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  • Article
  • Open Access
1 Citations
1,456 Views
21 Pages

Optimized Data Preprocessing and Model Selection for TBM Cutter Wear Prediction

  • Liping Bai,
  • Deyun Mo,
  • Hongshu Li,
  • Weiran Huang and
  • Zelun Cai

The estimation of disc cutter life is important due to the high equipment replacement cost in tunnel boring machines (TBMs). In this paper, we propose a comprehensive method for predicting disc cutter wear, integrating dimensionality reduction in shi...

  • Article
  • Open Access
8 Citations
5,226 Views
17 Pages

Research on the Tunnel Boring Machine Selection Decision-Making Model Based on the Fuzzy Evaluation Method

  • Zhongsheng Tan,
  • Haixiang Lai,
  • Zonglin Li,
  • Zhenliang Zhou,
  • Yifeng Jiao,
  • Fengyuan Li and
  • Liming Wang

25 October 2022

When the tunnel boring machine (TBM) construction method is used to build tunnels, if the type of TBM is not appropriate, problems, such as low construction efficiency and increased construction cost, will easily occur. Therefore, it is necessary to...

  • Technical Note
  • Open Access
4 Citations
2,696 Views
21 Pages

26 March 2023

The excavation adaptability evaluation decision process for the TBM (tunnel boring machine) in long and large tunnels under complex geological conditions is an uncertain and fuzzy problem affected by multiple factors. Aiming to shift the status quo o...

  • Article
  • Open Access
5 Citations
3,097 Views
14 Pages

5 December 2023

Toolbox Meeting (TBM) activities conducted before work at construction sites are representative activities with characteristics such as work sharing and improving safety awareness. However, there is a limitation to the conventional TBM approach as it...

  • Article
  • Open Access
902 Views
25 Pages

Eight Triplex-Binding Molecules from Four Chemical Classes Broadly Recognize the MALAT1 Triple Helix

  • Madeline M. Mousseau,
  • Krishna M. Shivakumar,
  • Jaesang Yoo and
  • Jessica A. Brown

3 November 2025

RNA triple helices are relatively understudied, including their interactions with small molecules. In this study, we evaluated eight previously reported triplex-binding molecules (TBMs) for their functional effects on the premature and mature MALAT1...

  • Article
  • Open Access
1 Citations
2,429 Views
24 Pages

9 August 2024

This study investigates the ability of transformer-based models (TBMs) to form stimulus equivalence (SE) classes. We employ BERT and GPT as TBM agents in SE tasks, evaluating their performance across training structures (linear series, one-to-many an...

  • Article
  • Open Access
11 Citations
2,577 Views
20 Pages

Research on an Evaluation Method for the Adaptability of TBM Tunnelling

  • Zhongsheng Tan,
  • Zonglin Li,
  • Zhenliang Zhou,
  • Haixiang Lai,
  • Yifeng Jiao,
  • Fengyuan Li and
  • Liming Wang

30 April 2022

When a TBM carries out tunnelling in complex strata, there is often low tunnelling efficiency and an increase in tunnelling costs due to the improper selection of tunnelling parameters, the wrong estimation of geological conditions, or adverse geolog...

  • Article
  • Open Access
216 Citations
11,606 Views
19 Pages

Supervised Machine Learning Techniques to the Prediction of Tunnel Boring Machine Penetration Rate

  • Hai Xu,
  • Jian Zhou,
  • Panagiotis G. Asteris,
  • Danial Jahed Armaghani and
  • Mahmood Md Tahir

6 September 2019

Predicting the penetration rate is a complex and challenging task due to the interaction between the tunnel boring machine (TBM) and the rock mass. Many studies highlight the use of empirical and theoretical techniques in predicting TBM performance....

  • Review
  • Open Access
14 Citations
7,629 Views
24 Pages

A Visual Survey of Tunnel Boring Machine (TBM) Performance in Tunneling Excavation: Mainstream Direction, Brief Review and Future Prospects

  • Yulin Zhang,
  • Jian Zhou,
  • Yingui Qiu,
  • Danial Jahed Armaghani,
  • Quanmin Xie,
  • Peixi Yang and
  • Chengpei Xu

24 May 2024

This study employs scientometric analysis to investigate the current trajectory of research on tunnel boring machine (TBM) performance and collaborative efforts. Utilizing software tools like Pajek 5.16 and VOSviewer 1.6.18, it scrutinizes literature...

  • Article
  • Open Access
1 Citations
2,060 Views
18 Pages

8 August 2024

Hard rock tunnel boring machines (TBMs) are increasingly widely used in tunnel construction today; however, TBMs are deeply buried underground and have a low perception of the underground surrounding rock conditions and excavation parameters. In orde...

  • Article
  • Open Access
19 Citations
2,791 Views
19 Pages

28 December 2022

This paper selected microplastic polyethylene terephthalate (PET), commonly found in water/wastewater plant effluent, to investigate the changes of PET oxidized under ozonation (designated as ozonized PET), followed by sodium hypochlorite oxidation (...

  • Article
  • Open Access
539 Views
18 Pages

Hybrid GA-BP Neural Network for Accurate Prediction of TBM Advance Speed Under Complex Geological Conditions

  • Wei-Feng Zhang,
  • Shi-Quan Chen,
  • Jia-Wen Zhou,
  • Xiang-Feng Wang,
  • Yu-Han Ran,
  • Hai-Bo Li,
  • Zhi-Qiang Wang and
  • Bo Ni

14 November 2025

TBM construction projects require substantial investment, making the accurate and rational prediction of TBM advance speed essential for cost control and timely project completion. To address this, the study develops a precise predictive model for TB...

  • Article
  • Open Access
13 Citations
3,434 Views
23 Pages

11 March 2024

In order to solve the problem of the poor adaptability of the TBM digging process to changes in geological conditions, a new TBM digging model is proposed. An ensemble learning prediction model based on XGBoost, combined with Optuna for hyperparamete...

  • Article
  • Open Access
16 Citations
6,160 Views
30 Pages

The T26 tunnel was designed within the scope of the Ankara-Istanbul high-speed railway in accordance with the speed of 250 km/h. Some serious problems and excessive deformations were encountered during the excavation works. The deformations in the tu...

  • Article
  • Open Access
1,602 Views
35 Pages

26 December 2024

The use of tunnel boring machines (TBMs) in deep hard rock tunnels disrupts the original stress equilibrium of the rock mass, often resulting in the aggregation and release of a large amount of elastic strain energy, and even leading to rockburst. Un...

  • Article
  • Open Access
3 Citations
2,373 Views
18 Pages

Research on Tunnel Boring Machine Tunnel Water Disaster Detection and Radar Echo Signal Processing

  • Gaoming Lu,
  • Yan Ma,
  • Qian Zhang,
  • Jianfei Wang,
  • Lijie Du and
  • Guoqing Hao

This study focused on the detection of water inrush in tunnels excavated by full-section hard rock tunnel boring machines (TBMs) and employed ground penetrating radar methods for conducting research on radar signal processing algorithms. The research...

  • Article
  • Open Access
2 Citations
1,346 Views
22 Pages

20 February 2025

This study aims to identify the most suitable pre-reinforcement support measures to prevent TBM jamming when passing through the fractured zone of a gully fault. Given the high likelihood of jamming in such areas, the research focuses on selecting th...

  • Article
  • Open Access
1 Citations
1,133 Views
17 Pages

A Method for Evaluating the Performance of Main Bearings of TBM Based on Entropy Weight–Grey Correlation Degree

  • Zhihong Sun,
  • Yuanke Wu,
  • Hao Xiao,
  • Panpan Hu,
  • Zhenyong Weng,
  • Shunhai Xu and
  • Wei Sun

31 July 2025

The main bearing of a tunnel boring machine (TBM) is a critical component of the main driving system that enables continuous excavation, and its performance is crucial for ensuring the safe operation of the TBM. Currently, there are few testing techn...

  • Article
  • Open Access
14 Citations
2,866 Views
21 Pages

29 June 2022

Based on the relevant data in the construction process of the south of the Qinling tunnel of the Hanjiang-to-Weihe River Diversion Project, this article obtains the main influencing factors of the tunnel boring machine (TBM) performance of the deep-b...

  • Article
  • Open Access
1 Citations
1,678 Views
15 Pages

27 January 2025

The development and maturation of TBM (tunnel boring machine) technology have significantly improved the accuracy and richness of excavation data, driving advancements in intelligent tunneling research. However, challenges remain in managing data noi...

  • Article
  • Open Access
7 Citations
3,012 Views
32 Pages

12 June 2023

Rock mass conditions are extremely sensitive to tunnel boring machine (TBM) tunneling. Therefore, establishing a surrounding rock excavatability (SRE) classification system applicable to TBM tunnels. Accurately and intelligently identifying excavatab...

  • Article
  • Open Access
43 Citations
4,048 Views
21 Pages

A Novel Combination of PCA and Machine Learning Techniques to Select the Most Important Factors for Predicting Tunnel Construction Performance

  • Jiangfeng Wang,
  • Ahmed Salih Mohammed,
  • Elżbieta Macioszek,
  • Mujahid Ali,
  • Dmitrii Vladimirovich Ulrikh and
  • Qiancheng Fang

Numerous studies have reported the effective use of artificial intelligence approaches, particularly artificial neural networks (ANNs)-based models, to tackle tunnelling issues. However, having a high number of model inputs increases the running time...

  • Article
  • Open Access
4 Citations
2,952 Views
20 Pages

17 April 2024

The construction environment of deep rock tunnels is complex, and effectively enhancing tunnel boring machine (TBM) tunneling efficiency is paramount. Increasing rock-breaking efficiency and minimizing cutter consumption are essential strategies for...

  • Article
  • Open Access
32 Citations
4,125 Views
18 Pages

Towards TBM Automation: On-The-Fly Characterization and Classification of Ground Conditions Ahead of a TBM Using Data-Driven Approach

  • Sylvanus Sebbeh-Newton,
  • Prosper E.A. Ayawah,
  • Jessica W.A. Azure,
  • Azupuri G.A. Kaba,
  • Fauziah Ahmad,
  • Zurinahni Zainol and
  • Hareyani Zabidi

25 January 2021

Pre-tunneling exploration for rock mass classification is a common practice in tunneling projects. This study proposes a data-driven approach that allows for rock mass classification. Two machine learning (ML) classification models, namely random for...

  • Article
  • Open Access
6 Citations
2,447 Views
15 Pages

8 August 2024

Disc cutter wear has emerged as a critical concern impacting the efficiency and cost budgets of TBMs (tunnel boring machines). Through statistical analysis of field data on cutter wear in a TBM tunnel, this study explores the wear rules of different...

  • Article
  • Open Access
6 Citations
3,905 Views
23 Pages

11 November 2022

This paper developed a data analysis approach to estimate the probabilistic life of an earth pressure balance (EPB) tunnel boring machine (TBM) under wearing conditions with incomplete information. The marginal reliability function of each system com...

  • Article
  • Open Access
2 Citations
1,331 Views
25 Pages

Multi-Step Prediction of TBM Tunneling Speed Based on Advanced Hybrid Model

  • Defu Liu,
  • Yaohong Yang,
  • Shuwen Yang,
  • Zhixiao Zhang and
  • Xiaohu Sun

18 December 2024

The accurate prediction of tunneling speed in tunnel boring machine (TBM) construction is the basis for the timely adjustment of the operating parameters of TBM equipment to ensure safe and efficient tunneling. In this paper, a multi-step prediction...

  • Article
  • Open Access
288 Views
18 Pages

Wear Analysis for the Selection of Cutters for a Tunnel Boring Machine

  • Carlos Laín Huerta,
  • Anselmo César Soto Pérez,
  • Esther Pérez Arellano and
  • Jorge Suárez-Macías

7 February 2026

During the excavation of the Guadarrama railway tunnels, part of the Spanish high-speed rail network (AVE), distinct wear patterns were observed among four types of disc cutters employed in tunnel boring machines (TBMs). The central question addresse...

  • Article
  • Open Access
16 Citations
2,226 Views
15 Pages

4 August 2023

Risk management plays a vital role in ensuring the safety and efficiency of tunnel construction by considering various factors, including uncertainties associated with concurrent adverse sources. One key aspect of risk management is prioritizing haza...

  • Feature Paper
  • Article
  • Open Access
25 Citations
4,685 Views
15 Pages

A Novel Method of Laser Coating Process on Worn-Out Cutter Rings of Tunnel Boring Machine for Eco-Friendly Reuse

  • Anil Kumar Agrawal,
  • Somnath Chattopadhyaya,
  • V. M. S. R. Murthy,
  • Stanisław Legutko and
  • Grzegorz Krolczyk

17 March 2020

Cutter rings form an integral part of tunnel boring machines (TBM). These cutters are deployed in various hard rock tunneling projects. The life of the cutter rings governs the economics of tunneling significantly. This paper presents a novel methodo...

  • Article
  • Open Access
5 Citations
3,169 Views
23 Pages

16 January 2023

Mechanical methods of tunnel excavation are widely used because of their high excavation output, and the selection of appropriate technology depends on ground composition and project-related features. Compared with tunnel boring machines (TBMs) and r...

  • Article
  • Open Access
7 Citations
2,224 Views
17 Pages

Tunnel boring machine (TBM) tunnel construction in composite strata relies heavily on understanding the rock-breaking characteristics of TBM cutters and optimizing cutter spacing and penetration. Utilizing a full-scale rock rotary cutting machine (RC...

  • Article
  • Open Access
425 Views
27 Pages

18 December 2025

The article presents a quantitative analysis of the influence of selected material and structural parameters on the results of the life cycle assessment of a tunnel lining. The aim of the study was to evaluate the potential for reducing environmental...

  • Article
  • Open Access
1 Citations
1,403 Views
17 Pages

Accurate evaluation of cutter life at different cutter positions on the cutter head is helpful to determine the time of cutter change and reduce the time of cutter wear measurement, which is of great significance to improve the tunneling efficiency o...

  • Article
  • Open Access
12 Citations
8,474 Views
16 Pages

Estimating Canopy Characteristics of Inner Mongolia’s Grasslands from Field Spectrometry

  • Feng Zhang,
  • Ranjeet John,
  • Guangsheng Zhou,
  • Changliang Shao and
  • Jiquan Chen

12 March 2014

This study was designed to estimate the canopy biophysical characteristics of semi-arid grassland ecosystems by using in situ field spectrometry measurements to identify important spectral information for predictions at broader spatial scales. Spectr...

  • Article
  • Open Access
416 Views
25 Pages

27 December 2025

This study quantitatively verified the impact of applying accumulated data on the model’s prediction accuracy, overfitting, and adaptive learning ability by using a method that accumulates and retrains machine data of a TBM generated whenever e...

  • Article
  • Open Access
1 Citations
728 Views
33 Pages

17 September 2025

To enhance the safety risk management and control capabilities for TBM (Tunnel Boring Machine) construction in hydraulic tunnels, this study conducts a correlation analysis and dynamic evolution study of safety risks. Data were collected through mult...

  • Article
  • Open Access
3 Citations
2,711 Views
36 Pages

16 June 2025

This study proposes an intelligent prediction framework integrating native sparse attention (NSA) with the Chen-Guan (CHG) algorithm to optimize tunnel boring machine (TBM) operations in heterogeneous geological environments. The framework resolves c...

  • Article
  • Open Access
7 Citations
2,167 Views
21 Pages

The Design of Water Loop Facility for Supporting the WCLL Breeding Blanket Technology and Safety

  • Alessandra Vannoni,
  • Pietro Arena,
  • Bruno Gonfiotti,
  • Marica Eboli,
  • Pierdomenico Lorusso,
  • Amelia Tincani,
  • Nicolò Badodi,
  • Antonio Cammi,
  • Fabio Giannetti and
  • Alessandro Del Nevo
  • + 7 authors

24 November 2023

The WCLL Breeding Blanket of DEMO and the Test Blanket Module (TBM) of ITER require accurate R&D activities, i.e., concept validation at a relevant scale and safety demonstrations. In view of this, the strategic objective of the Water Loop (WL) f...

  • Article
  • Open Access
4 Citations
2,369 Views
17 Pages

iBio-GATS—A Semi-Automated Workflow for Structural Modelling of Insect Odorant Receptors

  • Vaanathi Chidambara Thanu,
  • Amara Jabeen and
  • Shoba Ranganathan

Insects utilize seven transmembrane (7TM) odorant receptor (iOR) proteins, with an inverted topology compared to G-protein coupled receptors (GPCRs), to detect chemical cues in the environment. For pest biocontrol, chemical attractants are used to tr...

  • Article
  • Open Access
5 Citations
2,652 Views
13 Pages

24 July 2024

The construction of tunnels in conditions of dense urban development affects buildings, structures, and engineering communications located at the surface. In this work, through dispersion analysis, factors influencing the settlement of the earth&rsqu...

  • Article
  • Open Access
9 Citations
2,396 Views
25 Pages

PbLi/Water Reaction: Experimental Campaign and Modeling Advancements in WPBB EUROfusion Project

  • Marica Eboli,
  • Pietro Arena,
  • Nicolò Badodi,
  • Antonio Cammi,
  • Cristiano Ciurluini,
  • Vittorio Cossu,
  • Nicola Forgione,
  • Francesco Galleni,
  • Fabio Giannetti and
  • Alessandro Del Nevo
  • + 5 authors

23 November 2023

The Water-Cooled Lithium–Lead blanket concept is a candidate breeding blanket concept for the EU DEMO reactor and it is going to be tested as one of the Test Blanket Modules (TBM) inside the ITER reactor. A major safety issue for its design is...

  • Article
  • Open Access
7 Citations
1,796 Views
12 Pages

Blistering Behavior of Beryllium and Beryllium Alloy under High-Dose Helium Ion Irradiation

  • Ping-Ping Liu,
  • Qi-Cong Wang,
  • Yu-Mei Jia,
  • Wen-Tuo Han,
  • Xiao-Ou Yi,
  • Qian Zhan and
  • Fa-Rong Wan

11 August 2024

Beryllium (Be) has been selected as the solid neutron multiplier material for a tritium breeding blanket module in ITER, which is also the primary option of the Chinese TBM program. But the irradiation swelling of beryllium is severe under high tempe...

  • Article
  • Open Access
7 Citations
3,085 Views
11 Pages

A LuALS Mutation with High Sulfonylurea Herbicide Resistance in Linum usitatissimum L.

  • Caiyue Liu,
  • Tianbao Zhang,
  • Xinsen Yang,
  • Liu Wang,
  • Yan Long,
  • Agula Hasi and
  • Xinwu Pei

1 February 2023

The cultivation of herbicide-resistant crops is an effective tool for weed management in agriculture. Weed control in flax (Linum usitatissimum L.) remains challenging due to the lack of available herbicide-resistant cultivars. In this study, a mutan...

  • Article
  • Open Access
4 Citations
2,372 Views
13 Pages

9 December 2024

The CERCHAR abrasivity test is a widely used index test in earth and subsurface works, delivering numerical values for abrasion that are critical to the selection of excavation tools, TBM performance or cost and project schedule estimates. The test e...

  • Article
  • Open Access
10 Citations
3,717 Views
15 Pages

13 August 2021

A new method of solvent-free acrylic pressure-sensitive adhesives (PSAs) based on UV-induced cotelomerization products was presented. The key acrylic monomers (i.e., n-butyl acrylate and acrylic acid) with copolymerizable photoinitiator 4-acrylooxybe...

  • Review
  • Open Access
28 Citations
11,466 Views
28 Pages

Recent Progress of Protein Tertiary Structure Prediction

  • Qiqige Wuyun,
  • Yihan Chen,
  • Yifeng Shen,
  • Yang Cao,
  • Gang Hu,
  • Wei Cui,
  • Jianzhao Gao and
  • Wei Zheng

13 February 2024

The prediction of three-dimensional (3D) protein structure from amino acid sequences has stood as a significant challenge in computational and structural bioinformatics for decades. Recently, the widespread integration of artificial intelligence (AI)...

  • Review
  • Open Access
419 Views
15 Pages

Indications and Utility of Posterior Tracheopexy in the Pediatric Population: An Overview of Its Expanding Role in Tracheobronchial Disease

  • Nicholas Jose Iglesias,
  • Ali A. Mokdad,
  • Nelson Vicente Guevara,
  • Andres Mauricio Corona,
  • Eduardo Alfonso Perez and
  • Carlos Theodore Huerta

31 January 2026

Background: Tracheobronchial disease, including tracheomalacia (TM) and tracheobronchomalacia (TBM), is a spectrum of congenital and acquired airway disorders characterized by the collapse of the tracheal or mainstem bronchial walls during expiration...

  • Article
  • Open Access
41 Citations
5,788 Views
13 Pages

Fabrication of Troponin I Biosensor Composed of Multi-Functional DNA Structure/Au Nanocrystal Using Electrochemical and Localized Surface Plasmon Resonance Dual-Detection Method

  • Taek Lee,
  • Jinmyeong Kim,
  • Inho Nam,
  • Yeonju Lee,
  • Ha Eun Kim,
  • Hiesang Sohn,
  • Seong-Eun Kim,
  • Jinho Yoon,
  • Sang Woo Seo and
  • Chulhwan Park
  • + 1 author

11 July 2019

In the present study, we fabricated a dual-mode cardiac troponin I (cTnI) biosensor comprised of multi-functional DNA (MF-DNA) on Au nanocrystal (AuNC) using an electrochemical method (EC) and a localized surface plasmon resonance (LSPR) method. To c...

  • Article
  • Open Access
15 Citations
2,636 Views
18 Pages

Predicting Model of Dual-Mode Shield Tunneling Parameters in Complex Ground Using Recurrent Neural Networks and Multiple Optimization Algorithms

  • Taihua Yang,
  • Tian Wen,
  • Xing Huang,
  • Bin Liu,
  • Hongbing Shi,
  • Shaoran Liu,
  • Xiaoxiang Peng and
  • Guangzu Sheng

9 January 2024

Based on the left tunnel of the Liuxiandong Station to Baimang Station section of Shenzhen Metro Line 13 (China), a prediction model for the advanced rate of dual-mode shield tunneling in complex strata was established to explore intelligent tunnelin...