Comparison of the Interpolation of Lead and Zinc Accumulation in the Soils around Zanjan Lead and Zinc Corporation Using laboratory and Landsat Data
سال انتشار: 1399
نوع سند: مقاله ژورنالی
زبان: انگلیسی
مشاهده: 138
فایل این مقاله در 6 صفحه با فرمت PDF قابل دریافت می باشد
- صدور گواهی نمایه سازی
- من نویسنده این مقاله هستم
استخراج به نرم افزارهای پژوهشی:
شناسه ملی سند علمی:
JR_JHEHP-6-4_001
تاریخ نمایه سازی: 21 بهمن 1401
چکیده مقاله:
Background: This aimed to compare the interpolation of lead and zinc concentration at the National Lead and Zinc Corporation using Landsat satellite and laboratory data to introduce an optimal interpolation method.
Methods: After collecting the laboratory data, geostatistical approaches were applied to model the spatial distribution of lead and zinc, including radial basis functions, inverse distance weighting, and ordinary kriging (Gaussian, spherical, exponential, and circular). Estimation accuracy was evaluated by cross-validation and MAE, MBE, and RMSE diagnostic statistics.
Results: The Gaussian model had the lowest error and was the optimal method for modeling lead and zinc. After investigating the correlations between the Landsat ۵ satellite bands and soil element concentrations, the spatial distribution of lead and zinc was re-zoned in the ArcGIS software. In both methods, estimation accuracy was evaluated by cross-validation and MAE, MBE, and RMSE diagnostic statistics.
Conclusion: The MAE and RMSE of the satellite data of lead were ۳۸.۳۶ and ۹۱.۷۳, while they were ۵۲.۹۳ and ۷۴.۵۷ for zinc, respectively. The experimental data of lead were ۵۳.۰۴ and ۱۲۵.۱۸while they were ۱۰۸.۱۵ and ۲۳۹.۲۵ for zinc, respectively. The accuracy of the satellite data in the interpolation of the investigated elements had lower error and higher accuracy.
کلیدواژه ها:
نویسندگان
Zahra Miryousefiaval
Department of Environmental Science, Faculty of Science, University of Zanjan, Iran.
Abbasali Zamani
Department of Environmental Science, Faculty of Science, University of Zanjan, Iran.
Younes Khosravi
Department of Environmental Science, Faculty of Science, University of Zanjan, Iran.
مراجع و منابع این مقاله:
لیست زیر مراجع و منابع استفاده شده در این مقاله را نمایش می دهد. این مراجع به صورت کاملا ماشینی و بر اساس هوش مصنوعی استخراج شده اند و لذا ممکن است دارای اشکالاتی باشند که به مرور زمان دقت استخراج این محتوا افزایش می یابد. مراجعی که مقالات مربوط به آنها در سیویلیکا نمایه شده و پیدا شده اند، به خود مقاله لینک شده اند :