داده‌کاوی نقش آلاینده‌های هوا (نیترات و نیتریت اکسید) در تغییرات دما و بارش ایستگاه سینوپتیک تبریز با استفاده از یادگیری ماشین شبکۀ عصبی پرسپترون چندلایه و رگرسیون لجستیک

[1] Jia Q, Wang YP. Relationships between Leaf Area Index and Evapotranspiration and Crop Coefficient of

Hilly Apple Orchard in the Loess Plateau. Water. 2021; 13: 1957.

[2] Huete A, Didan K, Shimabukuro Y, Ratana P, Saleska S, Hutyra L, Yang W, Nemani R, Myneni R. Amazon

rainforests green-up with sunlight in the dry season. Geophysical Research Letters. 2006; 33 (6): 4.

[3] Wright I, Nobre CA, Tomasella J, Da Rocha HR, Roberts J, Vertamatti E, Culf A, Alvala R., Hodnett M,

Ubarana V. Towards a GCM surface parameterization for Amazonia, In: Gash, J., Nobre, C., Roberts, J.,

Victoria, R. (Eds.), Amazon Deforestation and Climate. J. Wiley & Sons, Chichester, UK. 1996; 473–504.

[4] Costa MH, Foley J. Combined effects of deforestation and doubled atmospheric CO 2 on the climate of

Amazonia. Journal of Climate. 2000; 13: 18–34.

[5] Nobre CA, Silva Dias MAF, Culf A, Polcher J, Gash JH, Marengo J, Avissar R. The Amazonian climate. In:

Kabat, P., et al. (Eds.), Vegetation, Water, Humans and the Climate. Springer Verlag, New York. 2004; 79–

92.

[6] Li Y, Li Z, Wu H, Zhou C, Liu X, Leng P, Yang P, Wu W, Tang R, Shang G. Ma L. Biophysical impacts of

earth greening can substantially mitigate regional land surface temperature warming. Nature Communications.

2023; 14: 121.

[7] Shahmordadi S, Ghafarian Malmiri H. Amini M. Extraction of soil moisture index (TVDI) using a scatter

diagram temperature / vegetation and MODIS images. RS & GIS for Natural Resources. 2021; 12 (1): 38-62.

[In Persian]

[8] Chen B, Wu Z, Wang J, Dong J, Guan L, Chen J, Yang K, Xie G. Spatio- temporal prediction of leaf area

index of rubber plantation using HJ-1A/1B CCD images and recurrent neural network. ISPRS Journal of

Photogrammetry and Remote Sensing. 2015; 102: 148– 160.

[9] Naithani KJ, Baldwin DC, Gaines K P, Lin H, Eissenstat DM. Spatial distribution of tree species governs the

spatio- temporal interaction of leaf area index and soil moisture across a forested landscape. Vegetative

Controls on Hydrology. 2013; 8 (3): 12.

[10] Gigante V, Iacobellis V, Manfreda S, Milella P, Portoghese I. Influences of leaf area index estimations on

water balance modeling in a mediterranean semi-arid basin. Natural Hazards and Earth System Science. 2009;

9 (3): 979-991.

[11] Nearing GS, Crow WT, Thorp KR, Moran MS, Reichle R.H, Gupta HV. Assimilating remote sensing

observations of leaf area index and soil moisture for wheat yield estimates: An observing system simulation

Experiment. Water Resources Research. 2012; 48: 13 pp.

[12] Yan H, Wang SQ, Billesbach D, Oechel W, Zhang J H, Meyers T, Martin TA, Matamala R, Baldocchi D,

Bohrer G, Dragoni D, Scott R. Global estimation of evapotranspiration using a leaf area index-based surface

energy and water balance model. Remote Sensing of Environment. 2012; 124: 581–595.

[13] Arx G v, Pannatier E G, Thimonier A, Rebetez M. Microclimate in forests with varying leaf area index and

soil moisture: Potential Implications for Seedling Establishment in a Changing Climate. Journal of Ecology.

2013: 1201–1213.

[14] Chen M, Willgoose G R, Saco P M. Investigating the impact of leaf area index temporal variability on soil

moisture predictions using remote sensing vegetation data. Journal of Hydrology. 2015; 522: 274–284.

[15] Li S, Sawada Y. Soil moisture-vegetation interaction from near-global in-situ soil moisture measurements.

Environmental Research Letters. 2022; 17: 114028

[16] MODIS Web.https://modis.gsfc.nasa.gov/data/dataprod/mod15.php (accessed on 21 November 2017).

[17] Davoodi E, Ghasemieh H, Abdollahi Kh, Batelaan O. Evaluation of temporal-spatial variations of soil

moisture balance by Thorenthwaite Matter method (Case study: Behesht Abad basin). RS & GIS for Natural

Resources. 2018; 9 (1): 74-92. [In Persian]

[18] Liu L, Zhang R, Zuo Z. The Relationship between Soil Moisture and LAI in Different Types of Soil in

Central Eastern China. Journal of Hydrometeorology. 2016; 17 (11): 2733–2742

[19] Wang J, Bao Z, Wang G, Liu C, Xie M, Wang B, Zhang J. The Time Lag Effects and Interaction among

Climate, Soil Moisture, and Vegetation from In Situ Monitoring Measurements across China. Remote Sensing.

2024; 16: 2063.

[20] Li W, Wang Y, Yang J, Deng Y. Time-Lag Effect of Vegetation Response to Volumetric Soil Water

Content: A Case Study of Guangdong Province, Southern China. Remote Sensing. 2022; 14: 1301.

[21] Na L, Na R, Bao Y, Zhang J. Time-Lagged Correlation between Soil Moisture and Intra-Annual Dynamics

of Vegetation on the Mongolian Plateau. Remote Sensing. 2021; 13(8):1527.

[22] Mohammadi Motlagh R. GIS applied training. Barg sabz Publications. Third edition. 2016. 464 pages. [In

Persian]