Scientia Silvae Sinicae ›› 2026, Vol. 62 ›› Issue (8): 129-143.doi: 10.11707/j.1001-7488.LYKX20250648
• Research papers • Previous Articles Next Articles
Yuechao Zhang,Pujun Xie*(
),Caihong Zhang,Yejun Deng,Xiang Wang,Lixin Huang*(
)
Received:2025-10-29
Revised:2026-03-02
Online:2026-08-10
Published:2026-08-20
Contact:
Pujun Xie,Lixin Huang
E-mail:pujunxie@caf.ac.cn;l_x_huang@163.com
CLC Number:
Yuechao Zhang,Pujun Xie,Caihong Zhang,Yejun Deng,Xiang Wang,Lixin Huang. Kinetics and Cost-Effectiveness of Polyphenol Extraction and Magnification from Olive Pomace and the Photoprotective Effects of Its Extracts[J]. Scientia Silvae Sinicae, 2026, 62(8): 129-143.
Fig.2
Single factor experiment of polyphenol extracts extraction from olive pomace A: The effect of solid-liquid ratio on the yield of polyphenols; B: The effect of extraction temperature on the yield of polyphenols; C: The effect of time on the yield of polyphenols; D: The effect of ethanol volume fraction on the yield of polyphenols; E: Effect of rotational speed on polyphenol yield."
Table 3
Box-Behnken test plan and results"
| 试验号 Test number | X1 | X2 | X3 | X4 | 多酚得率Polyphenol yield/(mg·g?1) |
| 1 | –1 | –1 | 0 | 0 | 3.109 |
| 2 | 1 | –1 | 0 | 0 | 4.131 |
| 3 | –1 | 1 | 0 | 0 | 4.372 |
| 4 | 1 | 1 | 0 | 0 | 5.359 |
| 5 | 0 | 0 | –1 | –1 | 3.775 |
| 6 | 0 | 0 | 1 | –1 | 4.973 |
| 7 | 0 | 0 | –1 | 1 | 2.905 |
| 8 | 0 | 0 | 1 | 1 | 3.212 |
| 9 | –1 | 0 | 0 | –1 | 4.558 |
| 10 | 1 | 0 | 0 | –1 | 4.935 |
| 11 | –1 | 0 | 0 | 1 | 2.541 |
| 12 | 1 | 0 | 0 | 1 | 3.897 |
| 13 | 0 | –1 | –1 | 0 | 3.804 |
| 14 | 0 | 1 | –1 | 0 | 3.327 |
| 15 | 0 | –1 | 1 | 0 | 3.247 |
| 16 | 0 | 1 | 1 | 0 | 5.544 |
| 17 | –1 | 0 | –1 | 0 | 3.703 |
| 18 | 1 | 0 | –1 | 0 | 3.937 |
| 19 | –1 | 0 | 1 | 0 | 3.641 |
| 20 | 1 | 0 | 1 | 0 | 5.222 |
| 21 | 0 | –1 | 0 | –1 | 4.307 |
| 22 | 0 | 1 | 0 | –1 | 4.989 |
| 23 | 0 | –1 | 0 | 1 | 2.789 |
| 24 | 0 | 1 | 0 | 1 | 3.566 |
| 25 | 0 | 0 | 0 | 0 | 4.728 |
| 26 | 0 | 0 | 0 | 0 | 4.568 |
| 27 | 0 | 0 | 0 | 0 | 4.712 |
| 28 | 0 | 0 | 0 | 0 | 4.651 |
| 29 | 0 | 0 | 0 | 0 | 4.648 |
Table 4
Analysis of variance based on polyphenol yield as response value"
| 方差来源 Source of variance | 总方差 Total square deviation | 自由度 Degree of freedom | 均方差 Mean square deviation | F | P | 显著性 Significance |
| Model | 18.46 | 14 | 1.32 | 84.00 | < 0.000 1 | ** |
| X1 | 2.57 | 1 | 2.57 | 163.91 | < 0.000 1 | ** |
| X2 | 2.77 | 1 | 2.77 | 176.71 | < 0.000 1 | ** |
| X3 | 1.60 | 1 | 1.60 | 102.20 | < 0.000 1 | ** |
| X4 | 6.20 | 1 | 6.20 | 395.04 | < 0.000 1 | ** |
| X1X2 | 0.00 | 1 | 0.00 | 0.02 | 0.890 9 | ns |
| X1X3 | 0.45 | 1 | 0.45 | 28.89 | < 0.000 1 | ** |
| X1X4 | 0.24 | 1 | 0.24 | 15.26 | 0.001 6 | ** |
| X2X3 | 1.92 | 1 | 1.92 | 122.53 | < 0.000 1 | ** |
| X2X4 | 0.00 | 1 | 0.00 | 0.14 | 0.710 3 | ns |
| X3X4 | 0.20 | 1 | 0.20 | 12.64 | 0.003 2 | ** |
| X12 | 0.14 | 1 | 0.14 | 9.12 | 0.009 2 | ** |
| X22 | 0.43 | 1 | 0.43 | 27.11 | 0.000 1 | ** |
| X32 | 1.11 | 1 | 1.11 | 70.44 | < 0.000 1 | ** |
| X42 | 1.74 | 1 | 1.74 | 110.98 | < 0.000 1 | ** |
| 残差 Residual error | 0.22 | 14 | ||||
| 失拟误差 Misfit error | 0.20 | 10 | 5.09 | ns | ||
| 纯误差 Pure error | 0.02 | 4 | ||||
| 总离差 Total dispersion | 18.68 | 28 |
Fig.3
Effects of interaction of different factors on the yield of polyphenols from olive pomace A: The effect of the interaction between extraction time and solid-liquid ratio on the yield of polyphenols; B: The interaction between extraction time and ethanol volume fraction on the yield of polyphenols; C: The effect of interaction between solid-liquid ratio and extraction temperature on the yield of polyphenols; D: Effect of interaction between ethanol volume fraction and solid-liquid ratio on polyphenol yield."
Table 5
Experimental results of extraction kinetics"
| 时间 Time/min | 多酚得率 Polyphenol yield/ (mg·g?1) | 羟基酪醇 Hydroxytyrosol/ (μg·g?1) | 酪醇 Tyrosol/ (μg·g?1) | 丁香酸 Syringic acid/ (μg·g?1) | 绿原酸 Chlorogenic acid/ (μg·g?1) | 咖啡酸 Caffeic acid/ (μg·g?1) | 芦丁 Rutin/ (μg·g?1) | 橄榄苦苷 Oleuropein/ (μg·g?1) | 木犀草素 Luteolin/ (μg·g?1) |
| 5 | 1.85 | 6.61 | 168.52 | 0.14 | 176.12 | 8.39 | 230.26 | 724.64 | 67.39 |
| 10 | 1.87 | 6.19 | 175.19 | 4.46 | 178.81 | 9.63 | 224.79 | 726.62 | 74.47 |
| 15 | 2.89 | 28.67 | 290.14 | 64.68 | 235.65 | 41.04 | 304.53 | 193.87 | |
| 30 | 3.29 | 51.29 | 446.84 | 178.20 | 267.63 | 49.75 | 681.53 | 271.14 | |
| 60 | 4.84 | 54.19 | 594.07 | 256.37 | 344.94 | 63.58 | 941.02 | 433.29 | |
| 77 | 4.92 | 57.80 | 608.26 | 259.46 | 353.85 | 66.88 | 978.73 | 458.07 | |
| 90 | 5.10 | 58.08 | 609.85 | 260.22 | 370.88 | 68.79 | 472.78 | ||
| 120 | 5.10 | 60.98 | 613.09 | 262.93 | 380.66 | 69.03 | 481.22 |
Table 6
Extraction kinetics model of total polyphenols and eight polyphenols"
| 项目Items | 菲克扩散模型 Fick diffusion model | 一级动力学 First-order kinetics | 二级动力学 Second-order kinetics | 二级动力学t/Ct与t的线性形式 The second-order kinetics t/Ctt and the linear form of |
| 总多酚Total polyphenols | y=0.041x+0.032,R2=0.978 | y=51.00×(1?e?0.057t), R2=0.965 | y=0.164x+3.346,R 2=0.984 | |
| 羟基酪醇Hydroxytyrosol | y =0.036x +0.047,R2=0.928 | y=69.23×(1?e?0.028t), R 2=0.903 | y=0.012x+0.425,R 2=0.923 | |
| 酪醇Tyrosol | y =0.064x -0.341,R2=0.987 | y=628.43×(1?e?0.042t), R 2=0.984 | y= | |
| 丁香酸Syringic acid | y =0.061x -0.548,R2=0.972 | y=305.29×(1?e?0.022t), R 2=0.928 | y=0.002x+0.132,R 2=0.830 | |
| 绿原酸Chlorogenic acid | y =0.034x+0.293,R2=0.974 | y=385.20×(1?e?0.060t), R 2=0.790 | y=0.002x+0.028,R 2=0.996 | |
| 咖啡酸Caffeic acid | y =0.059x-0.418,R2=0.935 | y=70.88×(1?e?0.038t), R 2=0.937 | y=0.011x+0.331,R 2=0.945 | |
| 芦丁Rutin | y =0.038x-0.175,R2=0.964 | y= R 2=0.978 | y=0.017x+0.640,R 2=0.959 | |
| 橄榄苦苷Oleuropein | y =0.035x+0.051,R2=0.974 | y= R 2=0.943 | y=0.005x+0.109,R 2=0.991 | |
| 木犀草素Luteolin | y =0.047x-0.344,R2=0.982 | y=519.18×(1?e?0.026t), R 2=0.983 | y=0.037x+1.479,R 2=0.983 |
Table 7
Cost accounting of polyphenol extracts extraction process of olive pomace (based on the production of 1 kg)"
| 成本项目Cost items | 计算依据与消耗量Calculation basis and consumption | 单价Unit price | 价格说明Price description |
| 油橄榄果渣 Olive pomace | 5 kg | 3 yuan·kg?1 | 原材料采购的预估市场价 Estimated market price for raw material purchases |
| 无水乙醇 Absolute alcohol | 87.5 L | 4.4 yuan·L?1 | 大宗工业级溶剂的市场采购价 Market purchase price of bulk industrial grade solvents |
| 水Water | 37.5 L | 根据中国水网可知水费价格大概为1.97 yuan·m?3 Water price is about 1.97 yuan·m?3 according to China 's water network | |
| 电力(提取、浓缩、干燥)Electricity ( extraction, concentration, drying ) | 30 kWh | 0.8 650 yuan·(kWh)?1 | 耗电量(每5 kg果渣30 kWh)是基于设备功率和运行时间的工艺估算,根据国家电网,工业用电为0.8 650 yuan·(kWh)?1 This power consumption (30 kWh per 5 kg of pomace ) is based on process estimation of equipment power and running time. The industrial electricity price is 0.865 0 yuan·(kWh)?1 according to the State Grid |
| 人工操作及维护Manual operation and maintenance | 按年产200 t分摊(人工成本为50 yuan·kg?1,维护成本 1.5 yuan·kg?1)Amortized at an annual output of 200 tons ( labor costs 50 yuan·kg?1, maintenance costs 1.5 yuan·kg?1 ) | 51.5 yuan·kg?1 | 固定成本的分摊Allocation of fixed costs 人工成本(50 yuan·kg?1):基于生产线所需的操作和管理的工资、福利等,按年总人工费用分摊到200 t年产量上得出,具体见 维护成本(1.5 yuan·kg?1):指日常的设备保养、巡检、小零件更换等常规维护费用,同样按年产量分摊 Labor cost (50 yuan·kg?1): based on the operation and management of the production line required wages, benefits, etc., according to the total annual labor costs allocated to 200 tons of annual output. The specific calculation is shown in supplemental table 1. Maintenance cost (1.5 yuan·kg?1): refers to the daily equipment maintenance, inspection, small parts replacement and other conventional maintenance costs, also allocated according to annual output |
| 设备维护、耗材、管理等Equipment maintenance, consumables, management, etc. | 按CAPEX的2%年费率估算并分摊Estimated and apportioned at CAPEX 's 2% annual rate | 1.67 yuan·kg?1 | 固定资产和综合管理费的分摊Allocation of fixed assets and comprehensive management fees 将项目总投资(CAPEX,即设备、厂房等固定资产)按2%的年费率(涵盖设备折旧、大修基金、保险、财务成本等)估算出年度总费用,再分摊到200 t的年产量上,得到每千克的成本The total investment of the project (CAPEX, equipment, plant and other fixed assets) is estimated at an annual rate of 2% (covering equipment depreciation, overhaul fund, insurance, financial cost, etc.) to estimate the total annual cost, and then apportioned to the annual output of 200 tons to obtain the cost per kilogram |
| 总成本Total cost | 565.66 yuan·kg?1 | (5 kg果渣成本+87.5 L乙醇成本+30 kWh电力成本)/1.167 kg产品+人工及维护成本+设备管理等成本=(15+385+26)/1.167+51.5+1.67≈418.21 yuan·kg?1 (5 kg pomace cost+87.5 L ethanol cost+30 kWh power cost)/1.167 kg product + labor and maintenance cost+equipment management cost=(15+385+26)/ 1.167+51.5+1.67≈418.21 yuan·kg?1 |
Table 8
SPF value and tyrosinase inhibition rate of the combination of two polyphenols in olive pomace extract"
| 二元光保护剂组合 Binary Photoprotective agent combination | 摩尔比 Molar ratio | SPF值 SPF value | 协同效应值 Synergistic effect value | 相互作用 Interaction | 酪氨酸酶抑制率 Tyrosinase inhibition rate (%) | 协同效应值 Synergistic effect value | 相互作用 Interaction | |
| 橄榄苦苷 Oleuropein | 羟基酪醇Hydroxytyrosol | 10∶1 | 1.35±0.02 | 1.70 | 协同效应 Synergistic effect | 77.46±2.12 | 1.58 | 协同效应 Synergistic effect |
| 酪醇Tyrosol | 2∶1 | 0.73±0.03 | 0.57 | 拮抗效应 Antagonistic effect | 64.19±0.35 | 1.20 | 协同效应 Synergistic effect | |
| 阿魏酸Ferulic acid | 8∶1 | 1.17±0.11 | 0.27 | 拮抗效应 Antagonistic effect | 68.70±0.35 | 1.41 | 协同效应 Synergistic effect | |
| 丁香酸Syringic acid | 10∶1 | 1.06±0.03 | 0.95 | 相加效应 Additive effect | 64.23±1.27 | 1.28 | 协同效应 Synergistic effect | |
| 槲皮素Quercetin | 5∶1 | 5.05±0.26 | 3.56 | 协同效应 Synergistic effect | 68.45±2.12 | 1.36 | 协同效应 Synergistic effect | |
| 阿魏酸 Ferulic acid | 木犀草素Luteolin | 5∶1 | 11.95±0.45 | 10.39 | 协同效应 Synergistic effect | 66.44±0.15 | 1.35 | 协同效应 Synergistic effect |
| 酪醇Tyrosol | 1∶4 | 5.77±0.36 | 1.10 | 相加效应 Additive effect | 66.44±1.42 | 1.27 | 协同效应 Synergistic effect | |
| 木犀草素Luteolin | 2∶3 | 9.64±0.33 | 1.81 | 协同效应 Synergistic effect | 54.17±1.77 | 1.24 | 协同效应 Synergistic effect | |
| 羟基酪醇Hydroxytyrosol | 4∶3 | 7.57±0.47 | 1.44 | 协同效应 Synergistic effect | 72.95±1.04 | 1.79 | 协同效应 Synergistic effect | |
| 槲皮素 Quercetin | 木犀草素Luteolin | 1∶1 | 10.70±0.62 | 5.22 | 协同效应 Synergistic effect | 61.19±3.19 | 1.20 | 协同效应 Synergistic effect |
| 羟基酪醇Hydroxytyrosol | 2∶1 | 3.21±0.15 | 2.33 | 协同效应 Synergistic effect | 58.70±2.20 | 1.18 | 协同效应 Synergistic effect | |
Table S1
Calculation instructions for labor cost"
| 项目Item | 直接工人成本(81人) Direct worker cost (81 people)/yuan | 间接人员成本(9人) Indirect personnel costs (9 people)/yuan | 计算说明Calculation description |
| 月基本工资Monthly basic salary | 486 000 | 72 000 | 直接工人:6 000元/人 Direct worker: 6 000 yuan/per 间接人员:8 000元/人 Indirect personnel: 8 000 yuan per person |
| 加班费Overtime pay | 50 000 | 0 | 按法定标准计算 Calculated according to statutory standards |
| 绩效奖金Performance bonus | 25 000 | 5 000 | 与产量/质量挂钩 Linked to output/quality |
| 小计(薪酬)Subtotal (salary ) | 561 000 | 77 000 | |
| 社保公积金(公司部分) Social security provident fund (company part ) | 56 100 | 7 700 | 按薪酬的10%估算(比例因地区而异) Estimated at 10% of salary (the proportion varies by region) |
| 餐费交通补贴Meal traffic subsidy | 40 500 | 4 500 | 直接工人:500元/人 Direct worker: 500 yuan per person 间接人员:500元/人 Indirect personnel: 500 yuan per person |
| 招聘培训分摊 Recruitment and training allocation | 10 000 | 2 000 | 按年度总费用按月分摊 Amortize the total annual cost on a monthly basis |
| 小计(间接成本)Subtotal (indirect costs) | 106 600 | 14 200 | |
| 该班组月总人工成本 Total monthly labor cost of the team | 667 600 | 91 200 |
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