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针对传统GM(1,1)模型在处理振荡序列时预测模拟精度不高,部分改进模型计算复杂度高、数据需求大、泛化能力弱等问题,从数据序列特征的角度提出一种振荡序列灰色预测方法。观察分析振荡序列呈现的序列特征和发展趋势,利用序列变动趋势将数据分组截取部分近期数据序列、利用季节特性将序列分组3类规则对数据进行预处理,再根据分组数据序列特征利用缓冲算子和GM(1,1)模型对振荡序列进行预测。通过多案例实证分析,验证该方法在预测模拟性能方面明显优于传统GM(1,1)模型及部分改进模型,并且提高了GM(1,1)模型的泛化能力,且该方法简单易于操作。将该方法应用于河南省太阳能发电量的预测中,验证了方法的有效性。

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基于数据序列特征的振荡序列GM(1,1)预测及其应用
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王霞 1 , 叶秋彤 1
科技和产业 | 2026,26(9): 44-50
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科技和产业 2026 , 26 (9) : 44 -50
基于数据序列特征的振荡序列GM(1,1)预测及其应用
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王霞1 , 叶秋彤1
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  • 1. 河南财经政法大学工商管理学院,郑州450046
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出版时间: 2026-05-10
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针对传统GM(1,1)模型在处理振荡序列时预测模拟精度不高,部分改进模型计算复杂度高、数据需求大、泛化能力弱等问题,从数据序列特征的角度提出一种振荡序列灰色预测方法。观察分析振荡序列呈现的序列特征和发展趋势,利用序列变动趋势将数据分组截取部分近期数据序列、利用季节特性将序列分组3类规则对数据进行预处理,再根据分组数据序列特征利用缓冲算子和GM(1,1)模型对振荡序列进行预测。通过多案例实证分析,验证该方法在预测模拟性能方面明显优于传统GM(1,1)模型及部分改进模型,并且提高了GM(1,1)模型的泛化能力,且该方法简单易于操作。将该方法应用于河南省太阳能发电量的预测中,验证了方法的有效性。

振荡序列  /  数据序列特征  /  GM(1,1)模型  /  缓冲算子
王霞, 叶秋彤. 基于数据序列特征的振荡序列GM(1,1)预测及其应用. 科技和产业, 2026 , 26 (9) : 44 -50 .
  • 教育部人文社科项目
  • 河南省科技攻关项目
  • 河南省高校人文社会科学研究一般项目
  • 河南省哲学社会科学规划项目
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2026年第26卷第9期
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  • 接收时间:2026-01-11
  • 首发时间:2026-10-27
  • 出版时间:2026-05-10
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  • 收稿日期:2026-01-11
基金
教育部人文社科项目
河南省科技攻关项目
河南省高校人文社会科学研究一般项目
河南省哲学社会科学规划项目
作者信息
    1. 河南财经政法大学工商管理学院,郑州450046
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2种不同金属材料的力学参数
科
Family
属数
Number of
genus
种数
Number of
species
占总种数比例
Percentage of
total species (%)
属
Genus
种数
Number of
species
占总种数比例
Percentage of total
species (%)
鹅膏菌科Amanitaceae 2 11 5.26 鹅膏菌属 Amanita 10 4.78
小菇科 Mycenaceae 2 12 5.74 丝盖伞属 Inocybe 5 2.39
多孔菌科 Polyporaceae 8 14 6.70 蜡蘑属 Laccaria 5 2.39
红菇科 Russulaceae 3 23 11.00 小皮伞属 Marasmius 6 2.87
小菇属 Mycena 11 5.26
光柄菇属 Pluteus 5 2.39
红菇属 Russula 17 8.13
栓菌属 Trametes 5 2.39
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