Projects per year
Personal profile
Personal profile
Prof. YAGIZ holds a PhD from Colorado School of Mines, USA. Authored over 150 publications in peer-reviewed scientific journals, proceedings, books, and industrial reports. Recognized reviewer of numerious prestigious journals and an Editor of Tunnelling & Underground Space Tech., (TUST, 2019-2021) and also an editorial board member of TUST (2021-2025). First paper he published (in TUST, 2008) is awarded by Int Association of Engineering Geologists as the best paper of the year. One of the authors of first manuscript published (in Enginering Geology, 2017) with the affiliation of School of Mining and Geosciences (SMG) of Nazarbayev University (NU). Also, he is the author of the Book "Advancements in Underground Infrastructures, 2025" published first and only book with the affiliation of SMG.
Prof. YAGIZ is a chair of teaching & learning committee and coordinator of Mining Engineering program of the SMG (2018-2021). Representative member of teaching & learning and academic quality committees of the SMG at NU (2018-2022). Awarded with Nazarbayev University, Senate Service Award (2020), due to outstanding contribution to the SMG and NU.
Prof. YAGIZ is in the list of the top 2% world most widely cited scientists for the sixth consecutive year (2020-2026). Recognized by Scopus Elsevier Research Excellence Award (2022). He awarded with the Medal of the National Sciences and Higher Education Councel of Kazakhstan (2025). A professional member of the Int Society for Rock Mechanics & Rock Engineering (ISRM).
Teaching
MINE302-Geomechanics (BSc Level)
MINE310-Rock Breakage (BSc Level)
MINE502-Geology for Civil & Mining Engineers (MSc Level)
SMG520-Research Methods & Ethics (MSc Level)
MINE507-Rock Excavation Methods (MSc Level)
MINE605-Mechanised Excavation & Tunnelling (MSc Level)
MINE801-Advanced Mechanized Excavation & Tunnelling (PhD Level)
MINE/CVL-Rock Mechanics & Engineering Practices (BSc-MSc Levels)
GEOL604-Engineering Geology & Geotechnics (MSc-PhD Level)
Research interests
Geotechnical Engineering; Geomechanics; Rock Mechanics for Mining and Civil Engineering; Mechanized Excavation & Tunnelling; Excavators; Geotechnical Site Investigation & Testing; Rock Mass Characterization; Infrastructures
Publications
- Books & Chapters (International Press)
Advancements in Underground Infrastructures (2025) with Khandelwal M., Armaghani D.J., Bhatawdekar R.M., Samui P., YAGIZ S. Taylor and Fransis Group. CRC, ISBN: 978-1-032-37337-9.
AI-based TBM Performance Models to Predict the Rate of Penetration: An Overview and Perspective. Chapter 13 in Advancement in Underground Infrastructures (2025) with Ghorbani E., Adoko A.C., and YAGIZ S.
Disc Cutter Wear Consumption Prediction based on Rock Properties: An Overview and Perspective. Chapter 14 in Advancement in Underground Infrastructres (2025) with Ghorbani E., Adoko A.C., and YAGIZ S.
Modified CSM Model for Predicting TBM Performance in Rock Mass. 252p. (2014) https://www.amazon.com/Modified-Model-Predicting-Performance-Rock/dp/3659598569 by YAGIZ S.
- Selected Recent Manuscripts in High Prestigious Journals
Hosseini S., YAGIZ S. Explainable ensemble machine learning for predicting the drilling rate of diamond core drillers using SHAP and integrated graphic user interface (2027) Rock Mechanics and Rock Engineering, X(x), pp. xx-xx. DOI:10.1007/s00603-026-055573-1. Article
Wan Z., Lai J., Song Z., Shi X., Zhang Y., Qui J., YAGIZ S. Influence of leakage-induced particle loss on tunnel instability in pebble formations (2027) Tunnelling and Underground Space Technology, 179 (1): 108065. DOI:10.1016/j.tust.2026.108065. Article
Cao Z., Xie Q., Song Z., Luo H., YAGIZ S. Experimental investigation on erosion characteristics in double-layer soil-rock mixtures considering seepage direction and layer-specific fine particle contents (2026) Engineering Geology, 371:108898. DOI: 10.1016/j.enggeo.2026.108898. Article
Ghorbani E., YAGIZ S. Comprehensive models for estimating drag force of conical picks using relieved small-scale LCM tests data (2026) Rock Mechanics and Rock Engineering, 59; 7033-7062. DOI: 10.1007/s00603-025-04967-x. Article
Olaiya D.T., YAGIZ S., Adoko A.C. TBM penetration rate estimation using Rock Mass Rating (RMR) and machine specifications (2026) Rock Mechanics Bulletin, 5(3):100328. DOI: 10.1016/j.rockmb.2026.100328. Article
Zhou P., Wang J., Song Z., Tian X., Zhang Y., Xiao W., YAGIZ S. Theoretical prediction method for settlement of existing tunnel induced by undercrossing (2026) Transportation Geotechnics, 62:102111. DOI: 10.1016/j.trgeo.2026.102111. Article
Yazitova A., Adoko A.C., Hassanpour J., YAGIZ S. Empirical models for estimating penetration rate of tunnel boring machines in rock mass (2025) Bulletin of Engineering Geology and the Environment, 84 (1), art. no. 55. DOI: 10.1007/s10064-024-04062-5. Article
Jamshidi A., YAGIZ S. Limestone deterioration under freeze–thaw and acid attack: a critical geotechnical problem for the stability of a structure foundation (A case from Lorestan Province, Iran) (2025) Rock Mechanics and Rock Engineering, 58 (6), pp. 7129 – 7148. DOI: 10.1007/s00603-025-04429-4. Article
Yazitova A., YAGIZ S. Performance analysis of drilling machines based on rock properties and machine’s specifications (2024) Bulletin of Engineering Geology and the Environment, 83 (1), art. no. 37. DOI: 10.1007/s10064-023-03499-4. Article
Ghorbani E., YAGIZ S. Estimating the penetration rate of tunnel boring machines via gradient boosting algorithms (2024) Engineering Applications of Artificial Intelligence, 136, art. no. 108985. DOI: 10.1016/j.engappai.2024.108985. Article
Ghorbani E., YAGIZ S. Predicting disc cutter wear using two optimized machine learning techniques (2024) Archives of Civil and Mechanical Engineering, 24, art. no. 106, Cited 9 times. DOI: 10.1007/s43452-024-00911-y. Article
- Selected Recent Papers in Prestigious Proceedings
YAGIZ S., Yazitova, A., Hassanpour, J. A model for estimating the penetration of hard rock tunnel boring machine in practice (2026) ISRM Regional Symposium- EUROCK 2026: Risk Management in Rock Engineering-Macedonian Association for Geotechnics 15-19 September Skopje, North Macedonia
Olaiya TD., YAGIZ S., Song, Z., Zhillin, C., Guo, D. Data analysis for the assessment of roadheader performance in carbonate rocks (2026) ISRM Regional Symposium-EUROCK 2026: Risk Management in Rock Engineering-Macedonian Association for Geotechnics 15-19 September Skopje, North Macedonia
Smirnov G.,Olaiya, T.D., YAGIZ, S., Ozdemir, L. Preliminary modelling of TBM penetration in metamorphic rocks using integrated rock and machine parameters (2026) ISRM International Symposium-ARMS14: The 14th Asian Rock Mechanics Symposium: Rock Mechanics for the Next Generation-Innovations, Sustainability and Resilience-Japanese Society for Rock Mechanics. ISBN 978-4-907430-06-1
YAGIZ S., Olaiya, T.D., Copur, H., Ozfirat, M.K., Comakli, R., Su, O., Bilgin, N. Roadheader performance assessment via rock properties and machine specifications (2026) ISRM International Symposium-ARMS14: The 14th Asian Rock Mechanics Symposium: Rock Mechanics for the Next Generation-Innovations, Sustainability and Resilience-Japanese Society for Rock Mechanics. ISBN 978-4-907430-06-1
YAGIZ S., Hassanpour J., Rostami J. Introducing the concept of fracture index for performance prediction of hard rock TBMs (2024) New Challenges in Rock Mechanics and Rock Engineering - Proceedings of the ISRM Rock Mechanics Symposium, EUROCK 2024, pp. 1513 - 1519. DOI: 10.1201/9781003429234-233. Conference Paper
YAGIZ S., Yazitova A., Smirnov G., Thyagarajan Vinayak M., Hassanpour J. Appraisal of boreability characteristics of rocks to estimate the TBM advancement (2024) 58th US Rock Mechanics / Geomechanics Symposium (2024), ARMA 2024, art. no. ARMA 24-0982. DOI: 10.56952/ARMA-2024-0982. Conference Paper
- Scientific Discussions in Prestigious Journals
YAGIZ S. Comments on: The effects of density and porosity on the correlation between uniaxial compressive strength and P-wave velocity by Amin Jamshidi, Hasan Zamanian, Reza Zarei Sahamieh, Rock Mechanics and Rock Engineering (2018) 51:1279–1286 (2019) Rock Mechanics and Rock Engineering, 52 (2), pp. 635 – 638. DOI: 10.1007/s00603-018-1678-8. Note
YAGIZ S. Comment on "Point load test on meta-sedimentary rocks and correlation to UCS and BTS" by Diyuan Li and Lous Ngai Yuen Wong, RockMechanics and Rock Engineering, DOI: 10.1007/s00603-012-0299-x (2013) Rock Mechanics and Rock Engineering, 46 (4), pp. 909 - 912. DOI: 10.1007/s00603-013-0417-4. Note
YAGIZ S. Comments on "Determination of strength parameters and quality assessment of Denizli travertines (SW Turkey)" Ibrahim Cobanoglu and Sefer Beran Celik, 129-130 (2012) 38-47 (2012) Engineering Geology, 147-148, pp. 149 - 150. DOI: 10.1016/j.enggeo.2012.07.012. Note
YAGIZ S. Comments on the article "Performance prediction of hard rock TBM using rock mass rating (RMR) system" by J.K. Hamidi et al. [Tunneling and Underground Space Technology 25 (2010) 333-345] (2011) Tunnelling and Underground Space Technology, 26 (5), pp. 649 - 650. DOI: 10.1016/j.tust.2011.04.001. Note
YAGIZ S. Comments on the article "Multifactorial fuzzy approach to the penetrability classification of TBM in hard rock conditions" by R. Mikaeil, M.Z. Naghadehi and F. Sereshki [Tunneling and Underground Space Technology, 24 (2009) 500-505] (2010) Tunnelling and Underground Space Technology, 25 (1), pp. 95 – 96. DOI: 10.1016/j.tust.2009.09.001. Note
YAGIZ S. Discussion on the paper entitled "Indentation hardness test to estimate the sawability of carbonate rocks" by S. Kahraman and O. Gunaydin. Bull Eng Geol and Environ 67(2008): 507-511. DOI: 10.1007/ s10064-008-0162-1 (2009) Bulletin of Engineering Geology and the Environment, 68 (3), pp. 437 – 439. DOI: 10.1007/s10064-009-0196-z. Note
YAGIZ S. Discussion on the article ‘‘Influence of rock brittleness on TBM penetration rate in Singapore granite” by Q.M. Gong and J. Zhao [Tunnelling and Underground Space Technology 22 (2007) 317–324] and ‘‘Response by the authors to R.M. Goktan discussion to the paper ‘‘Influence of rock brittleness on TBM penetration rate in Singapore granite” by Q.M. Gong and J. Zhao [Tunnelling and Underground Space Technology 23 (2008) 217–218] (2009) Tunnelling and Underground Space Technology, 24 (1), pp. 115 – 116. DOI: 10.1016/j.tust.2008.05.002. Note
- Recent Projects: International Collobrations
Arman H., YAGIZ S. Utilizing Geological Strength Index to development of Bearing Capacity Chart for jointed weak carbonate rocks, Al Ain city, Abu Dhabi Emirate. (125000 USD), Asian Universities Alliance Joint Project, (UAEU-AUA), PI/Co-PI, (150,000 USD) (2025-2027)
YAGIZ S., Rostami J., Copur H. A Model Development for the Estimation of Roadheader Performance in Mining and Civil Construction. Faculty Development Competitive Research Grant. Grant No: 201223FD8837, (150,000 USD) PI, (2024-2026) Nazarbayev University, Kazakhstan
YAGIZ S., Adoko A.C, Rostami J., Hassanpour J. Hard Rock Tunnelling: A Generalized Model for Estimating TBM Penetration and Disc Cutter Weariness. Grant No: 021220FD5151, (150,000 USD), Faculty Development Competitive Research Grant, NU. Principle Investigator, (2021-2023)
Wang L., Hazlett R., YAGIZ S., Zhang D., Ismailova J., Teklu T., Bekbauov B., Kneafsey T.. Wu Y. Development of Cryogenic Fracturing Technology for Coalbed Methane Production in Karaganda Coal Basin, Kazakhstan. Grant No: 021220CRP2022 (449,945 USD), Collaborative Research Program Grant, NU. Co-Principle Investigator (2021-2023)
Madani N., YAGIZ S., Sabanov S. Multivariate Mapping of Geo-metallurgical Variables with Complex Cross-Correlation Characteristics. Grand No: 090118FD5336, (132,975 USD), Faculty Development Competitive Research Grant, NU. Co-Principle Investigator, (2017-2020)
Adoko A.C., Sabanov S., YAGIZ S. Empirical Stope Design in Kazakhstan Underground Mines: Improving of the Mathews Stability Graph Method. Grand No: 090118FD5338, (118,038 USD), Faculty Development Competitive Research Grant, NU. Co-Principle Inv., (2017-2020)
- Contact & More Info:
https://research.nu.edu.kz/admin/workspace/personal/overview/
Education/Academic qualification
Mining & Geotechnical Eng., PhD, Colorado School of Mines
1997 → 2002
Geotechnical Enginering, MSc, Missouri University of Science and Technology
1995 → 1997
Geological Engineering, BSc, Ankara University
1988 → 1992
Expertise related to UN Sustainable Development Goals
In 2015, UN member states agreed to 17 global Sustainable Development Goals (SDGs) to end poverty, protect the planet and ensure prosperity for all. This person’s work contributes towards the following SDG(s):
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SDG 4 Quality Education
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SDG 7 Affordable and Clean Energy
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SDG 9 Industry, Innovation, and Infrastructure
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SDG 11 Sustainable Cities and Communities
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SDG 12 Responsible Consumption and Production
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SDG 17 Partnerships for the Goals
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Collaborations and top research areas from the last five years
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Application of Geological Strength Index to Development of Bearing Capacity Chart for Carbonate Rocks
Arman, H. (PI) & Yagiz, S. (PI)
1/1/25 → 12/31/27
Project: International
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A Model Development for the Estimation of Roadheader Performance in Mining and Civil Construction
Yagiz, S. (PI), Copur, H. (Co-PI) & Rostami, J. (Co-PI)
1/1/24 → 12/31/26
Project: FDCRGP
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Hard Rock Tunnelling: A Generalized Model for Estimating TBM Performance and Disc Cutter Wear Life
Yagiz, S. (PI), Adoko, A. C. (Co-PI), Rostami, J. (Co-PI) & Hassanpour, J. (Co-PI)
1/1/21 → 12/31/23
Project: FDCRGP
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Development of cryogenic fracturing technology for coalbed methane production in Karaganda Coal Basin, Kazakhstan
Hazlett, R. (PI), Zhang, D. (Co-PI), Yagiz, S. (Co-PI), Ismailova , J. (Co-PI), Teklu, T. (Co-PI), Bekbauov, B. (Co-PI), Wang (SMG), L. (Other Faculty/Researcher), Kneafsey, T. (Other participant), Wu, Y.-S. (Other participant) & Wang, Y. (Other Faculty/Researcher)
1/1/21 → 12/31/24
Project: CRP
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Empirical stope design in Kazakhstan underground mines: improving the Mathews stability graph method
Adoko, A. C. (PI) & Yagiz, S. (Co-PI)
1/1/18 → 12/31/21
Project: FDCRGP
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Explainable Ensemble Machine Learning for Predicting the Drilling Rate of Diamond Core Driller Using SHAP and Integrated Graphic User Interface
Hosseini, S. & Yagiz, S., 2027, (Accepted/In press) In: Rock Mechanics and Rock Engineering.Research output: Contribution to journal › Article › peer-review
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Influence of leakage-induced particle loss on tunnel instability in pebble formations
Zan, W., Lai, J., Song, Z., Shi, X., Zhang, Y., Qiu, J. & Yagiz, S., Jan 2027, In: Tunnelling and Underground Space Technology. 179, 108065.Research output: Contribution to journal › Article › peer-review
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Comprehensive Models for Estimating Drag Force of Conical Picks Using Relieved Small-Scale LCM Tests Data
Ghorbani, E. & Yagiz, S., Jun 1 2026, In: Rock Mechanics and Rock Engineering.Research output: Contribution to journal › Article › peer-review
1 Link opens in a new tab Citation (Scopus) -
Experimental investigation on erosion characteristics in double-layer soil-rock mixtures considering seepage direction and layer-specific fine particle contents
Cao, Z., Xie, Q., Song, Z., Luo, H., Yagiz, S. & Ma, P., Sept 2026, In: Engineering Geology. 371, 108898.Research output: Contribution to journal › Article › peer-review
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TBM penetration rate estimation using Rock Mass Rating (RMR) and machine specifications
Olaiya, T. D., Yagiz, S. & Adoko, A. C., Jul 2026, In: Rock Mechanics Bulletin. 5, 3, 100328.Research output: Contribution to journal › Article › peer-review
Open Access
Activities
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United Arab Emirates University
Yagiz, S. (Visiting researcher)
Feb 19 2025 → Mar 1 2025Activity: Visiting types › Field trip
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Machine Selection Criteria for Excavation and Construction in Rock Mass Conditions
Yagiz, S. (Keynote speaker)
Sept 3 2025 → Sept 6 2025Activity: Talk or presentation › Invited talk
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Rock mass and groundwater interaction for underground excavations
Yagiz, S. (Keynote speaker)
May 15 2024Activity: Talk or presentation › Invited talk
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Xi'an University of Architecture and Technology
Yagiz, S. (Visiting researcher)
Oct 15 2024 → Oct 25 2024Activity: Visiting types › Visiting an external research institution
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Hacettepe University
Yagiz, S. (Visiting researcher)
Dec 3 2024 → Dec 13 2024Activity: Visiting types › Visiting an external research institution
Prizes
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Associate Editor of Tunnelling and Underground Space Technology Journal
Yagiz, S. (Recipient), Jan 1 2019
Prize: Honorary award
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File
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In 2000, among the Best PhD Students recognized by Turkish Ministry of Education in the USA
Yagiz, S. (Recipient), 2000
Prize: Honorary award
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Medal from the National Science and Higher Education of Kazakhstan, NO: 01037
Yagiz, S. (Recipient), Dec 15 2024
Prize
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Nazarbayev University, Team Building Award (Aerobatics) 2019
Yagiz, S. (Recipient), 2019
Prize: Honorary award