Skip to Content

Modelling, Volume 7, Issue 3

2026 June - 45 articles

Cover Story: Magmatic–hydrothermal systems move heat through coupled conduction and buoyancy-driven fluid flow in porous rock, a behavior traditionally captured by grid-based simulators such as HYDROTHERM. Here we explore a mesh-free alternative: a physics-informed neural network (PINN), built on the NVIDIA PhysicsNeMo framework, which uses automatic differentiation and collocation to solve the governing equations directly. Applied to a magma-chamber configuration based on the Rio Pisco pluton in the Peruvian Coastal Batholith, the PINN reproduces the conductive temperature gradient, a directionally consistent flow field, and a cooling time comparable to a published HYDROTHERM reference. We then examine when this approach offers a practical complement to conventional solvers. View this paper
  • Issues are regarded as officially published after their release is announced to the table of contents alert mailing list .
  • You may sign up for email alerts to receive table of contents of newly released issues.
  • PDF is the official format for papers published in both, html and pdf forms. To view the papers in pdf format, click on the "PDF Full-text" link, and use the free Adobe Reader to open them.

Articles (45)

  • Article
  • Open Access
430 Views
24 Pages

Accurate detection of field insect pests remains a significant challenge for precision agriculture due to the elongated and variable morphology of the target organisms, their frequent resemblance to complex background textures, and the long-tail dist...

  • Article
  • Open Access
553 Views
19 Pages

Numerical Analysis on Cracking Resistance of Wet Joint in Prefabricated Steel–UHPC Composite Bridge Decks

  • Ming-Lei Ma,
  • Cheng-Da Yu,
  • Ji-Long Chai,
  • Guo-Wen Xu and ,
  • Biao Wu,
  • Jing-Zhong Tong and
  • Qing-Hua Li
  • + 2 authors+ 0 author

To address the deterioration issues of wet joints in prefabricated steel–UHPC composite bridge decks caused by inadequate interfacial performance, an orthotropic steel–UHPC composite bridge deck system under hogging moments was investigat...

(This article belongs to the Section Modelling in Engineering Structures)
  • Article
  • Open Access
615 Views
30 Pages

Crashworthiness Assessment Using Lumped Parameter Models for Reduced-Order Modelling in Railway Crashworthiness Analysis

  • Rogério F. F. Lopes,
  • Christian J. Silva,
  • Rodrigo R. Menéres,
  • Pedro J. S. C. P. Sousa and ,
  • Pedro M. G. P. Moreira,
  • João S. Silva and
  • Rodrigo S. Andrade
  • + 2 authors+ 0 author

The design of a railway coach must meet strict certification requirements, especially in crashworthiness analysis under the European standard EN 15227. Performing this analysis with full-scale FEM models is highly demanding in terms of time, computat...

(This article belongs to the Special Issue Optimization in Engineering: Models and Algorithms)
  • Article
  • Open Access
499 Views
20 Pages

This study aims to establish a simple theoretical method for estimating the sound absorption characteristics of randomly packed granular materials. Using insights gained from existing mathematical models for regular packing and methods utilizing CT i...

(This article belongs to the Section Modelling in Engineering Structures)
  • Article
  • Open Access
488 Views
19 Pages

Accelerated carbonation of cement-based materials offers a promising route for CO2 sequestration driven by waste heat co-emitted from cement and power plants; however, existing kinetic models typically describe the low-temperature gas–liquid&nd...

  • Article
  • Open Access
560 Views
21 Pages

The evolution of 193 nm deep-ultraviolet (DUV) lithography toward high numerical aperture (NA > 1.35) presents challenges approaching physical limits for antireflective (AR) coatings on strongly curved lens elements. In this study, a full-stack mu...

  • Article
  • Open Access
866 Views
23 Pages

Topology Optimization of MIMO Cooling Plates for Discrete Heat Sources in GPUs

  • Jinzhao Fan,
  • Bixiao Zhang,
  • Jiazhen Liu,
  • Yufei Cai and
  • Hong Shi

With the rising integration of high-performance GPUs, localized hotspots induced by discrete heat sources present severe thermal challenges. Traditional single-inlet–single-outlet liquid cold plates can scarcely meet the heat dissipation requir...

  • Article
  • Open Access
641 Views
23 Pages

Heated crude oil pipelines transporting high-pour-point, high-viscosity, and high-wax-content crude oil are increasingly operated under small-batch and multi-condition scenarios. Under such conditions, fixed-parameter models and experience-based oper...

(This article belongs to the Topic Ammonia, Methanol, Oil and Gas Pipeline Network for Industrial Applications, 2nd Edition)
  • Article
  • Open Access
426 Views
13 Pages

To address the issues of pronounced resonance, limited control bandwidth, and insufficient trajectory tracking accuracy in piezoelectric-driven elliptical vibration-assisted cutting (EVC) systems under high-frequency vibration, this paper proposes a...

  • Article
  • Open Access
791 Views
20 Pages

Carbon nanotubes (CNTs) are commonly used to reinforce and functionalize cement matrices, thereby imparting new properties. To facilitate the introduction of CNTs into inorganic matrices such as cement, the use of a master batch is advantageous. In t...

  • Article
  • Open Access
1 Citations
969 Views
27 Pages

A Carbon-Tax-Based Dual-Warehouse Inventory Model with Deterioration and Investment in Preservation Technology

  • Amrita Bhadoriya,
  • Manish R. Betheja,
  • Mrudul Y. Jani,
  • Vivek Panwar and
  • Vishal Pradhan

This study develops an inventory model for deteriorating products within a dual-warehouse system under carbon tax regulation. The framework is motivated by supply chains for perishable goods where storage constraints, product deterioration, environme...

  • Article
  • Open Access
654 Views
33 Pages

This paper focuses on the characterization of the micro-leakage channel geometry in the flange-gasket rough contact interface of hazardous chemicals transport vehicles. This work represents the first step in a multi-physics simulation framework for o...

(This article belongs to the Special Issue The 5th Anniversary of Modelling)
  • Article
  • Open Access
577 Views
26 Pages

As an active defense paradigm, cyber deception technology effectively misleads attackers by constructing deceptive network environments, thereby increasing the cost of attack operations and introducing uncertainty into their decision-making, while pr...

  • Article
  • Open Access
997 Views
28 Pages

HabSim: Modeling Disruptions, Propagation, Detection and Repair in Deep Space Habitats

  • Luca Vaccino,
  • Alana K. Lund,
  • Shirley J. Dyke,
  • Mohsen Azimi and
  • Ethan Vallerga

Establishing long-term human settlements in deep space presents significant challenges. Environmental conditions, such as extreme temperature fluctuations, micrometeorite impacts, seismic activity, and exposure to solar and cosmic radiation, pose obs...

(This article belongs to the Special Issue The 5th Anniversary of Modelling)
  • Article
  • Open Access
500 Views
24 Pages

Estimation of Thermal Diffusivity in the Inverse Heat Transfer Problem for a Polymer Plate

  • Douglas M. Rieger,
  • Alisson L. Daga,
  • Ervin K. Lenzi and
  • Marcelo K. Lenzi

This study investigates the inverse estimation of the effective thermal diffusivity of a polytetrafluoroethylene (PTFE) plate subjected to oscillatory heating from a hot plate with on–off control. Transient temperature measurements at four inte...

  • Article
  • Open Access
1,112 Views
23 Pages

Benefits of Using Tall Wind Turbine Towers in Wind-Rich Regions

  • Bin Cai,
  • Sri Sritharan,
  • Eugene S. Takle and
  • Chris Milliren

While conventional wind towers operate at heights of 80 to 90 m across many regions, including the United States, emerging tower technologies enable higher hub heights that are expected to reduce the levelized cost of energy (LCOE) and increase profi...

  • Article
  • Open Access
714 Views
22 Pages

Voltage stability under transmission line contingencies is a critical concern in modern power systems, as the growing electricity demand and the large-scale integration of renewable energy sources increasingly challenge the security of network operat...

(This article belongs to the Special Issue Optimization in Engineering: Models and Algorithms)
  • Article
  • Open Access
730 Views
19 Pages

Lithium-Ion Battery SOH Prediction Method Based on Multidimensional Feature Data Fusion

  • Yifei Wang,
  • Jiatian Gan,
  • Jun Yang,
  • Ning Zhang and ,
  • Jingang Wang,
  • Xingyu Zhang and
  • Pengcheng Zhao
  • + 2 authors+ 0 author

Aiming at the problem that the degradation mechanism of lithium-ion batteries is complex during aging and that a single feature is difficult to fully characterize the battery state of health (SOH), this paper proposes an SOH prediction method for lit...

  • Article
  • Open Access
2 Citations
644 Views
21 Pages

Magnetic anomaly detection (MAD) is a passive technique for detecting ferromagnetic targets, but weak magnetic anomaly signals are often submerged in background noise. Existing stochastic resonance (SR)-based MAD methods mainly focus on target detect...

(This article belongs to the Special Issue Optimization in Engineering: Models and Algorithms)
  • Article
  • Open Access
997 Views
28 Pages

Dynamic Behavior and Computational Investigation of Tunnel Blasting Subjected to Varying Geostresses

  • Hualong Li,
  • Yong Mei,
  • Yunhou Sun,
  • Zixun Wu and ,
  • Shengyi Cong and
  • Shaojun Cao
  • + 1 author+ 0 author

To examine the dynamic response of tunnel floor slabs subjected to blasting under varying stress conditions, a numerical model was developed to simulate blasting effects at different tunnel depths. This model integrated Hopkinson bar experiments cond...

  • Article
  • Open Access
437 Views
16 Pages

The Loop subdivision scheme is one of the most widely used approximation subdivision methods for generating smooth surfaces. However, the limiting surface of the Loop subdivision scheme does not interpolate the vertices of the original mesh and may e...

  • Article
  • Open Access
718 Views
15 Pages

An explicit dynamic framework based on the Nonlocal Macro-Meso-scale Consistent Damage (NMMD) model is proposed to simulate complex multiple-crack evolution in quasi-brittle materials subjected to blast loading. Three numerical examples—a singl...

(This article belongs to the Section Modelling in Mechanics)
  • Article
  • Open Access
1,131 Views
26 Pages

Mathematical Modeling and Comparative Evaluation of PI and PID Speed Controllers for Electric Vehicle Traction Systems

  • Oleg Lyashuk,
  • Dmytro Mironov,
  • Pavlo Maruschak,
  • Volodymyr Dzyura and
  • Viktor Shevchuk

Although PI and PID controllers are mature control laws, their effect on energy-related variables is rarely isolated in a complete electric vehicle traction model when the plant, controller tuning basis and driving conditions are kept unchanged. A fu...

(This article belongs to the Special Issue Mathematical and Computer Modelling of Technical and Engineering Systems)
  • Article
  • Open Access
1 Citations
1,430 Views
27 Pages

Hybrid Mechanistic–Data-Driven Virtual Metering Models and Methodologies for Conventional Gas Fields

  • Minhao Wang,
  • Zhenjia Wang,
  • Gangping Chen,
  • Jun Zhou and ,
  • Jian Luo,
  • Fang Qin,
  • Yue Wu,
  • Pan Zhou and
  • Chuqi Lin
  • + 4 authors+ 0 author

Virtual flow metering (VFM) serves as an effective alternative to traditional physical flow meters, significantly reducing gas-field metering costs and operational complexity. However, conventional VFM typically employs a single-modeling approach, fa...

  • Article
  • Open Access
782 Views
23 Pages

The development of renewable energy is vital for addressing future climate change and environmental degradation. Nevertheless, the irregular and fluctuating essential features of wind power presents a considerable barrier to grid operational stabilit...

(This article belongs to the Section Modelling in Artificial Intelligence)
  • Article
  • Open Access
3 Citations
933 Views
23 Pages

Road intersection crashes remain a major contributor to injuries due to complex conflict patterns and multimodal interactions. Among the factors influencing intersection safety, inadequate intersection sight distance (ISD) attributed to roadside sigh...

(This article belongs to the Special Issue Advanced Modelling Techniques in Transportation Engineering)
  • Article
  • Open Access
615 Views
21 Pages

Fluid–structure interaction (FSI) research is crucial for applications in fields such as naval engineering, geological hazards, and biomechanics. Traditional grid-based methods (such as CFD) often face challenges in simulating large-deformation...

  • Article
  • Open Access
564 Views
39 Pages

This study selects five numerical methods: the explicit Leap-Frog scheme, the implicit Crank–Nicolson scheme, the explicit second-order Runge–Kutta scheme, the implicit Newmark-β scheme, and the implicit Bathe scheme. These methods a...

  • Article
  • Open Access
859 Views
26 Pages

Experimental and Numerical Verification of Continuous Carbon-Fibre Additively Manufactured Structures

  • Ivica Smojver,
  • Darko Ivančević,
  • Fran Ušurić,
  • Moritz Kuhtz and
  • Andreas Hornig

This study investigates the mechanical behaviour of continuous carbon-fibre-reinforced additively manufactured composite structures aimed at applications in aeronautical structures, through a combination of experimental testing and numerical simulati...

  • Article
  • Open Access
484 Views
19 Pages

To address the issues associated with traditional multi-point surveying processes in the dead-end cutting for oil and gas pipelines—such as cumbersome procedures, high error rates, lengthy emergency repair cycles, and difficulties in ensuring w...

(This article belongs to the Topic Ammonia, Methanol, Oil and Gas Pipeline Network for Industrial Applications, 2nd Edition)
  • Article
  • Open Access
2,729 Views
22 Pages

Towards Physics-Informed Neural Networks for Magma-Chamber Cooling: A Case Study of the Rio Pisco Pluton

  • Andrew Eno,
  • Daniel Patton,
  • Germán H. Alférez and
  • Benjamin L. Clausen

Magmatic–hydrothermal systems transport heat through coupled conduction and buoyancy-driven fluid flow in porous rock, behavior conventionally modeled with grid-based finite-difference simulators such as HYDROTHERM. We demonstrate that a physic...

(This article belongs to the Section Modelling in Artificial Intelligence)
  • Article
  • Open Access
929 Views
40 Pages

Modelling plays a critical role in many engineering applications. Partial differential equations (PDEs) are ubiquitous, describing various physical phenomena such as fluid flow, electromagnetism, and quantum mechanics. Although some of these equation...

(This article belongs to the Special Issue Machine Learning and Artificial Intelligence in Modelling)
  • Article
  • Open Access
468 Views
25 Pages

Lithology identification is a key task in petroleum geological exploration and development, essential for evaluating sweet spots and characterizing reservoirs. A significant challenge in lithology identification is the insufficient accuracy of tradit...

  • Article
  • Open Access
1,174 Views
20 Pages

IMU-Based Time-Domain Fault Diagnosis of BLDC Motors Using an End-to-End 1D-CNN

  • Ke Hao Wang,
  • Hwi Gyu Lee,
  • Seon Min Yoo and
  • In Soo Lee

Reliable fault detection in brushless DC motors is challenging owing to environmental complexity and high equipment costs. To address these challenges, we propose an effective and cost-effective approach using an optimized end-to-end one-dimensional...

(This article belongs to the Special Issue Machine Learning and Artificial Intelligence in Modelling)
  • Article
  • Open Access
1,664 Views
17 Pages

Aerodynamic Performance Assessment of Multiple Car Body Configurations: A Comparative Study

  • Clayton Valenko Fernandes,
  • Padmaraj N H,
  • Thara Reshma I V,
  • Chethan K N and ,
  • Divya D Shetty and
  • Laxmikant G Keni
  • + 1 author+ 0 author

This study presents a comparative computational fluid dynamics (CFD) investigation of the aerodynamic performance of four simplified crossover/sports utility vehicle (SUV)-type vehicle body configurations. The models were developed with systematic ge...

(This article belongs to the Section Modelling in Engineering Structures)
  • Article
  • Open Access
1,136 Views
25 Pages

Hydraulic fracture geometry is of great importance for evaluating stimulation effectiveness and supporting the efficient development of unconventional oil and gas reservoirs, and it can be estimated from field shut-in water hammer signals. However, f...

(This article belongs to the Special Issue Mathematical and Computer Modelling of Technical and Engineering Systems)
  • Article
  • Open Access
960 Views
22 Pages

Fractional Zener Modeling of the Viscoelastic Behavior of PET/rGO Composites

  • Paloma B. Jimenez-Vara,
  • Flor Y. Rentería-Baltiérrez,
  • Luis E. Jasso-Ramos and
  • Jesús G. Puente-Córdova

Poly(ethylene terephthalate) (PET) composites reinforced with reduced graphene oxide (rGO) were investigated in order to elucidate the influence of nanofiller concentration and compatibilization on the viscoelastic relaxation behavior across the glas...

  • Article
  • Open Access
616 Views
18 Pages

To improve the assembly efficiency and productivity of complex aircraft components, the optimization of an assembly line was investigated in this study. A hierarchical hybrid multi-objective optimization algorithm (HHMOA) was proposed using an improv...

(This article belongs to the Special Issue Optimization in Engineering: Models and Algorithms)
  • Article
  • Open Access
1 Citations
913 Views
22 Pages

Towards Sustainable Inland Transport in the Brazilian Amazon: Estimating the Effective Power of Regional Boats

  • Jassiel V. H. Fontes,
  • Irving D. Hernández,
  • Edgar Mendoza and
  • Rodolfo Silva

A significant number of regional boats are used in the Brazilian Amazon to perform a range of social activities. However, the estimation of their propulsion parameters still requires exploring technically supported methods if the efficiency and susta...

(This article belongs to the Topic New Technological Solutions, Research Methods, Simulation and Analytical Models That Support the Development of Modern Transport Systems, 2nd Edition)
  • Article
  • Open Access
1,754 Views
24 Pages

Accurate detection of cardboard boxes is essential to mobile manipulators to perform pick-and-place operations in warehouses. Conventional object detection methods like YOLOv11 struggle in low-texture and occluded environments. This paper presents YO...

  • Article
  • Open Access
664 Views
22 Pages

Self-contained local forecasting of wind and solar series can improve operational planning of wind farms and photovoltaic (PV) plant day-cycles in addition to numerical models, which are mostly behind time due to high simulation costs. Unstable elect...

(This article belongs to the Section Modelling in Artificial Intelligence)
  • Article
  • Open Access
1 Citations
1,496 Views
25 Pages

Air-to-air heat pumps are a key technology for improving energy efficiency and reducing carbon emissions in residential buildings, yet their optimal control remains challenging under real-world conditions. This study evaluates the performance of a hy...

  • Article
  • Open Access
1,778 Views
23 Pages

Bird strike events on rotating jet engine fan blades pose significant risks to aviation safety, yet high-fidelity numerical simulations remain computationally expensive, limiting their use in parametric design studies. This study develops a physics-g...

(This article belongs to the Section Modelling in Engineering Structures)
  • Article
  • Open Access
385 Views
21 Pages

To address the insufficient parameter estimation accuracy and poor filtering convergence caused by noise in radar trajectory measurement data, this paper proposes a joint framework combining SW-STPSO adaptive wavelet denoising and an improved Unscent...

  • Article
  • Open Access
1,169 Views
19 Pages

Response Surface-Based Predictive Modeling of Cavitation Damage in Morning-Glory Spillways Under Uncertainty

  • Masoud Ghaffari,
  • Mehdi Azhdary Moghaddam,
  • Gholamreza Aziziyan and
  • Mohsen Rashki

Cavitation damage poses a serious threat to the reliability of morning-glory spillways. This study aims to develop a reliability framework for predicting cavitation damage probability under uncertain operational conditions for the Haraz Dam spillway....

XFacebookLinkedIn
Modelling - ISSN 2673-3951