一种利用改进的TODIM方法整合金矿远景图空间数据的新方法,以伊朗东部Basiran-Mokhtaran地区为例

IF 2.2 4区 地球科学 Q2 GEOSCIENCES, MULTIDISCIPLINARY Journal of African Earth Sciences Pub Date : 2024-11-16 DOI:10.1016/j.jafrearsci.2024.105482
Hosein Ferdowsi, Abbas Bahroudi, Ali Moradzadeh, Maysam Abedi
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引用次数: 0

摘要

为了应对不同环境下不同方法所带来的重大挑战,必须加强矿产勘探测绘(MPM)的创新方法。在绿地地区出现了一个重大问题,在这些地区,确定MPM中各种地理空间层的适当权重会导致相当大的困难。考虑到这些地区已知的类似类型矿床的稀缺性,依靠经验丰富的地质学家进行层加权往往会导致反映专家主观观点的有偏见的结果。本研究利用现有的地质、航空地球物理、地球化学和遥感数据集,为金矿勘探开发可靠的证据层,尽管研究区域大部分被冲积矿床覆盖,只有少数已知的金和铜矿床。预测面积(P-A)法用于评估每个地理空间层的权重,独立于地质学家的主观评价。这种数据驱动的方法通过分析已知矿床与各自区域的比例来量化每一层的重要性。最后,利用这些计算出的权重,通过改进的TODIM和多指数叠加(MIO)方法创建该地区的金矿远景图。TODIM方法是一种复杂的两两比较技术,可以适应对盈利或亏损的偏好,通过对其计算算法的细微调整而得到改进,从而提高了管理众多备选方案的效率。在我们的方法中,我们使用分类过程而不是排序系统来确定TODIM的最终输出。为了评估改进后的TODIM的有效性,我们使用指数叠加法作为性能评估的基准。
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A novel approach for integrating spatial data in gold prospectivity mapping using a modified TODIM method, a case study: Basiran-Mokhtaran - Eastern Iran
To address the significant challenges posed by varying methodologies across diverse environments, it is imperative to enhance innovative approaches for Mineral Prospectivity Mapping (MPM). A significant issue arises in greenfield regions, where determining the appropriate weights for various geospatial layers in MPM leads to a considerable difficulty. Given the scarcity of known deposits of similar types in these areas, relying on experienced geologists for layer weighting often results in biased outcomes that reflect the subjective views of the experts. This study utilized available geological, airborne geophysical, geochemical, and remote sensing datasets to develop reliable evidence layers for gold exploration, despite the fact that much of the study area is covered by alluvial deposits and has only a few known occurrences of gold and copper. The prediction-area (P-A) method was used to assess the weight of each geospatial layer, independent of the geologist's subjective evaluations. This data-driven approach quantifies the significance of each layer by analyzing the ratio of known deposits to their respective areas. Ultimately, these calculated weights were utilized to create a gold prospectivity map for the region through a modified TODIM and multi-index overlay (MIO) method. The TODIM method, a sophisticated pairwise comparison technique that accommodates preferences for either profit or loss, was refined through subtle adjustments to its calculation algorithm, enhancing its efficiency in managing a multitude of alternatives. In our approach, we employ a classification procedure rather than a ranking system to determine the final outputs of TODIM. To assess the efficacy of the modified TODIM, we utilized the index overlay method as a benchmark for performance evaluation.
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来源期刊
Journal of African Earth Sciences
Journal of African Earth Sciences 地学-地球科学综合
CiteScore
4.70
自引率
4.30%
发文量
240
审稿时长
12 months
期刊介绍: The Journal of African Earth Sciences sees itself as the prime geological journal for all aspects of the Earth Sciences about the African plate. Papers dealing with peripheral areas are welcome if they demonstrate a tight link with Africa. The Journal publishes high quality, peer-reviewed scientific papers. It is devoted primarily to research papers but short communications relating to new developments of broad interest, reviews and book reviews will also be considered. Papers must have international appeal and should present work of more regional than local significance and dealing with well identified and justified scientific questions. Specialised technical papers, analytical or exploration reports must be avoided. Papers on applied geology should preferably be linked to such core disciplines and must be addressed to a more general geoscientific audience.
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