Beyond fixed thresholds: trend surface modeling of geochemical anomalies in the Shadan porphyry gold–copper deposit, eastern Iran

IF 3.6 2区 地球科学 Q1 GEOLOGY
Ore Geology Reviews Pub Date : 2026-03-01 Epub Date: 2026-02-06 DOI:10.1016/j.oregeorev.2026.107160
Hamid Geranian , Davood Raeisi , Saeid Hajsadeghi
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引用次数: 0

Abstract

The Shadan porphyry Au–Cu deposit in eastern Iran has undergone significant erosion, yielding mostly low-grade surface geochemical signatures and a mixture of porphyry- and epithermal-style mineralization. Under such conditions, conventional contouring with a single threshold fails to resolve geochemical anomalies reliably. To overcome this limitation, we applied six trend surface functions-linear, quadratic, cubic polynomials, spline, logistic, and Fourier—to lithogeochemical data (480 rock samples) and generated corresponding trend and residual maps for Au and Cu. Model performance was evaluated against the mineralization production index (derived from 20,111 drill-core assays from 93 boreholes) and the mapped geology. Results show that spline, Fourier, and logistic functions most effectively capture the mineralization trend, while their residual maps amplify anomaly intensity and areal extent by roughly two- to three-fold, improving delineation of mineralized zones. Simpler first- and second-order polynomials are adequate for straightforward mineralization patterns, whereas cubic polynomials and logistic functions provide greater accuracy in moderately complex settings. For multi-stage and telescope mineralization systems such as Shadan, spline and Fourier models are the most suitable. These findings demonstrate that trend–residual decomposition provides a more robust alternative to fixed-threshold mapping for anomaly-background separation in porphyry exploration.

Abstract Image

超越固定阈值:伊朗东部沙丹斑岩金铜矿地球化学异常趋势面模拟
伊朗东部沙丹斑岩型金铜矿床经历了明显的侵蚀作用,地表地球化学特征主要为低品位,成矿类型为斑岩型和浅热液型混合成矿。在这种情况下,常规的单阈值等值线无法可靠地解决地球化学异常。为了克服这一限制,我们将线性、二次、三次多项式、样条、logistic和傅立叶六种趋势面函数应用于岩石地球化学数据(480个岩石样本),并生成了相应的Au和Cu的趋势图和残差图。模型的性能根据矿化生产指数(来自93个钻孔的20111个岩心分析)和绘制的地质情况进行了评估。结果表明,样条函数、傅立叶函数和logistic函数最有效地捕捉了矿化趋势,而它们的残差图将异常强度和面积范围放大了大约2至3倍,从而改善了矿化带的圈定。简单的一阶和二阶多项式足以满足直接的矿化模式,而三次多项式和逻辑函数在中等复杂的环境中提供更高的准确性。对于沙旦等多阶段和望远镜型成矿系统,样条和傅立叶模型是最合适的。这些发现表明,在斑岩勘探中,趋势残差分解为异常背景分离提供了比固定阈值映射更稳健的选择。
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来源期刊
Ore Geology Reviews
Ore Geology Reviews 地学-地质学
CiteScore
6.50
自引率
27.30%
发文量
546
审稿时长
22.9 weeks
期刊介绍: Ore Geology Reviews aims to familiarize all earth scientists with recent advances in a number of interconnected disciplines related to the study of, and search for, ore deposits. The reviews range from brief to longer contributions, but the journal preferentially publishes manuscripts that fill the niche between the commonly shorter journal articles and the comprehensive book coverages, and thus has a special appeal to many authors and readers.
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