, Y.; Li, X.; Ye, F.; Deng, M.; Wei, S.; Han, Z.; Wang, Z.; Liu, S.; Liu, Y. Optimization of Formulation and Processing Parameters for High-Fidelity 3D Printing of a Surimi–Flour Composite Batter. Foods 2026, 15, 2502. https://doi.org/10.3390/foods15142502
Liu Y, Peng Y, Li X, Ye F, Deng M, Wei S, Han Z, Wang Z, Liu S, Liu Y. Optimization of Formulation and Processing Parameters for High-Fidelity 3D Printing of a Surimi–Flour Composite Batter. Foods. 2026; 15(14):2502. https://doi.org/10.3390/foods15142502
Chicago/Turabian StyleLiu, Yaling, Yaxi Peng, Xiaoxin Li, Fan Ye, Miaobin Deng, Shuai Wei, Zongyuan Han, Zefu Wang, Shucheng Liu, and Yang Liu. 2026. "Optimization of Formulation and Processing Parameters for High-Fidelity 3D Printing of a Surimi–Flour Composite Batter" Foods 15, no. 14: 2502. https://doi.org/10.3390/foods15142502
APA StyleLiu, Y., Peng, Y., Li, X., Ye, F., Deng, M., Wei, S., Han, Z., Wang, Z., Liu, S., & Liu, Y. (2026). Optimization of Formulation and Processing Parameters for High-Fidelity 3D Printing of a Surimi–Flour Composite Batter. Foods, 15(14), 2502. https://doi.org/10.3390/foods15142502

