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Materials Science in Additive Manufacturing                      Optimization of chemical admixtures for 3DCP


            viscosity, and thixotropy cannot be further improved by   it has a negative influence on the static yield stress. The
            adopting other curve fitting methods.              interaction of accelerator and superplasticizer (BC) has a
              To exclude the run order effects from various statistical   positive influence on the yield stress, whereas it possesses
            rheological models, the relation between the residual and   a negative influence on the plastic viscosity and thixotropy.
            run order should be confirmed . Figure 8 shows that the   The derived models for static/dynamic yield stress,
                                     [27]
            points scatter randomly (no grouping) with the run order,   plastic viscosity, and thixotropy with respect to the three
            which indicates that run order has no significant impact   main factors and their second-order effects can be written
            on the responses.                                  as follows:

            4.2. Prediction models                                   Static yield stress  829 17189.    .  A  8027.  B
            The  coefficients  of  prediction  models  are  presented  in   125 5. C 8719.  AB  48.889AC  17 24BC.  (VIII)
            Table 6. A positive value indicates a positive effect on the   Dynamic yield stress 166 81856.    .  A  8 640.  B
            response, while a negative value implies a negative effect
            on the response. The magnitude of the absolute value      10 35. C 11 83.  AB 1.4400AC  3 560BC.   (IX)
            represents how significant the factor is and can be used   Plastic viscosity  20 91.  1 650.  A 1 010.  B
            to rank the importance of each factor. Results in Table 6                                      (X)
            suggest that with an increase in the dosage of retarder   0 3685.  C 0 0360.  AB 17. 000AC  2 230BC.
            and superplasticizer, all these rheological parameters   Thixotropy 17369 2550A 1357B 725 9C.

            decrease while accelerator possesses the opposite influence      262 1AB.  1219AC 244 5BC.         (XI)
            on the rheological properties. The interaction of retarder
            and accelerator (AB) has a negative influence on all the   The statistical analysis, as shown in  Table 6, was
            rheological  properties.  The  interaction  of retarder and   also conducted to estimate the statistical accuracy of
            superplasticizer (AC) possesses a positive influence on the   established models.  High  R-squared value (larger than

            dynamic yield stress, plastic viscosity, and thixotropy, while   0.8) and high adequate precision (larger than 4) indicate
                         A                                   B

















                         C                                   D


















            Figure 7. Normal probability plots of residuals for different responses: (A) Static yield stress; (B) dynamic yield stress; (C) plastic viscosity; and (D)
            thixotropy.


            Volume 1 Issue 3 (2022)                         7                      https://doi.org/10.18063/msam.v1i3.16
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