| Literature DB >> 30510722 |
Sunday Samuel Sobowale1, Oluwatoyin Habibat Animashaun1, Antoine Floribert Mulaba-Bafubiandi2, Temitope Saratallahi Abidoye1, Yusuf Olamide Kewuyemi1, Oluwafemi Ayodeji Adebo3.
Abstract
The current industrial demand for starchy foods has been dominated by other roots and tubers, while cocoyam, despite being rich in fiber, minerals, and vitamins has remained under exploited. In this study, the effect of feed moisture content (FMC), screw speed (SS) and barrel temperature (BT) on the quality characteristics of cocoyam noodles (proximate, thermo-physical, physicochemical, texture, color, extrudate properties, and sensory characteristics) were investigated using central composite design (CCD) of response surface methodology (RSM). Flour was produced from fresh tubers of cocoyam (Xanthosoma sagittifolium) and subsequently processed into noodles using a twin screw extruder. Results showed that the proximate compositions, thermo-physical, physicochemical properties, and color of the cocoyam noodles were significantly (p < 0.05) influenced by the extrusion process variables. The texture and extrudate properties of cocoyam noodles were equally significantly (p < 0.05) different. The experimental data obtained and predicted values of the response models were comparable, with statistical indices [absolute average deviation (AAD, 0-0.23), bias factor (B f, 1-1.08), and accuracy factor (A f, 1-1.23)] indicating the validity of the derived models. The optimal extrusion processing conditions for quality cocoyam noodles were FMC, SS, and BT of 47.5%, 700 rpm and 50°C, respectively, as cocoyam noodles obtained at these conditions had comparable properties and were most preferred and accepted by the sensory panelists.Entities:
Keywords: Cocoyam; extrusion; noodles; optimization; quality attributes
Year: 2018 PMID: 30510722 PMCID: PMC6261157 DOI: 10.1002/fsn3.786
Source DB: PubMed Journal: Food Sci Nutr ISSN: 2048-7177 Impact factor: 2.863
Coded and real values for the response surface methodology
| Experimental runs |
|
|
| FMC (%) | SS (RPM) | BT (°C) |
|---|---|---|---|---|---|---|
| 1 | 1 | 1 | 1 | 52.5 | 800 | 65 |
| 2 | −1 | −1 | 0 | 42.5 | 600 | 55 |
| 3 | 1 | −1 | −1 | 52.5 | 600 | 45 |
| 4 | 1 | −1 | −1 | 42.5 | 800 | 45 |
| 5 | 0 | 1 | −1 | 47.5 | 800 | 45 |
| 6 | −1 | 1 | −1 | 42.5 | 800 | 45 |
| 7 | 0 | −1 | 1 | 47.5 | 600 | 65 |
| 8 | 0 | 0 | 0 | 47.5 | 700 | 55 |
| 9 | 0 | −1 | −1 | 47.5 | 600 | 45 |
| 10 | 1 | −1 | 0 | 52.5 | 600 | 55 |
| 11 | 1 | 0 | 0 | 52.5 | 700 | 55 |
| 12 | 1 | 1 | −1 | 52.5 | 800 | 45 |
| 13 | 0 | 0 | −1 | 47.5 | 700 | 45 |
| 14 | −1 | 1 | 0 | 42.5 | 800 | 55 |
| 15 | 0 | 1 | 0 | 47.5 | 800 | 55 |
| 16 | 0 | 0 | 1 | 47.5 | 700 | 65 |
| 17 | 0 | −1 | 0 | 47.5 | 600 | 55 |
| 18 | 1 | −1 | 1 | 52.5 | 600 | 65 |
| 19 | −1 | 1 | 1 | 42.5 | 800 | 65 |
| 20 | −1 | 0 | 0 | 42.5 | 700 | 55 |
X 1: feed moisture content (FMC); X 2: screw speed rate (SS); X 3: barrel temperature (BT).
Proximate composition of cocoyam noodles
|
|
|
| MC (%) | Ash (%) | Fat (%) | Fiber (%) | Protein (%) | CHO (%) |
|---|---|---|---|---|---|---|---|---|
| 52.5 | 800 | 65 |
8.45e
|
4.82q
|
4.85i
|
1.35m
|
25.94h
|
54.60h
|
| 42.5 | 600 | 55 |
8.96g
|
2.71o
|
8.58n
|
0.99k
|
26.23i
|
52.56e
|
| 52.5 | 600 | 45 |
9.67k
|
1.80h
|
5.78k
|
0.75fg
|
29.80n
|
52.21d
|
| 42.5 | 800 | 45 |
8.52f
|
4.47p
|
8.65o
|
1.26l
|
23.68g
|
53.44f
|
| 47.5 | 800 | 45 |
10.92n
|
1.93j
|
4.06e
|
0.67e
|
26.62j
|
55.82j
|
| 42.5 | 800 | 45 |
7.95d
|
1.23c
|
6.52l
|
0.32c
|
31.67p
|
52.33d
|
| 47.5 | 600 | 65 |
9.96m
|
1.86i
|
3.67d
|
1.00k
|
33.46q
|
50.07c
|
| 47.5 | 700 | 55 |
5.66a
|
9.30s
|
3.43c
|
4.64o
|
18.18b
|
58.81m
|
| 47.5 | 600 | 45 |
9.30j
|
2.03k
|
4.95j
|
0.71ef
|
16.38a
|
66.65s
|
| 52.5 | 600 | 55 |
10.88n
|
2.10l
|
4.51g
|
0.74fg
|
18.51c
|
63.28q
|
| 52.5 | 700 | 55 |
9.67k
|
1.74g
|
4.99j
|
0.92j
|
27.47k
|
55.23i
|
| 52.5 | 800 | 45 |
7.15c
|
7.32r
|
8.98p
|
3.47n
|
31.26o
|
41.87b
|
| 47.5 | 700 | 45 |
9.14i
|
2.38m
|
4.62h
|
0.77gh
|
28.76m
|
54.34g
|
| 42.5 | 800 | 55 |
9.02h
|
2.52n
|
4.82i
|
0.80hi
|
26.07hi
|
56.79k
|
| 47.5 | 800 | 55 |
12.26p
|
0.47a
|
4.23f
|
0.18a
|
21.47d
|
61.41o
|
| 47.5 | 700 | 65 |
6.56b
|
10.26t
|
7.66m
|
5.51p
|
28.46l
|
41.57a
|
| 47.5 | 600 | 55 |
12.14o
|
0.52b
|
4.94j
|
0.24b
|
22.71f
|
59.46n
|
| 52.5 | 600 | 65 |
9.72k
|
1.61f
|
4.65h
|
0.82i
|
26.09hi
|
57.12l
|
| 42.5 | 800 | 65 |
9.83l
|
1.51e
|
3.04b
|
0.80hi
|
22.63f
|
62.20p
|
| 42.5 | 700 | 55 |
9.98m
|
1.41d
|
2.47a
|
0.63d
|
21.86e
|
63.67r
|
X 1: feed moisture content; X 2: screw speed rate; X 3: barrel temperatures; MC: moisture content; CHO: carbohydrate. Standard deviations of triplicate measurement are represented in parentheses. Means with no common letters within a column significantly differ (p < 0.05).
Thermo‐physical and extrudate properties of cocoyam noodles
| Variables |
|
|
|
| RT | ER | MFR | CT | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
|
|
|
| Exp | Pred | Exp | Pred | Exp | Pred | Exp | Pred | Exp | Pred | Exp | Pred | Exp | Pred | Exp | Pred |
| 52.5 | 800 | 65 |
1.13d
| 1.14 |
177.87c
| 178.00 |
23.99b
| 24.07 |
0.12b
| 0.12 |
52a
| 52.14 |
0.23d
| 0.23 |
2.35a
| 2.37 |
7.0b
| 7.79 |
| 42.5 | 600 | 55 |
1.25e
| 1.16 |
182.60d
| 184.69 |
24.13d
| 24.81 |
0.11a
| 0.12 |
55b
| 59.13 |
0.18a
| 0.20 |
2.42c
| 2.41 |
5.0a
| 4.92 |
| 52.5 | 600 | 45 |
0.96b
| 1.08 |
184.96e
| 182.86 |
24.45d
| 24.68 |
0.14c
| 0.13 |
60d
| 60.55 |
0.21c
| 0.19 |
2.38a
| 2.43 |
10.0c
| 10.47 |
| 42.5 | 800 | 45 |
1.25e
| 1.08 |
179.52cd
| 182.86 |
23.96b
| 24.68 |
0.11a
| 0.13 |
54b
| 60.55 |
0.17a
| 0.19 |
2.43c
| 2.43 |
8.0b
| 10.47 |
| 47.5 | 800 | 45 |
1.00c
| 1.07 |
187.09f
| 182.54 |
25.32d
| 24.24 |
0.14c
| 0.13 |
57c
| 58.64 |
0.22b
| 0.22 |
2.50f
| 2.46 |
14.0e
| 13.75 |
| 42.5 | 800 | 45 |
1.07cd
| 1.06 |
182.04bc
| 185.43 |
23.81b
| 24.73 |
0.12b
| 0.13 |
62b
| 62.54 |
0.20b
| 0.21 |
2.45b
| 2.46 |
10.0c
| 11.95 |
| 47.5 | 600 | 65 |
1.03c
| 1.07 |
185.07e
| 181.73 |
24.31d
| 24.03 |
0.13b
| 0.12 |
60d
| 59.31 |
0.22c
| 0.21 |
2.38a
| 2.41 |
7.0b
| 7.85 |
| 47.5 | 700 | 55 |
1.01c
| 0.98 |
160.78a
| 177.27 |
22.60b
| 24.50 |
0.14c
| 0.14 |
52b
| 58.19 |
0.21c
| 0.20 |
2.40b
| 2.42 |
7.0b
| 7.26 |
| 47.5 | 600 | 45 |
1.02c
| 1.10 |
181.36d
| 184.15 |
25.657d
| 25.31 |
0.14c
| 0.13 |
65f
| 62.21 |
0.22b
| 0.20 |
2.48e
| 2.46 |
12.0d
| 10.08 |
| 52.5 | 600 | 55 |
1.05cd
| 1.04 |
185.62e
| 187.57 |
26.00e
| 25.83 |
0.13b
| 0.13 |
64b
| 60.43 |
0.16a
| 0.19 |
2.47d
| 2.44 |
8.0b
| 8.29 |
| 52.5 | 700 | 55 |
1.00c
| 1.07 |
184.03e
| 175.65 |
24.70b
| 23.78 |
0.13b
| 0.12 |
58c
| 55.26 |
0.22c
| 0.20 |
2.42c
| 2.38 |
8.0b
| 6.64 |
| 52.5 | 800 | 45 |
1.23e
| 1.21 |
171.92c
| 177.39 |
21.86a
| 22.45 |
0.10a
| 0.10 |
54b
| 52.27 |
0.23d
| 0.23 |
2.37a
| 2.39 |
13.0d
| 12.53 |
| 47.5 | 700 | 45 |
1.15bc
| 1.07 |
182.54d
| 174.20 |
24.40b
| 23.36 |
0.12b
| 0.13 |
64f
| 59.24 |
0.20b
| 0.21 |
2.43c
| 2.42 |
12.0d
| 9.75 |
| 42.5 | 800 | 55 |
0.97b
| 0.92 |
181.72d
| 186.86 |
24.58b
| 25.84 |
0.14c
| 0.13 |
59d
| 60.57 |
0.21c
| 0.19 |
2.38b
| 2.46 |
10.0c
| 9.16 |
| 47.5 | 800 | 55 |
1.00bc
| 0.96 |
191.53bc
| 185.57 |
26.53e
| 25.85 |
0.14c
| 0.14 |
56c
| 57.75 |
0.18a
| 0.20 |
2.48e
| 2.46 |
10.0c
| 10.74 |
| 47.5 | 700 | 65 |
1.07cd
| 0.99 |
164.48b
| 171.71 |
21.21a
| 23.03 |
0.12b
| 0.14 |
53a
| 56.65 |
0.19b
| 0.22 |
2.33b
| 2.37 |
4.0a
| 6.48 |
| 47.5 | 600 | 55 | 1.01c(0.04) | 1.04 | 191.57bc (0.03) | 187.26 | 26.28e (0.05) | 25.97 | 0.13b (0.02) | 0.13 | 66g (0.01) | 61.01 | 0.20b (0.02) | 0.19 | 2.45d (0.06) | 2.46 | 8.0b (0.02) | 8.11 |
| 52.5 | 600 | 65 | 1.12d (0.06) | 1.11 | 184.05d (0.06) | 183.64 | 24.92d (0.07) | 24.39 | 0.12b (0.09) | 0.12 | 59d (0.02) | 59.80 | 0.22c (0.01) | 0.21 | 2.43c (0.01) | 2.40 | 10.0c (0.01)c | 7.81 |
| 42.5 | 800 | 65 | 0.84a (0.02) | 0.88 | 183.26d (0.03) | 179.65 | 25.45d (0.05) | 24.36 | 0.16e (0.01) | 0.15 | 62e (0.01) | 58.10 | 0.21c (0.05) | 0.21 | 2.47d (0.01) | 2.40 | 10.0c (0.08) | 8.08 |
| 42.5 | 700 | 55 | 0.92b (0.07) | 1.03 | 183.63d (0.04) | 176.63 | 25.68d (0.04) | 23.91 | 0.15d (0.05) | 0.13 | 61e (0.06) | 58.66 | 0.21c (0.04) | 0.20 | 2.40b (0.03) | 2.39 | 4.0a (0.01) | 4.88 |
X 1: feed moisture content; X 2: screw speed rate; X 3: barrel temperatures; ρ: density; C p: specific heat capacity; K s: thermal conductivity; α: thermal diffusivity; RT: residence time; ER: expansion ratio; MFR: mass flow rate; CT: cooking time; Exp: experimental value; Pred: Predicted value. Standard deviations of triplicate measurement are represented in parentheses. Means with no common letters within a column significantly differ (p ˂ 0.05).
Coefficient of regression, R 2, AAD, B f, and A f values for the mathematical models of the responses
| Coeff |
|
|
|
| RT | ER | MFR | CT |
|
|
| Texture |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
|
| 0.98386 | 177.271 | 24.4986 | 0.138968 | 58.1939 | 0.198711 | 2.41916 | 7.2602 | 32.4399 | 22.6378 | 19.5520 | 15.6096 |
|
| 0.02213 | −0.491 | −0.0646 | −0.004423 | −1.7039 | 0.001445 | −0.00438 | 0.8775 | −2.1080 | 1.4367 | 2.2846 | 0.1243 |
|
| −0.04035 | −0.846 | −0.0592 | 0.004473 | −1.6331 | 0.005104 | 0.00296 | 1.3148 | 0.8451 | −0.1852 | 1.3429 | −0.0403 |
|
| −0.03859 | −1.249 | −0.1639 | 0.003923 | −1.2962 | 0.002479 | −0.02116 | −1.6349 | −6.5914 | 1.4596 | 1.6386 | 0.5319 |
|
| 0.06661 | −1.130 | −0.6514 | −0.010203 | −1.2338 | 0.003091 | −0.03285 | −1.5027 | 2.3304 | −2.0089 | −1.8843 | −0.2914 |
|
| 0.01401 | 9.140 | 1.4133 | −0.000151 | 1.1857 | −0.004156 | 0.04138 | 2.1635 | 23.1889 | −6.3056 | −3.3974 | −1.5297 |
|
| 0.04873 | −4.316 | −1.3000 | −0.007217 | −0.2508 | 0.015131 | −0.02506 | 0.8520 | 8.6749 | 0.2743 | −2.0007 | 0.0073 |
|
| 0.08227 | −1.930 | −0.5782 | −0.010075 | −2.3528 | 0.007816 | −0.02262 | −0.8058 | 1.5884 | −0.1514 | 0.9601 | −0.3925 |
|
| 0.02427 | 1.596 | 0.4942 | −0.002811 | 1.0756 | 0.002117 | 0.01009 | −0.2162 | 9.4629 | −3.4775 | −6.6418 | −0.2976 |
|
| −0.02644 | −0.041 | 0.4782 | 0.006507 | 0.1545 | −0.003016 | 0.00308 | −0.5200 | 2.2045 | −1.7282 | −2.1160 | −0.3169 |
|
| 1.15 | 0.97 | 1.08 | 1.18 | 1.00 | 0.94 | 1.05 | 1.33 | 1.18 | 1.03 | 1.16 | 0.95 |
| AAD | 0.05 | 0.03 | 0.03 | 0.06 | 0.05 | 0.07 | 0.01 | 0.14 | 0.19 | 0.23 | 0.22 | 0.07 |
|
| 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.02 | 1.02 | 1.04 | 1.08 | 1.00 |
|
| 1.06 | 1.03 | 1.03 | 1.06 | 1.05 | 1.07 | 1.01 | 1.15 | 1.19 | 1.18 | 1.01 | 1.07 |
Coeff: coefficient; ρ: density; C p: specific heat capacity; K s: thermal conductivity; α: thermal diffusivity; RT: residence time; ER: expansion ratio; MFR: mass flow rate; CT: cooking time; L*: Lightness; a*: redness; b*: yellowness. α 0, α 1–α 3, α 11–α 33, and α 12–α 13 are the equation regression coefficients for intercept, linear, quadratic, and interaction coefficient, respectively, AAD: average absolute deviation; B f: bias factor; A f: accuracy factor; R 2: coefficient of determination.
*Significant at p < 0.05.
Figure 1Surface plots of the responses evaluated (a) ρ—density, (b) C P—specific heat capacity, (c) K s—thermal conductivity, (d) a—thermal diffusivity, (e) RT—residence time, (f) ER—expansion ratio, (g) MFR—mass flow rate, (h) Cooking time, (i) L—lightness, (j) a—redness, (k) b—yellowness, (l) texture2017
Color and texture attributes of cocoyam noodles
| Variables |
|
|
| Texture | ||||||
|---|---|---|---|---|---|---|---|---|---|---|
|
|
|
| Exp | Pred | Exp | Pred | Exp | Pred | Exp | Pred |
| 52.5 | 800 | 65 |
74.88p
| 72.04 |
9.43q
| 11.95 |
11.66n
| 9.74 |
12.87ab
| 13.40 |
| 42.5 | 600 | 55 |
75.18q
| 60.81 |
9.44q
| 12.92 |
11.81m
| 11.60 |
12.20a
| 13.31 |
| 52.5 | 600 | 45 |
73.91o
| 61.43 |
10.86n
| 16.66 |
15.01h
| 15.14 |
12.77ab
| 13.80 |
| 42.5 | 800 | 45 |
73.66n
| 61.43 |
11.12l
| 16.66 |
14.81i
| 15.14 |
11.93a
| 13.80 |
| 47.5 | 800 | 45 |
77.18t
| 69.54 |
10.63o
| 16.69 |
12.13l
| 15.97 |
12.87ab
| 13.83 |
| 42.5 | 800 | 45 |
76.42s
| 81.85 |
11.01m
| 9.92 |
8.41p
| 4.20 |
13.07ab
| 13.51 |
| 47.5 | 600 | 65 |
65.99l
| 54.66 |
15.16j
| 19.98 |
18.45f
| 16.57 |
13.80bc
| 14.98 |
| 47.5 | 700 | 55 |
31.16b
| 32.44 |
19.46g
| 22.64 |
14.01j
| 19.55 |
15.07cdef
| 15.61 |
| 47.5 | 600 | 45 |
58.41j
| 72.25 |
19.86f
| 13.60 |
2.18q
| 9.06 |
15.07cdef
| 13.28 |
| 52.5 | 600 | 55 |
43.49g
| 53.42 |
21.58e
| 16.10 |
20.86b
| 14.25 |
14.80cde
| 14.35 |
| 52.5 | 700 | 55 |
32.86d
| 32.66 |
22.29d
| 22.07 |
18.49e
| 19.95 |
15.90ef
| 15.44 |
| 52.5 | 800 | 45 |
48.32i
| 61.88 |
25.49a
| 19.44 |
23.44a
| 23.98 |
15.00cdef
| 13.57 |
| 47.5 | 700 | 45 |
48.18h
| 47.71 |
25.46b
| 21.45 |
23.42a
| 15.91 |
16.17f
| 15.09 |
| 42.5 | 800 | 55 |
75.89r
| 59.32 |
9.58p
| 12.85 |
8.63o
| 12.37 |
14.00bcd
| 14.02 |
| 47.5 | 800 | 55 |
66.42m
| 56.47 |
14.89k
| 16.15 |
18.44f
| 17.50 |
12.97ab
| 14.04 |
| 47.5 | 700 | 65 |
42.63f
| 34.52 |
23.63c
| 24.37 |
20.41 | 19.19 |
15.17def
| 16.15 |
| 47.5 | 600 | 55 |
32.41c
| 54.78 |
22.31d
| 16.52 |
19.52d
| 14.81 |
15.97ef
| 14.12 |
| 52.5 | 600 | 65 |
58.49k
| 62.76 |
18.19i
| 16.08 |
3.29r
| 9.36 |
16.00ef
| 14.90 |
| 42.5 | 800 | 65 |
36.14e
| 54.15 |
22.31d
| 16.34 |
17.58g
| 16.53 |
16.13f
| 14.54 |
| 42.5 | 700 | 55 |
29.38a
| 36.88 |
18.88h
| 19.19 |
13.66k
| 15.38 |
15.17def
| 15.19 |
X 1: feed moisture content; X 2: screw speed rate; X 3: barrel temperatures; L*: Lightness; a*: redness; b*: yellowness; Exp: experimental value; Pred: Predicted value. Standard deviations of triplicate measurement are represented in parentheses. Means with no common letters within a column significantly differ (p ˂ 0.05).
Physiochemical properties of cocoyam noodles
| Variables | WAC | pH | SC | SI | AC | APC | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
|
|
|
| Exp | Pred | Exp | Pred | Exp | Pred | Exp | Pred | Exp | Pred | Exp | Pred |
| 52.5 | 800 | 65 |
0.90bc
| 1.07 |
6.45gh
| 6.44 |
2.62d
| 3.32 |
2.35e
| 2.85 |
26.18f
| 30.30 |
73.82k
| 69.70 |
| 42.5 | 600 | 55 |
0.98e
| 1.09 |
6.39b
| 6.43 |
3.3i
| 3.45 |
2.99i
| 3.28 |
25.52e
| 29.32 |
74.48s
| 70.68 |
| 52.5 | 600 | 45 |
0.96d
| 1.41 |
6.50k
| 6.48 |
2.81e
| 4.07 |
2.48f
| 3.45 |
44.06o
| 38.45 |
55.94a
| 61.55 |
| 42.5 | 800 | 45 |
1.13g
| 1.41 |
6.44fgh
| 6.48 |
3.24g
| 4.07 |
2.87g
| 3.45 |
23.19c
| 38.45 |
76.81i
| 61.55 |
| 47.5 | 800 | 45 |
1.09f
| 1.18 |
6.43f
| 6.40 |
3.19f
| 3.22 |
2.86g
| 2.62 |
50.05q
| 48.15 |
49.95n
| 51.85 |
| 42.5 | 800 | 45 |
0.87a
| 0.87 |
6.37a
| 6.40 |
2.12a
| 2.02 |
1.11a
| 1.04 |
48.28p
| 39.34 |
51.72j
| 60.66 |
| 47.5 | 600 | 65 |
0.89ab
| 1.36 |
6.39d
| 6.45 |
2.48c
| 3.93 |
2.25d
| 3.93 |
28.58g
| 33.14 |
71.42b
| 66.86 |
| 47.5 | 700 | 55 |
1.13g
| 1.40 |
6.43fg
| 6.44 |
3.29h
| 4.22 |
2.93ghi
| 3.17 |
40.32m
| 34.71 |
59.68h
| 65.29 |
| 47.5 | 600 | 45 |
1.53j
| 1.15 |
6.44fgh
| 6.44 |
4.45m
| 3.14 |
3.90kl
| 2.84 |
50.29r
| 37.72 |
49.71t
| 62.28 |
| 52.5 | 600 | 55 |
1.84m
| 1.42 |
6.41e
| 6.47 |
5.45r
| 4.43 |
4.83o
| 3.70 |
25.21d
| 20.50 |
74.79i
| 79.50 |
| 52.5 | 700 | 55 |
1.56k
| 1.49 |
6.44c
| 6.45 |
5.39q
| 4.69 |
2.97hi
| 3.32 |
38.43l
| 30.30 |
61.57d
| 69.70 |
| 52.5 | 800 | 45 |
1.69l
| 1.39 |
6.44fgh
| 6.41 |
4.95o
| 4.26 |
4.42m
| 3.67 |
56.42t
| 52.93 |
43.58t
| 47.07 |
| 47.5 | 700 | 45 |
1.43h
| 1.29 |
6.41e
| 6.42 |
3.55j
| 3.52 |
1.81c
| 2.38 |
29.19h
| 46.44 |
70.81h
| 53.56 |
| 42.5 | 800 | 55 |
0.92c
| 1.06 |
6.52l
| 6.45 |
2.29b
| 3.07 |
1.23b
| 2.36 |
19.52b
| 33.83 |
80.48b
| 66.17 |
| 47.5 | 800 | 55 |
0.97de
| 1.23 |
6.39de
| 6.44 |
3.29h
| 3.76 |
2.92ghi
| 3.27 |
31.14j
| 35.49 |
68.86j
| 64.51 |
| 47.5 | 700 | 65 |
1.55k
| 1.38 |
6.47i
| 6.46 |
4.53n
| 3.96 |
3.92l
| 3.19 |
42.77n
| 39.99 |
57.23n
| 60.01 |
| 47.5 | 600 | 55 |
1.71l
| 1.31 |
6.53l
| 6.45 |
4.99p
| 4.02 |
4.56n
| 3.76 |
30.22i
| 26.93 |
69.78i
| 73.07 |
| 52.5 | 600 | 65 |
1.43h
| 1.32 |
6.49j
| 6.45 |
4.20k
| 3.81 |
3.73j
| 3.20 |
17.01a
| 19.56 |
82.99a
| 80.44 |
| 42.5 | 800 | 65 |
1.50i
| 1.14 |
6.50k
| 6.50 |
4.35l
| 3.16 |
3.83k
| 2.92 |
53.78s
| 45.34 |
46.22s
| 54.66 |
| 42.5 | 700 | 55 |
1.10f
| 1.21 |
6.45h
| 6.44 |
3.23fg
| 3.60 |
2.90gh
| 2.47 |
35.80k
| 35.08 |
64.20k
| 64.93 |
X 1: feed moisture content; X 2: screw speed rate; X 3: barrel temperatures; WAC: water absorption capacity; SC: swelling capacity; SI: solubility index; AC: amylose content; APC: amylopectin content; Exp: experimental value; Pred: Predicted value. Standard deviations of triplicate measurement are represented in parentheses. Means with no common letters within a column significantly differ (p ˂ 0.05).
Figure 2Surface plots of the responses evaluated (a) WAC—water absorption capacity, (b) pH, (c) SC—swelling capacity, (d) SI—solubility index, (e) AC—amylose content, (f) APC—amylopectin content
Coefficient of regression, R 2, AAD, B f, and A f values for the mathematical models of the responses
| Coefficient | WAC | Ph | SC | SI | AC | APC |
|---|---|---|---|---|---|---|
|
| 1.39833 | 6.44169 | 4.22406 | 3.1659 | 34.7077 | 65.2923 |
|
| 0.13952 | 0.00548 | 0.54617 | 0.4270 | −2.3850 | 2.3850 |
|
| −0.04140 | 0.00389 | −0.13155 | −0.2468 | 4.2803 | −4.2803 |
|
| 0.04534 | 0.01898 | 0.22029 | 0.4055 | −3.2242 | 3.2242 |
|
| −0.05175 | 0.00036 | −0.08124 | −0.2693 | −2.0177 | 2.0177 |
|
| −0.12920 | 0.00327 | −0.33684 | 0.3488 | −3.4990 | 3.4990 |
|
| −0.05908 | −0.00458 | −0.48391 | −0.3804 | 8.5033 | −8.5033 |
|
| −0.02623 | −0.01773 | 0.05748 | 0.2143 | 2.0232 | −2.0232 |
|
| −0.14666 | −0.01781 | −0.51979 | −0.6746 | −7.1570 | 7.1570 |
|
| −0.05868 | 0.01408 | −0.16999 | −0.1401 | −0.9324 | 0.9324 |
|
| 0.85 | 0.89 | 0.94 | 1.01 | 1.12 | 1.12 |
| AAD | 0.19 | 0.00 | 0.20 | 0.21 | 0.21 | 0.11 |
|
| 1.02 | 1.00 | 1.02 | 1.03 | 1.03 | 1.01 |
|
| 1.20 | 1.00 | 1.21 | 1.23 | 1.22 | 1.11 |
WAC: water absorption capacity; SC: swelling capacity; SI: solubility index; AC: amylose content; APC: amylopectin content. α 0, α 1–α 3, α 11–α 33, and α 12–α 13 are the equation regression coefficients for intercept, linear, quadratic, and interaction coefficient, respectively, AAD: average absolute deviation; B f: bias factor; A f: accuracy factor; R 2: coefficient of determination.
Sensory properties of cocoyam noodles
| Variables | APP | Taste | Chewiness | Glossiness | Firmness | Overall acceptability | ||
|---|---|---|---|---|---|---|---|---|
|
|
|
| ||||||
| 52.5 | 800 | 65 | 5.85def | 5.20e | 5.90efg | 5.05f | 4.30b | 4.55a |
| 42.5 | 600 | 55 | 5.80def | 5.50ef | 6.20g | 5.75gh | 6.80g | 7.00de |
| 52.5 | 600 | 45 | 3.60a | 3.55b | 3.60c | 2.20a | 2.55a | 4.30a |
| 42.5 | 800 | 45 | 5.15c | 5.20e | 5.90efg | 4.40e | 5.75de | 5.80bc |
| 47.5 | 800 | 45 | 6.25ef | 6.10fg | 5.25e | 6.00ghi | 6.30efg | 6.40cd |
| 42.5 | 800 | 45 | 5.70de | 6.20gh | 5.70efg | 2.80b | 4.20b | 4.90a |
| 47.5 | 600 | 65 | 6.25ef | 6.10fg | 5.25e | 6.00ghi | 6.30efg | 6.40cd |
| 47.5 | 700 | 55 | 7.75g | 7.95i | 8.10i | 8.40k | 7.65h | 8.50f |
| 47.5 | 600 | 45 | 5.85def | 5.20e | 5.90efg | 5.05f | 4.30b | 4.55a |
| 52.5 | 600 | 55 | 3.35a | 4.90de | 2.50b | 3.45cd | 2.10a | 4.30a |
| 52.5 | 700 | 55 | 5.40cd | 4.00bc | 6.05fg | 5.65fg | 5.25cd | 5.65b |
| 52.5 | 800 | 45 | 4.25b | 2.15a | 1.65a | 3.05bc | 5.15c | 4.25a |
| 47.5 | 700 | 45 | 6.00ef | 6.10fg | 6.30g | 5.70gh | 6.90g | 6.35cd |
| 42.5 | 800 | 55 | 5.80de | 6.70gh | 6.00fg | 7.05j | 6.90g | 7.00de |
| 47.5 | 800 | 55 | 6.30f | 6.25gh | 6.95h | 6.45i | 6.75fg | 7.35e |
| 47.5 | 700 | 65 | 6.25ef | 6.10fg | 5.25e | 6.00ghi | 6.30efg | 6.40cd |
| 47.5 | 600 | 55 | 5.75def | 6.80h | 5.45ef | 5.75gh | 6.15ef | 7.00de |
| 52.5 | 600 | 65 | 5.00c | 4.35cd | 4.40d | 3.85de | 5.25cd | 6.25bc |
| 42.5 | 800 | 65 | 6.20ef | 6.65gh | 6.10fg | 6.35hi | 6.35efg | 6.35cd |
| 42.5 | 700 | 55 | 6.25ef | 6.15g | 5.30e | 6.00ghi | 6.30efg | 6.45cd |
X 1: feed moisture content; X 2: screw speed rate; X 3: barrel temperatures; APP: appearance. Standard deviations of triplicate measurement are represented in parentheses. Means with no common letters within a column significantly differ (p < 0.05).