

新疆农业科学 ›› 2023, Vol. 60 ›› Issue (12): 2911-2920.DOI: 10.6048/j.issn.1001-4330.2023.12.007
• 作物遗传育种·种质资源·分子遗传学·土壤肥料 • 上一篇 下一篇
佘玲艺1,2(
), 哈丽哈什·依巴提2,3, 张炎2,3(
), 陈创洲1,2, 樊林鑫1,2, 张优1,2
收稿日期:2023-04-28
出版日期:2023-12-20
发布日期:2024-01-03
作者简介:佘玲艺(1996-),女,湖南长沙人,硕士研究生,研究方向为棉花养分高效管理,(E-mail)527154214@qq.com
基金资助:
SHE Lingyi1,2(
), Halihashi Yibati2,3, ZHANG Yan2,3(
), CHEN Chuangzhou1,2, FAN Linxin1,2, ZHANG You1,2
Received:2023-04-28
Published:2023-12-20
Online:2024-01-03
Supported by:摘要:
【目的】研究棉花养分推荐施肥专家系统在新疆南疆棉花生产中应用的可行性。【方法】2021年在新疆沙雅县的海楼村和库木巴格村进行田间试验。共设8个处理:NE,基于养分专家系统的推荐施肥配比;NE+OM,养分专家系统推荐施肥基础上,施用有机肥代替部分化肥;FP,常规习惯施肥;OPTS,当地农技推广部门推荐施肥;CK,不施肥;NE-N,NE推荐基础上不施氮肥;NE-P,NE推荐基础上不施磷肥;NE-K,NE推荐基础上不施钾肥。【结果】棉花养分专家系统推荐施肥能显著提高籽棉产量、提升经济效益。海楼村和库木巴格村NE较FP增产10.2%和7.95%,产投比提高10.9和8.7;较OPTS增产11.66%和10.13%;产投比提高17.6和11.9。棉花养分专家系统推荐施肥配比也能显著提高棉花养分吸收和肥料利用率,其中海楼NE的氮、磷、钾养分吸收较FP提高10.33%、3.67%、11.79%,较OPTS提高5.63%、3.62%、17.21%。海楼村和库木巴格村NE的氮、磷、钾肥料利用率较FP提高14.83、18.47、36.83和23.82、18.30、79.91个百分点;较OPTS提高23.99、5.83、33.39和29.35、16.42、64.04个百分点。【结论】棉花养分推荐施肥专家系统平衡了氮、磷、钾肥的施肥配比,在保证产量的同时,有效提高了棉花的养分吸收、肥料利用率和经济效益。棉花养分专家系统推荐施肥在新疆沙雅县的应用是可行的。
中图分类号:
佘玲艺, 哈丽哈什·依巴提, 张炎, 陈创洲, 樊林鑫, 张优. 基于养分专家系统的棉花推荐施肥效应[J]. 新疆农业科学, 2023, 60(12): 2911-2920.
SHE Lingyi, Halihashi Yibati, ZHANG Yan, CHEN Chuangzhou, FAN Linxin, ZHANG You. Effect of recommended fertilization on cotton based on nutrient expert system[J]. Xinjiang Agricultural Sciences, 2023, 60(12): 2911-2920.
| 试验点 Experimental location | 土层 Soil horizon (cm) | 全氮 Total nitrogen (g/kg) | 全磷 Total phos phorus (g/kg) | 全钾 Total potassium (g/kg) | 有机质 Organic matter (g/kg) | 碱解氮 Alkaline hydrolysis nitrogen (mg/kg) | 有效磷 Available phos phorus (mg/kg) | 速效钾 Rapidly available potassium (mg/kg) | pH值 | 电导率 Electric condu ctivity (μS/cm) |
|---|---|---|---|---|---|---|---|---|---|---|
| 海楼村 Hailou village | 0~20 | 0.60 | 0.36 | 7.12 | 12.77 | 26 | 12.2 | 128 | 8.38 | 253 |
| 20~40 | 0.59 | 0.35 | 7.22 | 13.57 | 24 | 10.8 | 111 | 8.44 | 237 | |
| 库木巴格村 Kumubag village | 0~20 | 1.34 | 0.39 | 9.67 | 18.00 | 29 | 12.5 | 190 | 8.26 | 523 |
| 20~40 | 0.96 | 0.34 | 9.69 | 17.30 | 31 | 8.0 | 165 | 8.36 | 421 |
表1 供试土壤基础理化性质
Tab.1 Basic physical and chemical properties of tested soil
| 试验点 Experimental location | 土层 Soil horizon (cm) | 全氮 Total nitrogen (g/kg) | 全磷 Total phos phorus (g/kg) | 全钾 Total potassium (g/kg) | 有机质 Organic matter (g/kg) | 碱解氮 Alkaline hydrolysis nitrogen (mg/kg) | 有效磷 Available phos phorus (mg/kg) | 速效钾 Rapidly available potassium (mg/kg) | pH值 | 电导率 Electric condu ctivity (μS/cm) |
|---|---|---|---|---|---|---|---|---|---|---|
| 海楼村 Hailou village | 0~20 | 0.60 | 0.36 | 7.12 | 12.77 | 26 | 12.2 | 128 | 8.38 | 253 |
| 20~40 | 0.59 | 0.35 | 7.22 | 13.57 | 24 | 10.8 | 111 | 8.44 | 237 | |
| 库木巴格村 Kumubag village | 0~20 | 1.34 | 0.39 | 9.67 | 18.00 | 29 | 12.5 | 190 | 8.26 | 523 |
| 20~40 | 0.96 | 0.34 | 9.69 | 17.30 | 31 | 8.0 | 165 | 8.36 | 421 |
| 试验点 Experi mental location | 处理 Treat- ment | N (kg/hm2) | P2O5 (kg/hm2) | K2O (kg/hm2) | 有机肥 Organic fertilizer (kg/hm2) |
|---|---|---|---|---|---|
| 海楼村 Hailou village | CK | 0 | 0 | 0 | 0 |
| NE | 253 | 95 | 60 | 0 | |
| NE-N | 0 | 95 | 60 | 0 | |
| NE-P | 253 | 0 | 60 | 0 | |
| NE-K | 253 | 95 | 0 | 0 | |
| NE+OM | 146.5 | 51.1 | 54.2 | 1 500 | |
| FP | 305 | 335 | 160 | 0 | |
| OPTS | 495 | 100 | 105 | 0 | |
| 库木巴格村 Kumubag village | CK | 0 | 0 | 0 | 0 |
| NE | 247 | 70 | 60 | 0 | |
| NE-N | 0 | 70 | 60 | 0 | |
| NE-P | 247 | 0 | 60 | 0 | |
| NE-K | 247 | 70 | 0 | 0 | |
| NE+OM | 140.5 | 26.1 | 54.2 | 1 500 | |
| FP | 502.5 | 474 | 393 | 0 | |
| OPTS | 495 | 100 | 105 | 0 |
表2 各处理施肥
Tab.2 Fertilization table of each treatment
| 试验点 Experi mental location | 处理 Treat- ment | N (kg/hm2) | P2O5 (kg/hm2) | K2O (kg/hm2) | 有机肥 Organic fertilizer (kg/hm2) |
|---|---|---|---|---|---|
| 海楼村 Hailou village | CK | 0 | 0 | 0 | 0 |
| NE | 253 | 95 | 60 | 0 | |
| NE-N | 0 | 95 | 60 | 0 | |
| NE-P | 253 | 0 | 60 | 0 | |
| NE-K | 253 | 95 | 0 | 0 | |
| NE+OM | 146.5 | 51.1 | 54.2 | 1 500 | |
| FP | 305 | 335 | 160 | 0 | |
| OPTS | 495 | 100 | 105 | 0 | |
| 库木巴格村 Kumubag village | CK | 0 | 0 | 0 | 0 |
| NE | 247 | 70 | 60 | 0 | |
| NE-N | 0 | 70 | 60 | 0 | |
| NE-P | 247 | 0 | 60 | 0 | |
| NE-K | 247 | 70 | 0 | 0 | |
| NE+OM | 140.5 | 26.1 | 54.2 | 1 500 | |
| FP | 502.5 | 474 | 393 | 0 | |
| OPTS | 495 | 100 | 105 | 0 |
| 试验 点 Experi- mental loca- tion | 处理 Treat- ment | 株数 (株/hm2) Number of stems (plant/hm2) | 单株 铃数 Boll number per plant (g) | 单铃重 Boll weight (g) | 产量 Yield (kg/hm2) |
|---|---|---|---|---|---|
| 海楼村 Hailou village | NE | 188 276a | 4.22a | 6.18a | 4 915a |
| NE+OM | 188 348a | 4.35a | 6.06a | 4 960a | |
| FP | 187 921a | 3.98ab | 5.96a | 4 460abc | |
| OPTS | 188 426a | 3.96ab | 6.11a | 4 553ab | |
| CK | 187 694a | 3.66b | 5.19c | 3 561d | |
| NE-N | 187 723a | 3.77b | 5.44b | 3 846cd | |
| NE-P | 188 139a | 3.82b | 5.57b | 4 002cd | |
| NE-K | 188 182a | 4.01ab | 5.56b | 4 196cd | |
| 自由度 | 23 | 23 | 23 | 23 | |
| F值 | 0.333 | 3.544 | 24.413 | 11.757 | |
| F0.05 | 0.927 | 0.017 | <0.001 | <0.001 | |
| 库木 巴格村 Kumu bag village | NE | 148 500a | 6.54a | 5.79a | 5 621a |
| NE+OM | 148 194a | 6.55a | 5.78a | 5 511ab | |
| FP | 148 806a | 5.83b | 5.79a | 5 034c | |
| OPTS | 148 806a | 5.25c | 5.88a | 5 104bc | |
| CK | 147 660a | 4.63d | 5.58b | 3 818d | |
| NE-N | 148 500a | 4.83cd | 5.75a | 4 132d | |
| NE-P | 147 736a | 4.87cd | 5.85a | 4 206d | |
| NE-K | 149 417a | 5.71b | 5.79a | 4 934c | |
| 自由度 | 23 | 23 | 23 | 23 | |
| F值 | 0.106 | 31.832 | 2.555 | 20.800 | |
| F0.05 | 0.977 | <0.001 | 0.570 | <0.001 | |
| 试验点 Experimental location | *** | *** | NS | *** | |
| 处理 Treatment | NS | *** | *** | *** | |
| 试验点×处理 Experimental location ×treatment | NS | *** | *** | NS | |
表3 不同施肥处理下棉花产量及产量构成变化
Tab.3 Effects of fertilization on cotton yield and yield components
| 试验 点 Experi- mental loca- tion | 处理 Treat- ment | 株数 (株/hm2) Number of stems (plant/hm2) | 单株 铃数 Boll number per plant (g) | 单铃重 Boll weight (g) | 产量 Yield (kg/hm2) |
|---|---|---|---|---|---|
| 海楼村 Hailou village | NE | 188 276a | 4.22a | 6.18a | 4 915a |
| NE+OM | 188 348a | 4.35a | 6.06a | 4 960a | |
| FP | 187 921a | 3.98ab | 5.96a | 4 460abc | |
| OPTS | 188 426a | 3.96ab | 6.11a | 4 553ab | |
| CK | 187 694a | 3.66b | 5.19c | 3 561d | |
| NE-N | 187 723a | 3.77b | 5.44b | 3 846cd | |
| NE-P | 188 139a | 3.82b | 5.57b | 4 002cd | |
| NE-K | 188 182a | 4.01ab | 5.56b | 4 196cd | |
| 自由度 | 23 | 23 | 23 | 23 | |
| F值 | 0.333 | 3.544 | 24.413 | 11.757 | |
| F0.05 | 0.927 | 0.017 | <0.001 | <0.001 | |
| 库木 巴格村 Kumu bag village | NE | 148 500a | 6.54a | 5.79a | 5 621a |
| NE+OM | 148 194a | 6.55a | 5.78a | 5 511ab | |
| FP | 148 806a | 5.83b | 5.79a | 5 034c | |
| OPTS | 148 806a | 5.25c | 5.88a | 5 104bc | |
| CK | 147 660a | 4.63d | 5.58b | 3 818d | |
| NE-N | 148 500a | 4.83cd | 5.75a | 4 132d | |
| NE-P | 147 736a | 4.87cd | 5.85a | 4 206d | |
| NE-K | 149 417a | 5.71b | 5.79a | 4 934c | |
| 自由度 | 23 | 23 | 23 | 23 | |
| F值 | 0.106 | 31.832 | 2.555 | 20.800 | |
| F0.05 | 0.977 | <0.001 | 0.570 | <0.001 | |
| 试验点 Experimental location | *** | *** | NS | *** | |
| 处理 Treatment | NS | *** | *** | *** | |
| 试验点×处理 Experimental location ×treatment | NS | *** | *** | NS | |
| 试验点 Experimental location | 处理 Treatment | 产值 Yield value (Yuan/hm2) | 肥料投入 Fertilizer input (Yuan/hm2) | 效益 Benefit (Yuan) | 产投比 Ratio of output to Input | 较CK增收 Increased income compared to CK(Yuan) |
|---|---|---|---|---|---|---|
| 海楼村 Hailou village | NE | 51 607.2a | 2 461.1 | 49 146.0a | 20.0a | 11 752.3 |
| NE+OM | 52 078.0a | 6 318.0 | 45 760.0ab | 7.2c | 8 366.4 | |
| FP | 46 829.4a | 5 194.9 | 41 634.5b | 8.0c | 4 240.8 | |
| OPTS | 47 809.0a | 4 084.6 | 43 724.4ab | 10.7b | 6 330.7 | |
| CK | 37 393.7b | — | — | — | — | |
| 库木巴格村 Kumubag village | NE | 59 020.4a | 2 238.9 | 56 781.5a | 25.4a | 16 694.7 |
| NE+OM | 57 867.4ab | 6 095.7 | 51 771.7b | 8.5c | 11 684.8 | |
| FP | 52 860.1c | 8 781.8 | 44 078.4c | 5.0d | 3 991.6 | |
| OPTS | 53 590.9bc | 4 084.6 | 49 506.3b | 12.1b | 9 419.5 | |
| CK | 40 086.8d | — | — | — | — |
表4 不同施肥处理下棉花经济效益变化
Tab.4 Effect of fertilization on economic benefit of cotton
| 试验点 Experimental location | 处理 Treatment | 产值 Yield value (Yuan/hm2) | 肥料投入 Fertilizer input (Yuan/hm2) | 效益 Benefit (Yuan) | 产投比 Ratio of output to Input | 较CK增收 Increased income compared to CK(Yuan) |
|---|---|---|---|---|---|---|
| 海楼村 Hailou village | NE | 51 607.2a | 2 461.1 | 49 146.0a | 20.0a | 11 752.3 |
| NE+OM | 52 078.0a | 6 318.0 | 45 760.0ab | 7.2c | 8 366.4 | |
| FP | 46 829.4a | 5 194.9 | 41 634.5b | 8.0c | 4 240.8 | |
| OPTS | 47 809.0a | 4 084.6 | 43 724.4ab | 10.7b | 6 330.7 | |
| CK | 37 393.7b | — | — | — | — | |
| 库木巴格村 Kumubag village | NE | 59 020.4a | 2 238.9 | 56 781.5a | 25.4a | 16 694.7 |
| NE+OM | 57 867.4ab | 6 095.7 | 51 771.7b | 8.5c | 11 684.8 | |
| FP | 52 860.1c | 8 781.8 | 44 078.4c | 5.0d | 3 991.6 | |
| OPTS | 53 590.9bc | 4 084.6 | 49 506.3b | 12.1b | 9 419.5 | |
| CK | 40 086.8d | — | — | — | — |
| 试验点 Experimental location | 处理 Treatment | 表观利用率 Apparent use efficiency(%) | 农学效率 Agronomic efficiency(kg/kg) | 偏生产力 Partial factor productivity(kg/kg) | ||||||
|---|---|---|---|---|---|---|---|---|---|---|
| N | P2O5 | K2O | N | P2O5 | K2O | N | P2O5 | K2O | ||
| 海楼村 Hailou village | NE | 43.72a | 24.03a | 65.57a | 4.23a | 9.61a | 10.47a | 19.43a | 51.74a | 81.92a |
| NE+OM | 41.59b | 18.90b | 60.71b | 4.40a | 10.08a | 11.22a | 19.60a | 52.21a | 82.66a | |
| FP | 28.88c | 5.56c | 28.75d | 2.01b | 1.37b | 1.08c | 14.67b | 13.31c | 27.87c | |
| OPTS | 19.72d | 18.20b | 32.19c | 1.43c | 1.11c | 2.53b | 9.20c | 45.53b | 43.36b | |
| 自由度 | 11 | 11 | 11 | 11 | 11 | 11 | 11 | 11 | 11 | |
| F值 | 113.942 | 76.197 | 163.135 | 16.424 | 13.509 | 20.666 | 99.269 | 175.811 | 226.586 | |
| F0.05 | <0.001 | <0.001 | <0.001 | <0.001 | 0.002 | <0.001 | <0.001 | <0.001 | <0.001 | |
| 库木巴格村 Kumubag village | NE | 44.49a | 27.71a | 95.90a | 6.03a | 20.21a | 11.45a | 24.65a | 80.30a | 93.68a |
| NE+OM | 46.38a | 26.99a | 85.55a | 5.58b | 18.64b | 9.62b | 23.15b | 78.73a | 91.85a | |
| FP | 20.66b | 9.41c | 16.00c | 1.8d | 1.75d | 0.26d | 9.92c | 10.62c | 12.81c | |
| OPTS | 15.14c | 11.28b | 31.86b | 1.96c | 8.98c | 1.62c | 9.10c | 51.04b | 48.61b | |
| 自由度 | 11 | 11 | 11 | 11 | 11 | 11 | 11 | 11 | 11 | |
| F值 | 642.214 | 62.08 | 436.512 | 206.709 | 210.613 | 1 656.628 | 1 039.11 | 1 596.614 | 1 770.152 | |
| F0.05 | <0.001 | <0.001 | <0.001 | <0.001 | <0.001 | <0.001 | <0.001 | <0.001 | <0.001 | |
| 试验点 Experimental location | NS | ** | *** | *** | *** | *** | NS | *** | NS | |
| 处理 Treatment | *** | *** | *** | *** | *** | *** | *** | *** | *** | |
| 试验点×处理 Experimental location×treatment | *** | *** | *** | *** | *** | *** | *** | *** | *** | |
表5 不同施肥处理下棉花偏生产力、农学效率及表观利用率变化
Tab.5 Effects of fertilization on partial productivity, agronomic efficiency and apparent utilization rate of cotton
| 试验点 Experimental location | 处理 Treatment | 表观利用率 Apparent use efficiency(%) | 农学效率 Agronomic efficiency(kg/kg) | 偏生产力 Partial factor productivity(kg/kg) | ||||||
|---|---|---|---|---|---|---|---|---|---|---|
| N | P2O5 | K2O | N | P2O5 | K2O | N | P2O5 | K2O | ||
| 海楼村 Hailou village | NE | 43.72a | 24.03a | 65.57a | 4.23a | 9.61a | 10.47a | 19.43a | 51.74a | 81.92a |
| NE+OM | 41.59b | 18.90b | 60.71b | 4.40a | 10.08a | 11.22a | 19.60a | 52.21a | 82.66a | |
| FP | 28.88c | 5.56c | 28.75d | 2.01b | 1.37b | 1.08c | 14.67b | 13.31c | 27.87c | |
| OPTS | 19.72d | 18.20b | 32.19c | 1.43c | 1.11c | 2.53b | 9.20c | 45.53b | 43.36b | |
| 自由度 | 11 | 11 | 11 | 11 | 11 | 11 | 11 | 11 | 11 | |
| F值 | 113.942 | 76.197 | 163.135 | 16.424 | 13.509 | 20.666 | 99.269 | 175.811 | 226.586 | |
| F0.05 | <0.001 | <0.001 | <0.001 | <0.001 | 0.002 | <0.001 | <0.001 | <0.001 | <0.001 | |
| 库木巴格村 Kumubag village | NE | 44.49a | 27.71a | 95.90a | 6.03a | 20.21a | 11.45a | 24.65a | 80.30a | 93.68a |
| NE+OM | 46.38a | 26.99a | 85.55a | 5.58b | 18.64b | 9.62b | 23.15b | 78.73a | 91.85a | |
| FP | 20.66b | 9.41c | 16.00c | 1.8d | 1.75d | 0.26d | 9.92c | 10.62c | 12.81c | |
| OPTS | 15.14c | 11.28b | 31.86b | 1.96c | 8.98c | 1.62c | 9.10c | 51.04b | 48.61b | |
| 自由度 | 11 | 11 | 11 | 11 | 11 | 11 | 11 | 11 | 11 | |
| F值 | 642.214 | 62.08 | 436.512 | 206.709 | 210.613 | 1 656.628 | 1 039.11 | 1 596.614 | 1 770.152 | |
| F0.05 | <0.001 | <0.001 | <0.001 | <0.001 | <0.001 | <0.001 | <0.001 | <0.001 | <0.001 | |
| 试验点 Experimental location | NS | ** | *** | *** | *** | *** | NS | *** | NS | |
| 处理 Treatment | *** | *** | *** | *** | *** | *** | *** | *** | *** | |
| 试验点×处理 Experimental location×treatment | *** | *** | *** | *** | *** | *** | *** | *** | *** | |
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