Unverified paper record
Soil-Temperature-Compensated Growing Degree Days Improve Unified Simulation of Maize LAI Dynamics Across Film Mulching Treatments.
Plants (Basel, Switzerland) · 14 Jul 2026 · 10.3390/plants15142163
Abstract
Film mulching can promote maize canopy development by altering soil thermal conditions. However, commonly used air-temperature-based growing degree days (GDDs air ) may not adequately reflect mulch-induced soil warming or the effects of biodegradable film degradation on leaf area index (LAI) dynamics. To improve unified simulation of maize LAI under different film mulching conditions, field experiments were conducted in 2023 and 2024. Five treatments were established: 0.006, 0.008 and 0.010 mm biodegradable films (DM1, DM2 and DM3, respectively), a 0.010 mm conventional plastic film (PM), and a no-mulching control (CK). The compensation of increased soil temperature for air-temperature-based thermal accumulation during early maize growth was quantified. Modified Logistic LAI models were then developed using days after emergence (DAEs), GDDs air , soil-temperature-compensated growing degree days (GDDs stc ), and normalized GDDs stc (NGDDs stc ) as driving variables. The models were calibrated with observations from 2023 and independently validated with observations from 2024. The compensation effect acted through mulch-induced increases in 0-10 cm soil temperature during early maize growth and was stronger at the seedling stage than at the jointing stage. Compared with DM1 and DM2, daily compensation values were higher by 0.25-0.78 °C under DM3 and by 0.26-0.76 °C under PM. Independent validation showed that the GDDs stc -driven model had lower prediction error than the DAEs- and GDDs air -driven models. The NGDDs stc -driven model performed best; its RMSE values were 17.61%, 15.17% and 10.91% lower than those of the DAEs-, GDDs air - and GDDs stc -driven models, respectively. These results indicate that incorporating mulch-induced soil temperature compensation into the thermal time scale can more accurately represent maize canopy development under film mulching conditions.
Plant phenotyping relevance
マルチ処理下のトウモロコシLAIという植物形質を推定するモデルを開発し、別年データで独立検証しており、形質推定手法が中心である。
abstractModified Logistic LAI models were then developed using days after emergence (DAEs), GDDs air , soil-temperature-compensated growing degree days (GDDs stc ), and normalized GDDs stc (NGDDs stc ) as driving variables.
abstractThe models were calibrated with observations from 2023 and independently validated with observations from 2024.
Code and data availability
植物フェノタイピング解析を再現する公開資産であることを、入力本文と直接リンクから確認できなかったため保留しました。
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