ABBAS MAGHSOUDI GHAREHBOLAGH - Amirkabir University of Technology

optimization of geochemical anomaly separation methods and providing predictive integrated models for prospectivity mapping using machine learning algorithms

REZA GHEZELBASH
Other Supervisor: emmanuel john carranza

2021 May

Semi supervised learning and quantification of exploration uncertainty for intelligent mineral prospectivity mapping (IMPM)

MAHSA HAJIHOSSEINLOU

2025 Oct

Applying new intelligent methods to predict areas prone to Lead and Zinc mineralization

SORAN QADERI

2025 Aug

Supervised MSc Theses

Thesis title

Date

Identification of promising areas in Kahriz Now, Khorasan province using modern methods and GIS

MARYAM SHIRJANG

2024 Oct

Identification of Promising Areas related to Porphyry Copper Mineralization Using Artificial Neural Networks (ANNs) in Sarduiyed District, kerman Province

MIRAKBAR SEYEDHAMZEH

2024 Feb

Sensitivity analysis of Datamine Software for grade 3D block modeling and reserve estimation in Zarshouran Gold deposit

ASEF MADANI

2024 Feb

Geochemical anomaly separation using a combination of Fractal and U-statistic methods.

MOHAMMAD MAHDI BABAEI TABRIZI
Other Supervisor: Seyed Saeed Ghannadpour

2024 Feb

Economic geology and geological surveys of HasanAbad deposit, Golpaygan

MOEIN DAROUEYAN

2023 Jun

Economic Geology and Geochemistry studies of pb-zn mineralization in Dehbakri area, Kerman

MOJTABA PAKDEL

2022 Sep

English title: Prediction of promising mineral areas using integration of exploration layers in Kashmar area

MAHLAQA BAHMANI

2022 Mar

prediction of promising mineral areas using integration of exploration layers in sheshtamad area

MICHAEL BAHMANI

2021 Apr

mineral potential mapping using integration of exploration datasets in Abbas abad area

MOHAMMADREZA SAMIEI

2020 Sep

The geochemical and mineralization studies in Kalate -Reshm1:100,000 sheet

MOJTABA ZAMANIAN

2020 Feb

Identification of promising mineral areas using exploration layers in Moalleman area

AMIRREZA BIGDELI

2019 Sep

producing mineral prospectivity maps using GIS techniques in Shamkan area; Sabzevar

AREF HAJI ALI ASGARI

2019 Feb

Identification of promising mineral areas using exploration layers in Ardestan area

MAHNAZ MAHBOOBI

2018 Dec

Mineral potential mapping using RS and GIS techniques in Shahr-e Babak area; Kerman

ELNAZ HEIDARY

2018 Oct

Using exploration data for mineral potential mapping in Salfchegan area

HOSEIN MASERATY

2017 Oct

Geochemical, remote sensing and mineralization studies in Baft area ,kerman

SAEID GHASEMZADEH

2017 Sep

The geochemical and mineralization study in Takht-e-Soleyman 1:100000 sheet

MOSTAFA KAZEMI

2016 Oct

Geochemical and Mineralization studies in Varzeqan 1:100000 sheet

REZA GHEZELBASH

2016 Sep

Economic geology and geochemistry studs of Hasun copper, NE Maku

FARAMARZ SAHRAIE

2015 Oct

Geochemistry and Economic Geologycal study of Rare Earth Elements in iron oxide-apatite deposit of Lakeh Siah, NE Bafq

ELHAM RAHIMI
Other Supervisor: ARDESHIR HEZARKHANI

2015 Oct

Geochemical and geological study of copper mineralization at Darouneh district, Bardeskan

IMAN AHMADABADI

2015 Oct

Copper, Mo, Au Geochemical Background Evaluation in Stream Water Samples for Different Lithological Environments Within the Magmatic Uromieh Dokhtar Areas, Azarbijan

ELHAM ESLAHI & ARDESHIR HEZARKHANI
Other Supervisor:

2015 Sep

Application of Fractal Geometry Methods for Grade Disturbution Modeling in Zarshuran Gold Mine

SHAHROKH PARAVARZAR & PARVIZ MAAREFVAND
Other Supervisor:

2014 Jun

Mitigating uncertainty of mineral potential models using confidence index in Varzagan Area

MOBIN SAREMI

2025 May

Investigations of economic geology and geochemistry of lead and zinc mineralization in Albolagh Esfarayen

SOROUSH JAVAN & ARDESHIR HEZARKHANI
Other Supervisor:

2025 Mar

Mineral potential modeling of Pb and Zn using modern exploration methods in Ardestan sheet , Isfahan province

ZAHRA KHOSRAVANIFARAHANI

2025 Feb

Identification of promising areas using exploration layers in gonabad area

MEHRDAD GHAVAMI

2025 Feb

Journal Papers

Y. Bahrami, H. Hassani, A. Maghsoudi Gharehbolagh, "Precision lithological mapping using HHO-optimized deep ResNet-18 and GoogleNet CNN models", Natural Resources Research, 2025 Jun vol. 1, no. 22, pp.0-41, 2025.

M. Saremi, A. Maghsoudi Gharehbolagh, A. Hezarkhani, Amin Beiranvand Pour, Zohre Hoseinzade, Seyyed Ataollah Agha Seyyed Mirzabozorg, Mahyar Yousefi, "Enhancing porphyry copper prospectivity mapping: A deep autoencoder-based approach to identify non-deposit points in varzaghan region, NW Iran", Ore Geology Reviews, 2025 May vol. , no. , pp.-, 2025.

S. Qaderi, A. Maghsoudi Gharehbolagh, Mahyar Yousefi, Amin Beiranvandpour, "Assimilation of the chronology of mineral system components in prospectivity analysis procedure for mineral exploration targeting: Adaptation of recurrent neural networks", Journal of Geochemical Exploration, 2025 Feb vol. 272, no. 107706, pp.1-16, 2025.

S. Qaderi, A. Maghsoudi Gharehbolagh, Mahyar Yousefi, Amin Beiranvandpour, "Translation of mineral system components into time step-based ore-forming events and evidence maps for mineral exploration: Intelligent mineral prospectivity mapping through adaptation of recurrent neural networks and random forest algorithm", Ore Geology Reviews, 2025 Feb vol. 179, no. 106537, pp.1-16, 2025.

S. Qaderi, A. Maghsoudi Gharehbolagh, Amin Beiranvandpour, Abdorrahman Rajabi, Mahyar Yousefi, "DCGAN-Based Feature Augmentation: A Novel Approach for Efficient Mineralization Prediction Through Data Generation", Minerals, 2025 Jan vol. 15, no. 1, pp.71-71, 2025.

Reza Ghezelbash, M. Daviran, A. Maghsoudi Gharehbolagh, M. Hajihosseinlou, "Density based spatial clustering of applications with noise and fuzzy C?means algorithms or unsupervised mineral prospectivity mapping", Earth Science Informatics, 2025 Jan vol. 18, no. 217, pp.1-23, 2025.

M. Daviran, Reza Ghezelbash, M. Hajihosseinlou, A. Maghsoudi Gharehbolagh, "Uncertainty quantiication in genetic algorithm?optimized artiicial intelligence?based mineral prospectivity models: automated hyperparameter tuning for support vector machines and random forest", Modeling Earth Systems and Environment, 2024 Dec vol. 11, no. 1, pp.1-23, 2024.

M. Saremi, A. Maghsoudi Gharehbolagh, M. Hajihosseinlou, Reza Ghezelbah, "A hybrid framework for Detection of Multivariate porphyry Cu Signatures and Anomaly Enhancement: Incorporation of SFA, GMPI, and Grey Wolf Optimization", Chemie Der Erde-Geochemistry, 2024 Nov vol. 1, no. 2, pp.10-20, 2024.

M. Daviran, A. Maghsoudi Gharehbolagh, Reza Ghezelbah, "Optimized AI-MPM: Application of PSO for tuning the hyperparameters of SVM and RF algorithms", Computers and Geosciences, 2024 Nov vol. 195, no. 105785, pp.1-16, 2024.

M. Hajihosseinlou, A. Maghsoudi Gharehbolagh, Reza Ghezelbash, "Geochemical Anomaly Detection and Pattern Recognition: A Combined Study of the Apriori Algorithm, Principal Component Analysis, and Spectral Clustering", Minerals, 2024 Nov vol. 14, no. 12, pp.1202-1220, 2024.

M. Saremi, Seyyed Ataollah Agha Seyyed Mirzabozorg, A. Maghsoudi Gharehbolagh, Maysam Abedi, Ramin Dehghanniri, "Cu-bearing signatures from multi-element geochemical data, a correct strategy to implement a Convolutional Autoencoder Algorithm", International Journal of Mining and Geo-Engineering, 2024 Oct vol. 1, no. 2, pp.3-20, 2024.

M. Saremi, Milad Bagheri, Seyyed Ataollah Agha Seyyed Mirzabozorg, Najmaldin Ezaldin Hassan, Zohre Hoseinzade, A. Maghsoudi Gharehbolagh, Shahabaldin Rezania, Hojjatollah Ranjbar, Basem Zoheir, Amin Beiranvand Pour, "Evaluation of Deep Isolation Forest (DIF) Algorithm for Mineral Prospectivity Mapping of Polymetallic Deposits", Minerals, 2024 Oct vol. -, no. 0, , 2024.

Esmaeil Allahkarami, Ebrahim Allahkarami, M. Heydari, A.R. Azadmehr, A. Maghsoudi Gharehbolagh, "Cationic dye remediation in water treatment with Lizardite-Rice Husk composite: A statistical physics approach", Journal of Molecular Liquids, 2024 Oct vol. 414, no. 1, pp.1-18, 2024.

M. Saremi, A. Maghsoudi Gharehbolagh, Zohre Hoseinzade, Ahmad Reza Mokhtari, "Data-driven AHP: a novel method for porphyry copper prospectivity mapping in the Varzaghan District, NW Iran", Earth Science Informatics, 2024 Sep vol. 17, no. 1, pp.5063-5078, 2024.

S. Qaderi, A. Maghsoudi Gharehbolagh, Amin Beiranvand Pour, Mahyar Yousefi, "Geological Controlling Factors on Mississippi Valley-Type Pb-Zn Mineralization in Western Semnan, Iran", Minerals, 2024 Sep vol. 14, no. 9, pp.957-957, 2024.

M. Saremi, A. Maghsoudi Gharehbolagh, Reza Ghezelbash, Mahyar Yousefi, A. Hezarkhani, "Targeting of porphyry copper mineralization using a continuous-based logistic function approach in the Varzaghan district, north of Urumieh-Dokhtar magmatic arc", Journal of Mining and Environment, 2024 Aug vol. 1, no. 1, pp.1-1, 2024.

M. Hajihosseinlou, A. Maghsoudi Gharehbolagh, Reza Ghezelbash, "Regularization in machine learning models for MVT Pb-Zn prospectivity mapping: applying lasso and elastic-net algorithms", Earth Science Informatics, 2024 Aug vol. 17, no. 5, pp.4859-4873, 2024.

Ebrahim Allahkarami, Esmaeil Allahkarami, M. Heydari, A.R. Azadmehr, A. Maghsoudi Gharehbolagh, "Assessment of chromite ore wastes for methylene blue adsorption Isotherm, kinetic, thermodynamic studies, ANN, and statistical physics modeling", Chemosphere, 2024 Apr vol. 358, no. 1, pp.1-15, 2024.

M. Hajihosseinlou, A. Maghsoudi Gharehbolagh, Reza Ghezelbash, "A comprehensive evaluation of OPTICS, GMM and K-means clustering methodologies for geochemical anomaly detection connected with sample catchment basins", Chemie Der Erde-Geochemistry, 2024 Feb vol. 258, no. 4, pp.126094-126120, 2024.

M. Hajihosseinlou, A. Maghsoudi Gharehbolagh, Reza Ghezelbash, "Intelligent mapping of geochemical anomalies: Adaptation of DBSCAN and mean-shift clustering approaches", Journal of Geochemical Exploration, 2023 Dec vol. 258, no. 107393, , 2023.

A. Bigdeli, A. Maghsoudi Gharehbolagh, "A comparative study of the XGBoost ensemble learning and multilayer perceptron in mineral prospectivity modeling: a case study of the Torud?Chahshirin belt, NE Iran", Earth Science Informatics, 2023 Dec vol. 1, no. 1, pp.1-17, 2023.

S. Gasemzadeh, A. Maghsoudi Gharehbolagh, Mahyar Yousefi, Oliver P. Kreuzer, "Spatially weighted singularity mapping in conjunction with random forest algorithm for mineral prospectivity modeling", International Journal of Mining and Geo-Engineering, 2023 Nov vol. 4, no. 57, pp.1-23, 2023.

A. Bigdeli, A. Maghsoudi Gharehbolagh, "Recognizing Geochemical Anomalies Associated with Mineral Resources Using Singularity Analysis and Random Forest Models in the Torud-Chahshirin Belt, Northeast Iran", Minerals, 2023 Oct vol. 13, no. 11, pp.1-17, 2023.

M. Daviran, , A. Maghsoudi Gharehbolagh, "GWOKM: A novel hybrid optimization algorithm for geochemical anomaly detection based on Grey wolf optimizer and K-means clustering", Chemie Der Erde-Geochemistry, 2023 Oct vol. 0, no. 0, pp.1-15, 2023.

M. Hajihosseinlou, A. Maghsoudi Gharehbolagh, "Stacking: A novel data-driven ensemble machine learning strategy for prediction and mapping of Pb-Zn prospectivity in Varcheh district, west Iran", Expert Systems With Applications, 2023 Sep vol. 237, no. 0, pp.1-18, 2023.

M. Hajihosseinlou, A. Maghsoudi Gharehbolagh, "A Novel Scheme for Mapping of MVT-Type Pb-Zn Prospectivity: LightGBM, a Highly Efficient Gradient Boosting Decision Tree Machine Learning Algorithm", Natural Resources Research, 2023 Aug vol. 0, no. 0, pp.1-22, 2023.

Mehrdad Daviran, , Mohammad Niknezhad, A. Maghsoudi Gharehbolagh, Hessam Ghaeminejad, "Hybridizing K?means clustering algorithm with harmony search and artificial bee colony optimizers for intelligence mineral prospectivity mapping", Earth Science Informatics, 2023 May vol. 0, no. 0, pp.1-23, 2023.

N. Habibkhah Mashkeleh, H. Hassani, A. Maghsoudi Gharehbolagh, Mehdi Honarmand, "Investigation of the spatial distribution of porphyry copper deposits using fractal and fry analysis methods in Dehaj Area, Kerman: Implications for exploration", Earth Sciences Research Journal, 2023 Jan vol. 26, no. 4, pp.319-331, 2023.

A. Bigdeli, A. Maghsoudi Gharehbolagh, R. Ghezelbash, "Application of self-organizing map (SOM) and K-means clustering algorithms for portraying geochemical anomaly patterns in Moalleman district, NE Iran", Journal of Geochemical Exploration, 2022 Dec vol. 0, no. 0, pp.1-13, 2022.

Mehrdad Daviran, A. Maghsoudi Gharehbolagh, Hessam Ghaeminejad, Mohammad Niknezhad, "Incorporating the genetic and firefly optimization algorithms into K-means clustering method for detection of porphyry and skarn Cu-related geochemical footprints in Baft district, Kerman, Iran", Applied Geochemistry, 2022 Dec vol. 148, no. 2023, pp.1-15, 2022.

A.A. Aali, , A. Shirazi, Amin Beiranvand Pour, A. Hezarkhani, A. Maghsoudi Gharehbolagh, Mazlan Hashim, S. Khakmardan, "Fusion of Remote Sensing, Magnetometric, and Geological Data to Identify Polymetallic Mineral Potential Zones in Chakchak Region, Yazd, Iran", Remote Sensing, 2022 Nov vol. 14, no. 23, pp.1-24, 2022.

Mehrdad Daviran, Mehdi Shamekhi, , A. Maghsoudi Gharehbolagh, "Landslide susceptibility prediction using artificial neural networks, SVMs and random forest: hyperparameters tuning by genetic optimization algorithm", International Journal of Environmental Sciences and Technology, 2022 Sep vol. 0, no. 0, pp.1-18, 2022.

A. Maghsoudi Gharehbolagh, Mehdi Shamekhi, Biswajeet Pradhan, Mehrdad Daviran, "Genetic algorithm to optimize the SVM and K-means algorithms for mapping of mineral prospectivity", Neural Computing and Applications, 2022 Sep vol. 0, no. 0, pp.1-15, 2022.

Mehrdad Daviran, Mohamad Parsa, A. Maghsoudi Gharehbolagh, "Quantifying Uncertainties Linked to the Diversity of Mathematical Frameworks in Knowledge-Driven Mineral Prospectivity Mapping", Natural Resources Research, 2022 Jul vol. 31, no. 5, pp.2271-2287, 2022.

A.A. Aali, A. Shirazi, , Shayan Khakmardan, A. Maghsoudi Gharehbolagh, A. Hezarkhani, "Geophysical Study to Identify Iron Mineralization Anomalies Using Terrestrial Magnetometry in the Chak-Chak Exploration Area, Iran", Turkiye Jeoloji Bulteni-Geological Bulletin of Turkey, 2022 Mar vol. 65, no. 7, pp.159-170, 2022.

Y. Bahrami, H. Hassani, A. Maghsoudi Gharehbolagh, "Spatial modeling for mineral prospectivity using BWM and COPRAS as a new HMCDM method", Arabian Journal of Geosciences, 2022 Feb vol. 0, no. 0, , 2022.

S. Gasemzadeh, A. Maghsoudi Gharehbolagh, Mahyar Yousefi, Mark J. Mihalasky, "Recognition and incorporation of mineralization-efficient fault systems to produce a strengthened anisotropic geochemical singularity", Journal of Geochemical Exploration, 2022 Feb vol. 235, no. 106967, pp.1-14, 2022.

S. Gasemzadeh, A. Maghsoudi Gharehbolagh, Mahyar Yousefi, Mark J. Mihalasky, "Information value-based geochemical anomaly modeling: A statistical index to generate enhanced geochemical signatures for mineral exploration targeting", Applied Geochemistry, 2021 Dec vol. 136, no. 1, pp.105177-105178, 2021.

F. Abdolmaleki, N. Khorshidi, A.R. Azadmehr, A. Maghsoudi Gharehbolagh, "Enhanced adsorptive removal of phosphate from aqueous solution by activated sand/metal layered double hydroxides", International Journal of Environmental Analytical Chemistry, 2021 Sep vol. 2021, no. 1, pp.1-30, 2021.

M. Parsasadr, A. Maghsoudi Gharehbolagh, "Assessing the effects of mineral systems-derived exploration targeting criteria for random Forests-based predictive mapping of mineral prospectivity in Ahar-Arasbaran area, Iran", Ore Geology Reviews, 2021 Aug vol. 138, no. 138, pp.1-11, 2021.

Y. Bahrami, H. Hassani, A. Maghsoudi Gharehbolagh, "Using AHP-TOPSIS hybrid method to model potential Copper mine in 100,000 Abhar sheet, northwest of Iran", Researches In Earth Sciences, 2021 Apr vol. 1, no. 45, pp.41-57, 2021.

S. Gasemzadeh, A. Maghsoudi Gharehbolagh, Mahyar Yousefi, "Identifying porphyry-Cu geochemical footprints using local neighborhood statistics in Baft area, Iran", Frontiers of Earth Science, 2021 Apr vol. 15, no. 1, pp.106-120, 2021.

R. Ghezelbash, A. Maghsoudi Gharehbolagh, A. Bigdeli, Emmanuel John M. Carranza, "Regional-Scale Mineral Prospectivity Mapping: Support Vector Machines and an Improved Data-Driven Multi-criteria Decision-Making Technique", Natural Resources Research, 2021 Mar vol. 0, no. 0, pp.1-29, 2021.

Mehrdad Daviran, A. Maghsoudi Gharehbolagh, R. Ghezelbash, Biswajeet Pradhan, "A new strategy for spatial predictive mapping of mineral prospectivity: Automated hyperparameter tuning of random forest approach", Computers and Geosciences, 2021 Jan vol. 148, no. 148, pp.1-15, 2021.

R. Mohammadishirkolaei, A.R. Azadmehr, A. Maghsoudi Gharehbolagh, "Enhanced competitive adsorption of zinc and manganese by Alginate-Iron oxide-Combusted coal gangue composite: synthesizing, characterization and investigation", Journal of Environmental Chemical Engineering, 2020 Dec vol. 9, no. 1, pp.1-15, 2020.

N. Habibkhah Mashkeleh, H. Hassani, A. Maghsoudi Gharehbolagh, Mehdi Honarmand, "Robust Principal Component Analysis and Fractal Methods to delineate mineralization-related hydrothermally altered zones from ASTER data: A case study of Dehaj terrain, Central Iran", Journal of Mining and Environment, 2020 Nov vol. 11, no. 4, pp.1023-1037, 2020.

Huseyin Yilmaz, R. Ghezelbash, David Cohen, Ramazan Sari, Fatma Nurans?nmez, A. Maghsoudi Gharehbolagh, "Comparison between the geochemical response of BLEG and fine fraction stream sediments to mineralization in the Eastern Black Sea region, Turkey", Journal of Geochemical Exploration, 2020 Jun vol. 217, no. 217, pp.1-30, 2020.

H. Azmi, P. Maarefvand, A. Maghsoudi Gharehbolagh, "Gold anomaly ranking based on stream sediment geochemistry in the Fariman-Kashmar axis, NE Iran", Acta Geochimica, 2020 Jun vol. online, no. 0, , 2020.

R. Ghezelbash, A. Maghsoudi Gharehbolagh, Emmanuel John M. Carranza, "Sensitivity analysis of prospectivity modeling to evidence maps: Enhancing success of targeting for epithermal gold, Takab district, NW Iran", Ore Geology Reviews, 2020 May vol. 120, no. 120, pp.1-57, 2020.

S. Akbari, H.R. Ramazi, R. Ghezelbash, A. Maghsoudi Gharehbolagh, "Geoelectrical integrated models for determining the geometry of karstic cavities in the Zarrinabad area, west of Iran: combination of fuzzy logic, C?A fractal model and hybrid AHP?TOPSIS procedure", Carbonates and Evaporites, 2020 May vol. 0, no. 56, pp.35-56, 2020.

H. Azmi, P. Maarefvand, A. Maghsoudi Gharehbolagh, "Resource estimation of the Damanghor gold deposit (Brdaskan, Northeast Iran) based on geological and grade continuity", Acta Geochimica, 2020 Mar vol. online, no. 0, , 2020.

Y. Bahrami, H. Hassani, A. Maghsoudi Gharehbolagh, "Landslide susceptibility mapping using AHP and fuzzy methods in the Gilan province, Iran", Geojournal, 2020 Feb vol. 0, no. 0, , 2020.

N. Habibkhah Mashkeleh, H. Hassani, A. Maghsoudi Gharehbolagh, Mehdi Honamand, "Application of numerical techniques to the recognition of structural controls on porphyry Cu mineralization: A case study of Dehaj area, Central Iran", Geosystem Engineering, 2019 Dec vol. 0, no. 0, pp.27-41, 2019.

S. Bolouki, H.R. Ramazi, A. Maghsoudi Gharehbolagh, Amin Beiranvand Pour, Ghahraman Sohrabi, "A Remote Sensing-Based Application of Bayesian Networks for Epithermal Gold Potential Mapping in Ahar-Arasbaran Area, NW Iran", Remote Sensing, 2019 Dec vol. 12, no. 0, pp.1-33, 2019.

R. Mohammadishirkolaei, A.R. Azadmehr, A. Maghsoudi Gharehbolagh, "Enhancing of competitive adsorptive removal of zinc and manganese from aqueous solution by iron oxide-combusted coal gangue composite", Separation Science and Technology, 2019 Dec vol. 0, no. 0, , 2019.

S. Gasemzadeh, A. Maghsoudi Gharehbolagh, Mahyar Yousefi, "Application of geometric average approach for Cu-Porphyry prospectivity mapping in the Baft area, Kerman", , 2019 Dec vol. 29, no. 113, pp.123-130, 2019.

R. Mohammadishirkolaei, A.R. Azadmehr, A. Maghsoudi Gharehbolagh, "Fabrication of the alginate-combusted coal gangue composite for simultaneous and effective adsorption of Zn(II) and Mn(II)", Journal of Environmental Chemical Engineering, 2019 Nov vol. 7, no. 6, pp.103494-103506, 2019.

R. Ghezelbash, A. Maghsoudi Gharehbolagh, Emmanuel John M. Carranza, "Optimization of geochemical anomaly detection using a novel genetic K-means clustering (GKMC) algorithm", Computers and Geosciences, 2019 Oct vol. 134, no. 0, , 2019.

Y. Bahrami, H. Hassani, A. Maghsoudi Gharehbolagh, "BWM-ARAS: A new hybrid MCDM method for Cu prospectivity mapping in the Abhar area, NW Iran", Spatial Statistics, 2019 Oct vol. 33, no. 100382, , 2019.

Mehrdad Daviran, A. Maghsoudi Gharehbolagh, David R. Cohen, R. Ghezelbash, Huseyin Yilmaz, "Assessment of Various Fuzzy c-Mean Clustering Validation Indices for Mapping Mineral Prospectivity: Combination of Multifractal Geochemical Model and Mineralization Processes", Natural Resources Research, 2019 Oct vol. 0, no. 0, , 2019.

S. Gasemzadeh, A. Maghsoudi Gharehbolagh, Mahyar Yousefi, Mark J. Mihalasky, "Stream sediment geochemical data analysis for district-scale mineral exploration targeting: Measuring the performance of the spatial U-statistic and C-A fractal modeling", Ore Geology Reviews, 2019 Sep vol. 113, no. 0, pp.1-12, 2019.

Y. Bahrami, H. Hassani, A. Maghsoudi Gharehbolagh, "Application of the SWARA-MOORA method for Cu prospectivity mapping in the Abhar, Northwest Iran", Journal of Mineral Resources Engineering, 2019 Aug vol. 5, no. 2, pp.1-5, 2019.

R. Ghezelbash, A. Maghsoudi Gharehbolagh, Mehrdad Daviran, Huseyin Yilmaz, "Incorporation of principal component analysis, geostatistical interpolation approaches and frequency-space-based models for portraying the Cu-Au geochemical prospects in the Feizabad district, NW Iran", Chemie Der Erde-Geochemistry, 2019 May vol. 79, no. 0, pp.323-336, 2019.

H. Azmi, P. Maarefvand, A. Maghsoudi Gharehbolagh, "Geostatistical estimation to delineate oxide and sulfide zones using geophysical data; a case study of Chahar Bakhshi vein-type gold deposit, NE Iran", Journal of Mining and Environment, 2019 Apr vol. 0, no. 0, , 2019.

R. Ghezelbash, A. Maghsoudi Gharehbolagh, Mehrdad Daviran, "Implementation of Fuzzy-AHP and Fuzzy-GAMMA approaches for discovering the prospectivity areas of Au mineralization: A case study of Takhte-soleyman district", Researches In Earth Sciences, 2019 Mar vol. 8, no. 10, pp.143-162, 2019.

R. Ghezelbash, A. Maghsoudi Gharehbolagh, Mehrdad Daviran, "Combination of multifractal geostatistical interpolation and spectrum-area (S-A) fractal model for Cu-Au geochemical prospects in Feizabad district, NE Iran", Arabian Journal of Geosciences, 2019 Feb vol. 12, no. 0, pp.152-152, 2019.

R. Ghezelbash, A. Maghsoudi Gharehbolagh, Emmanuel John M. Carranza, "Mapping of single- and multi-element geochemical indicators based on catchment basin analysis: Application of fractal method and unsupervised clustering models", Journal of Geochemical Exploration, 2019 Jan vol. 0, no. 199, pp.90-104, 2019.

Huseyin Yilmaz, Mahyar Yousefi, M. Parsasadr, Fatma Nuran Sonmez, A. Maghsoudi Gharehbolagh, "Singularity mapping of bulk leach extractable gold and? 80# stream sediment geochemical data in recognition of gold and base metal mineralization footprints in Biga Peninsula", Journal of African Earth Sciences, 2019 Jan vol. 153, no. 0, pp.156-172, 2019.

R. Ghezelbash, A. Maghsoudi Gharehbolagh, Emmanuel John M. Carranza, "Performance evaluation of RBF- and SVM-based machine learning algorithms for predictive mineral prospectivity modeling: Integration of S-A multifractal model and mineralization controls", Earth Science Informatics, 2019 Jan vol. 0, no. 0, , 2019.

O. Gholampour, A. Hezarkhani, A. Maghsoudi Gharehbolagh, Majid Mousavi, "Application of sequential Gaussian simulation and concentration-volume fractal model to delineate alterations in hypogene zone of Miduk porphyry copper deposit, SE Iran", Journal of African Earth Sciences, 2019 Jan vol. 150, no. 10, pp.389-400, 2019.

R. Ghezelbash, A. Maghsoudi Gharehbolagh, Emmanuel John M. Carranza, "An improved data-driven multiple criteria decision-making procedure for spatial modeling of mineral prospectivity: adaption of prediction-area plot and logistic functions", Natural Resources Research, 2019 Jan vol. 0, no. 0, , 2019.

Y. Bahrami, H. Hassani, A. Maghsoudi Gharehbolagh, "Investigating the capabilities of multispectral remote sensors data to map alteration zones in the Abhar area, NW Iran", Geosystem Engineering, 2018 Dec vol. 0, no. 0, , 2018.

R. Ghezelbash, A. Maghsoudi Gharehbolagh, "Application of hybrid AHP-TOPSIS method for prospectivity modeling of Cu porphyry in Varzaghan district, Iran", Ulum-I Zamin, 2018 Nov vol. 28, no. 109, pp.33-42, 2018.

R. Ghezelbash, A. Maghsoudi Gharehbolagh, "Application of hybrid AHP-TOPSIS method for prospectivity modeling of Cu porphyry in Varzaghan district, NW Iran", , 2018 Nov vol. 28, no. 109, pp.33-42, 2018.

R. Ghezelbash, A. Maghsoudi Gharehbolagh, Mehrdad Daviran, "Prospectivity modeling of porphyry copper deposits: recognition of efficient mono- and multi-element geochemical signatures in the Varzaghan district, NW Iran", Acta Geochimica, 2018 Jul vol. 0, no. 0, pp.1-14, 2018.

O. Gholampour, A. Hezarkhani, A. Maghsoudi Gharehbolagh, Majid Mousavi, "Delineation of alteration zones based on kriging, artificial neural networks, and concentration-volume fractal modelings in hypogene zone of Miduk porphyry copper deposit, SE Iran", Journal of Mining and Environment, 2018 Jul vol. 4, no. 10, pp.1-7, 2018.

R. Ghezelbash, A. Maghsoudi Gharehbolagh, "A hybrid AHP-VIKOR approach for prospectivity modeling of porphyry Cu deposits in the Varzaghan District, NW Iran", Arabian Journal of Geosciences, 2018 Jun vol. 0, no. 0, , 2018.

R. Ghezelbash, A. Maghsoudi Gharehbolagh, "Comparison of U-spatial statistics and C-A fractal models for delineating anomaly patterns of porphyry-type Cu geochemical signatures in the Varzaghan district, NW Iran", Comptes Rendus Geoscience, 2018 Apr vol. 350, no. 0, pp.180-191, 2018.

N. Mahvash Mohammadi, A. Hezarkhani, A. Maghsoudi Gharehbolagh, "Applying different methods of processing satellite images to identify and separate the alteration zones in the Khooni and KalKafi region (Esfahan province)", Researches In Earth Sciences, 2018 Mar vol. نهم, no. 33, pp.1-16, 2018.

M. Parsasadr, A. Maghsoudi Gharehbolagh, "Controls on Mississippi Valley-Type Zn-Pb mineralization in Behabad district, Central Iran: Constraints from spatial and numerical analyses", Journal of African Earth Sciences, 2018 Jan vol. 0, no. 0, pp.1-10, 2018.

M. Parsasadr, A. Maghsoudi Gharehbolagh, Mahyar Yousefi, "A Receiver Operating Characteristics-Based Geochemical Data Fusion Technique for Targeting Undiscovered Mineral Deposits", Natural Resources Research, 2017 Nov vol. 26, no. 5, pp.1-19, 2017.

M. Parsasadr, A. Maghsoudi Gharehbolagh, Mahyar Yousefi, "Spatial analyses of exploration evidence data to model skarn-type copper prospectivity in the Varzaghan district, NW Iran", Ore Geology Reviews, 2017 Nov vol. 92, no. 0, pp.97-112, 2017.

M. Parsasadr, A. Maghsoudi Gharehbolagh, Emanuel John M Carranza, Mahyar Yousefi, "Enhancement and Mapping of Weak Multivariate Stream Sediment Geochemical Anomalies in Ahar Area, NW Iran", Natural Resources Research, 2017 Nov vol. 26, no. 4, pp.1-16, 2017.

S. Sara, A.R. Azadmehr, A. Maghsoudi Gharehbolagh, "Comparative and competitive adsorption of Cu(II) and Cd(II) using scoria: Equilibrium, kinetic and thermodynamic studies", Chemical Research In Chinese Universities, 2017 Jun vol. 33, no. 3, pp.471-478, 2017.

N. Mahvash Mohammadi, A. Hezarkhani, A. Maghsoudi Gharehbolagh, "Application of K-means and PCA approaches to estimation of gold grade in Khooni district (central Iran)", Acta Geochimica, 2017 Apr vol. 2, no. 6, pp.1-12, 2017.

M. Parsasadr, A. Maghsoudi Gharehbolagh, Mahyar Yousefi, "An improved data-driven fuzzy mineral prospectivity mapping procedure; cosine amplitude-based similarity approach to delineate exploration targets", International Journal of Applied Earth Observation and Geoinformation, 2017 Feb vol. 58, no. 0, pp.157-167, 2017.

S. Gharin, A.R. Azadmehr, A. Maghsoudi Gharehbolagh, "Comparative and competitive adsorptive removal of Ni2+ and Cu2+ from aqueous solution using iron oxide-vermiculite composite", Applied Clay Science, 2016 Dec vol. 2017, no. 140, pp.38-49, 2016.

M. Parsasadr, A. Maghsoudi Gharehbolagh, Mahyar Yousefi, Emmanuel John M. Carranza, "Multifractal interpolation and spectrum-area fractal modeling of stream sediment geochemical data: Implications for mapping exploration targets", Journal of African Earth Sciences, 2016 Nov vol. 0, no. 0, , 2016.

M. Parsasadr, A. Maghsoudi Gharehbolagh, Mahyar Yousefi, Martiya Sadeghi, "Multifractal analysis of stream sediment geochemical data: Implications for hydrothermal nickel prospection in an arid terrain, eastern Iran", Journal of Geochemical Exploration, 2016 Nov vol. 0, no. 0, , 2016.

E. Rahimi, A. Maghsoudi Gharehbolagh, A. Hezarkhani, "Geochemical investigation and statistical analysis on rare earth elements in Lakehsiyah deposit, Bafq district", Journal of African Earth Sciences, 2016 Sep vol. 124, no. 0, pp.139-150, 2016.

Simindokht Younesi, Mohammad Reza Hosein Zadeh, Mohsen Moayed, A. Maghsoudi Gharehbolagh, "Investigation of geology, petrology and petrogenesis of igneous rocks from the Mahour Mining exploration area, west Dehsalm: Implication for Lut tectonomagmatic setting", Ulum-I Zamin, 2016 May vol. 25, no. 100, pp.179-198, 2016.

M. Parsasadr, A. Maghsoudi Gharehbolagh, R. Ghezelbash, "Decomposition of anomaly patterns of multi-element geochemical signatures in Ahar area, NW Iran: a comparison of U-spatial statistics and fractal models", Arabian Journal of Geosciences, 2016 Mar vol. 9, no. 0, pp.1-16, 2016.

M. Parsasadr, A. Maghsoudi Gharehbolagh, Mahyar Yousefi, Martiya Sadeghi, "Recognition of significant multi-element geochemical signatures of porphyry Cu deposits in Noghdouz area, NW Iran", Journal of Geochemical Exploration, 2016 Mar vol. 165, no. 0, pp.111-124, 2016.

M. Parsasadr, A. Maghsoudi Gharehbolagh, Mahyar Yousefi, Martiya Sadeghi, "Prospectivity modeling of porphyry-Cu deposits by identification and integration of efficient mono-elemental geochemical signatures", Journal of African Earth Sciences, 2015 Dec vol. 114, no. 0, pp.228-241, 2015.

A. Maghsoudi Gharehbolagh, Majid Vanaei, Mohammad Yazdi, "Heavy metal pollution in stream sediments of the Neka river, N Iran", Ulum-I Zamin, 2015 May vol. 24, no. 95, pp.169-176, 2015.

S. Seyfi, A.R. Azadmehr, Mahdi Gharabaghi2, A. Maghsoudi Gharehbolagh, "Usage of Iranian scoria for copper and cadmium removal from aqueous solutions", Journal of Central South University, 2015 Mar vol. 22, no. 0, pp.3760-3769, 2015.

M. Kurdi, M. Shahi Ferdows, A. Maghsoudi Gharehbolagh, "Sensitivity of Corrosion and Scaling Indices Based on Ions; Case Study Iran", Water Quality Exposure and Health, 2015 Jan vol. 0, no. 0, pp.1-12, 2015.

S.S. Ghannadpour, A. Hezarkhani, A. Maghsoudi Gharehbolagh, E. Farahbakhsh, "Assessment of prospective areas for providing the geochemical anomaly maps of lead and zinc in Parkam district, Kerman, Iran", Geosciences Journal, 2015 Jan vol. 1, no. 7, pp.1-10, 2015.

M. Shahi Ferdows, Qolamreza Nowrouzi, A. Maghsoudi Gharehbolagh, "Revival of Qanats by Using Geoelectrical methods: A Case Study of Gastaj, Eastern Iran", International Bulletin of Water Resources & Development -Irwrd, 2014 Dec vol. 2, no. 4, pp.104-111, 2014.

100

S. Paravarzar, Nasser Madani, A. Maghsoudi Gharehbolagh, Peyman Afzal, "Testing the Exactitude of Estimation Methods in the Presence of Outliers: An accounting for Robust Kriging", Iranian Journal of Earth Sciences, 2014 Dec vol. 6, no. 6, pp.24-30, 2014.

101

M. Parsasadr, H. Hassani, A. Maghsoudi Gharehbolagh, "Slope Instability Assessment using a weighted overlay mapping method, A case study of Khorramabad- Doroud railway track, W Iran", Journal of Tethys, 2014 Sep vol. 2, no. 3, pp.254-271, 2014.

102

M. Miraftabzadeh, Y. Shekarian, A. Hezarkhani, A. Maghsoudi Gharehbolagh, "Investigation of Global Market for Rare Earth Elements (REEs) and Choghart Iron Mine Potential with Specific Attitude to Yttrium Elements", , 2014 Sep vol. 1, no. 50, pp.77-80, 2014.

103

K.n. Toosi, Mohammad K. Rofouei, N. Amiri, A. Maghsoudi Gharehbolagh, Ehsan Zolfonoun, "A chemometric study on the stream sediments of Meshkinshahr, NW Iran, using supervised and unsupervised classification methods", Arabian Journal of Geosciences, 2014 Jun vol. 0, no. 0, , 2014.

104

S. Paravarzar, P. Maarefvand, A. Maghsoudi Gharehbolagh, Peyman Afzal, "Correlation between geological units and mineralized zones using fractal modeling in Zarshuran gold deposit (NW Iran)", Arabian Journal of Geosciences, 2014 May vol. 0, no. 0, , 2014.

105

M. Parsasadr, A. Maghsoudi Gharehbolagh, "Landslide Susceptibility Mapping of Komroud Sub-basin Using Fuzzy Logic Approach", Geodynamics Research International Bulletin, 2014 Apr vol. 2, no. 2, , 2014.

106

Mohammad Yazdi, Mohsen Gholami, Roshank Daevishzadeh, A. Maghsoudi Gharehbolagh, Afshin Akbarpour, Samer Adibpour, "Artificial neural network and remote sensing application based on GIS in preparation of geochemical map in Baneh district, Kordestan,NW Iran", , 2014 Feb vol. 28, no. 28, pp.13-22, 2014.

107

M. Kurdi, A. Maghsoudi Gharehbolagh, T. Eslamkish, Mehran Kordi, "Determining of the corrosion potential and scaling of Gharesoo River in beverage and industries", , 2013 Jun vol. 53, no. 53, pp.18-23, 2013.

108

A. Maghsoudi Gharehbolagh, Mohammad Yazdi, Mahmood M Ehrpartou, Mansour Vosoghi, "Geochemistry and Fluid Inclusion Studies of Low-Sulfidation Epithermal gold Mineralization in the Mirkuh Ali Mirza Area, NW Iran", , 2012 Dec vol. 0, no. 85, pp.9-14, 2012.

109

A. Maghsoudi Gharehbolagh, Mohammad Yazdi, Mhamood Mehrpartou, Mansour Vosoughi, Simindokht Younesi, "Porphyry Cu-Au mineralization in the Mirkuh Ali Mirza magmatic complex, NW Iran", Journal of Asian Earth Sciences, 2012 Nov vol. 0, no. 0, , 2012.

Taught Courses

Course title

Description

Headlines

Date

Petrology Lab.

4051

Optical Minorology

شناسای کانیهای سنگ ساز در مقاطع نازک

4051

Petrology Lab.

identification of rocks in hand specimen

4051

Mineralography

4051

Exploration of Metallic Minerals

4051

Petrology Lab.

identification of rocks in hand specimen

4051

Petrology

4051

Economic Geology

4051

Optical Minorology

شناسای کانیهای سنگ ساز در مقاطع نازک

4042

Mineralography

4042

Exploration of Non-Metallic Minerals

آشنایی با اکتشاف مواد معدنی غیرفلزی

4042

Mineralogy

بلورشناسی، کانی شناسی سیلیکاتها و غیرسیلیکاتها

4042

Laboratory of Mineralogy

بلورشناسی، کانی شناسی سیلیکاتها و غیرسیلیکاتها

4042

Laboratory of Mineralogy

بلورشناسی، کانی شناسی سیلیکاتها و غیرسیلیکاتها

4042

Economic Geology

آشنایی دانشجویان با کانسارها که در آن چگونگی پیدایش، اکتشاف و پراکندگی کانیها و یا سنگهای که برای انسان دارای ارزش است مورد بررسی قرار می

4042

Laboratory of Mineralogy

بلورشناسی، کانی شناسی سیلیکاتها و غیرسیلیکاتها

4042

Mineralography

4041

Petrology Lab.

4041

Petrology Lab.

4041

Mineralogy

4041

Optical Minorology

4041

Laboratory of Mineralogy

4041

Laboratory of Mineralogy

4041

Laboratory of Mineralogy

4041

Petrology

4041

Economic Geology

4041

Exploration of Metallic Minerals

4041

Petrology Lab.

4041

Laboratory of Mineralogy

4041

Exploration of Non-Metallic Minerals

4032

Mineralography

4032

Optical Minorology

4032

Laboratory of Mineralogy

4032

Laboratory of Mineralogy

4032

Economic Geology

4032

Mineralogy

4032

Laboratory of Mineralogy

4032