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  • Article
  • Open Access
7 Citations
3,546 Views
35 Pages

Multidiscipline Design Optimization for Large-Scale Complex Nonlinear Dynamic System Based on Weak Coupling Interfaces

  • Wei Du,
  • Si-Yang Piao,
  • Ming-Wei Piao,
  • Chun-Ge Nie and ,
  • Peng Dang,
  • Qiu-Ze Li and
  • Yi-Nan Tao
  • + 2 authors+ 0 author

29 April 2023

For high-tech manufacturing industries, developing large-scale complex nonlinear dynamic systems must be taken as one of the basic works, formulating problems to be solved, steering system design in a more preferable direction, and making correct str...

(This article belongs to the Section Mechanical Engineering)
  • Article
  • Open Access
2 Citations
1,387 Views
42 Pages

Design and Implementation of a Reduced-Space SQP Solver with Column Reordering for Large-Scale Process Optimization

  • Chuanlei Zhao,
  • Ao Liu,
  • Aipeng Jiang,
  • Xiaoqing Zheng and ,
  • Haokun Wang and
  • Rui Zhao
  • + 1 author+ 0 author

3 November 2025

Process industries increasingly face large-scale nonlinear programs with high dimensionality and tight constraints. This study reports on the design and implementation of a reduced-space sequential quadratic programming (RSQP) solver for such setting...

  • Article
  • Open Access
7 Citations
4,714 Views
19 Pages

20 July 2021

In this paper, a new Lagrange relaxation based decomposition algorithm for the integrated offshore oil production planning optimization is presented. In our previous study (Gao et al. Computers and Chemical Engineering, 2020, 133, 106674), a multiper...

(This article belongs to the Special Issue Learning for Process Optimization and Control)
  • Article
  • Open Access
4 Citations
3,443 Views
42 Pages

20 June 2024

Traditional population-based metaheuristic algorithms are effective in solving complex real-world problems but require careful strategy selection and parameter tuning. Metaphorless population-based optimization algorithms have gained importance due t...

(This article belongs to the Special Issue Parallel, Distributed and Cloud Computing: Status, Prospects and Future)
  • Article
  • Open Access
1,153 Views
15 Pages

14 November 2025

We present a head-to-head evaluation of the Improved Inexact–Newton–Smart (INS) algorithm against a primal–dual interior-point framework for large-scale nonlinear optimization. On extensive synthetic benchmarks, the interior-point m...

(This article belongs to the Special Issue Computational Optimization and Operations Research: Theory and Applications)
  • Feature Paper
  • Article
  • Open Access
5 Citations
2,958 Views
35 Pages

This paper presents a novel Graphics Processing Unit (GPU) accelerated implementation of a modified Particle Swarm Optimization (PSO) algorithm specifically designed to solve large-scale Systems of Nonlinear Equations (SNEs). The proposed GPU-based p...

(This article belongs to the Special Issue High-Performance Computing for AI: Architecture, Systems, and Algorithms)
  • Article
  • Open Access
5 Citations
2,873 Views
18 Pages

14 May 2021

The major optimization problem of the gas transmission system is to determine how to operate the compressors in a network to deliver a given flow within the pressure bounds while using minimum compressor power (minimum fuel consumption or maximum net...

(This article belongs to the Special Issue Advanced Techniques and Technologies in Natural Gas Research and Engineering)
  • Article
  • Open Access
29 Citations
3,478 Views
20 Pages

As an efficient meta-heuristic algorithm, the whale optimization algorithm (WOA) has been extensively applied to practical problems. However, WOA still has the drawbacks of converging slowly, and jumping out from extreme points especially for large s...

(This article belongs to the Section Computer Science & Engineering)
  • Article
  • Open Access
11 Citations
3,440 Views
15 Pages

A Modified PRP-CG Type Derivative-Free Algorithm with Optimal Choices for Solving Large-Scale Nonlinear Symmetric Equations

  • Jamilu Sabi’u,
  • Kanikar Muangchoo,
  • Abdullah Shah,
  • Auwal Bala Abubakar and
  • Lateef Olakunle Jolaoso

30 January 2021

Inspired by the large number of applications for symmetric nonlinear equations, this article will suggest two optimal choices for the modified Polak–Ribiére–Polyak (PRP) conjugate gradient (CG) method by minimizing the measure function of the search...

(This article belongs to the Special Issue Functional Equations and Analytic Inequalities)
  • Feature Paper
  • Article
  • Open Access
21 Citations
4,515 Views
34 Pages

Large-Scale Truss-Sizing Optimization with Enhanced Hybrid HS Algorithm

  • Sadik Ozgur Degertekin,
  • Mohammad Minooei,
  • Lorenzo Santoro,
  • Bartolomeo Trentadue and
  • Luciano Lamberti

6 April 2021

Metaheuristic algorithms currently represent the standard approach to engineering optimization. A very challenging field is large-scale structural optimization, entailing hundreds of design variables and thousands of nonlinear constraints on element...

(This article belongs to the Special Issue Harmony Search Algorithm - Theoretical Background and Practical Applications)
  • Article
  • Open Access
2 Citations
3,500 Views
19 Pages

13 August 2021

Optimal management of water systems tends to be very complex, especially when water quality aspects are included. This paper addresses the management of multi-quality water networks over a fixed time horizon. The problem is formulated as an optimizat...

(This article belongs to the Special Issue Multi-Quality Water Distribution Systems Analysis: Simulation and Management)
  • Article
  • Open Access
1 Citations
2,696 Views
11 Pages

Non-Monotone Projected Gradient Method in Linear Elasticity Contact Problems with Given Friction

  • Lukáš Pospíšil,
  • Martin Čermák,
  • David Horák and
  • Jakub Kružík

19 October 2020

We are focusing on the algorithms for solving the large-scale convex optimization problem in linear elasticity contact problems discretized by Finite Element method (FEM). The unknowns of the problem are the displacements of the FEM nodes, the corres...

(This article belongs to the Special Issue Civil Engineering as a Tool for Developing a Sustainable Society)
  • Article
  • Open Access
5 Citations
4,459 Views
13 Pages

Design Optimization Approach of a Large-Scale Moving Framework for a Large 5-Axis Machining Center

  • Gaoyan Zhong,
  • Ping Liu,
  • Xinliang Mei,
  • Yanqing Wang and ,
  • Fang Xu and
  • Shoufeng Yang
  • + 1 author+ 0 author

10 September 2018

The traditional machine tool design method with metal materials makes large-scale moving structures very heavy, which seriously impacts dynamic performance and results in significant energy consumption. Using sandwich structures of composite material...

(This article belongs to the Section Mechanical Engineering)
  • Article
  • Open Access
11 Citations
3,486 Views
29 Pages

11 August 2020

Passenger demand for railway transportation rapidly increases in peak periods, and the transport capacity for existing trains is not sufficient. Railway companies usually adopt the strategy of adding additional trains in peak periods to meet the high...

  • Review
  • Open Access
3 Citations
2,914 Views
24 Pages

Optimization in Chemical Engineering: A Systematic Review of Its Evolution, State of the Art, and Emerging Trends

  • Carlos Antonio Padilla-Esquivel,
  • Gema Báez-Barrón,
  • Carlos Daniel Gil-Cisneros,
  • Diana Karen Zavala-Vega and ,
  • Eduardo García-García,
  • Vanessa Villazón-León,
  • Heriberto Alcocer-García,
  • Fabricio Nápoles-Rivera,
  • César Ramírez-Márquez and
  • José María Ponce-Ortega
  • + 5 authors+ 0 author

14 April 2026

Optimization has played a fundamental role in the evolution of chemical engineering, enabling systematic decision-making under technical, economic, and environmental constraints. This review presents a structured and comparative analysis of the histo...

(This article belongs to the Special Issue Low/Zero Carbon Fuels Production, Transportation, Storage and Utilization)
  • Article
  • Open Access
1 Citations
6,512 Views
27 Pages

14 July 2015

A technique for optimizing large-scale differential-algebraic process models under uncertainty using a parallel embedded model approach is developed in this article. A combined multi-period multiple-shooting discretization scheme is proposed, which c...

(This article belongs to the Special Issue Algorithms and Applications in Dynamic Optimization)
  • Article
  • Open Access
8 Citations
4,828 Views
24 Pages

Advanced Queueing and Location-Allocation Strategies for Sustainable Food Supply Chain

  • Amirmohammad Paksaz,
  • Hanieh Zareian Beinabadi,
  • Babak Moradi,
  • Mobina Mousapour Mamoudan and
  • Amir Aghsami

14 September 2024

Background: This study presents an integrated multi-product, multi-period queuing location-allocation model for a sustainable, three-level food supply chain involving farmlands, facilities, and markets. The model employs M/M/C/K queuing systems to op...

(This article belongs to the Section Sustainable Supply Chains and Logistics)
  • Article
  • Open Access
10 Citations
2,850 Views
29 Pages

The aim of electrical load dispatch (ELD) is to achieve the optimal planning of different power plants to supply the required power at the minimum operation cost. Using the combined heat and power (CHP) units in modern power systems, increases energy...

(This article belongs to the Special Issue Biomimicry for Optimization, Control, and Automation: 2nd Edition)
  • Article
  • Open Access
2,013 Views
26 Pages

State Observer-Based Conditioned Reverse-Path Method for Nonlinear System Identification

  • Atta Oveisi,
  • Umaaran Gogilan,
  • Jafar Keighobadi and
  • Tamara Nestorović

11 April 2024

In light of the complex behavior of vibrating structures, their reliable modeling plays a crucial role in the analysis and system design for vibration control. In this paper, the reverse-path (RP) method is revisited, further developed, and applied t...

(This article belongs to the Special Issue Actuators and Dampers for Vibration Control: Damping and Isolation Applications - Volume II)
  • Article
  • Open Access
19 Citations
3,109 Views
22 Pages

With the characteristics of simple structure and low cost, the dendritic neuron model (DNM) is used as a neuron model to solve complex problems such as nonlinear problems for achieving high-precision models. Although the DNM obtains higher accuracy a...

(This article belongs to the Special Issue Applications of Bioinspired Neural Network)
  • Article
  • Open Access
9 Citations
4,004 Views
25 Pages

7 April 2022

Energy system integration enables raising operational synergies by coupling the energy infrastructures for electricity, methane, and hydrogen. However, this coupling reinforces the infrastructure interdependencies, increasing the need for integrated...

(This article belongs to the Topic Multi-Energy Systems)
  • Proceeding Paper
  • Open Access
966 Views
5 Pages

14 October 2024

This paper presents an optimal scheduling problem for coordinating pressure and self-cleaning operations in dynamically adaptive water networks. Our problem imposes a set of time-coupling constraints to manage pressure variations during the transitio...

(This article belongs to the Proceedings of The 3rd International Joint Conference on Water Distribution Systems Analysis & Computing and Control for the Water Industry (WDSA/CCWI 2024))
  • Article
  • Open Access
8 Citations
2,190 Views
29 Pages

25 July 2025

Industrial energy systems are increasingly required to reduce operating costs and CO2 emissions while integrating variable renewable energy sources. Managing these objectives under uncertainty requires advanced optimization strategies capable of deli...

(This article belongs to the Special Issue Intelligent Concepts for the Modelling, Optimization and Control of Smart Energy Systems)
  • Article
  • Open Access
1 Citations
889 Views
23 Pages

Direct collocation transcription is a dominant technique for solving complex optimal control problems, converting continuous dynamics into large-scale, sparse nonlinear programming problems. The computational efficiency of this approach is fundamenta...

  • Article
  • Open Access
648 Views
16 Pages

16 January 2026

Large-scale frames are increasingly used in engineering structures, particularly in aerospace structures. Among them, planar phased array satellite antennas used for global observations and target tracking have received much attention. Considering th...

(This article belongs to the Special Issue Dynamics and Control of Aerospace Systems—2nd Edition)
  • Article
  • Open Access
2 Citations
1,169 Views
15 Pages

21 June 2025

With the increasing penetration of renewable energy and the large-scale integration of electric vehicles (EVs), the economic optimization dispatch of EV-integrated virtual power plants (VPPs) faces multiple uncertainties and challenges. This paper fi...

(This article belongs to the Special Issue Advances in Smart Grids and Microgrids: Distributed Generation and Energy Storage Systems)
  • Article
  • Open Access
224 Views
22 Pages

6 October 2026

E-commerce orders frequently contain items stored in distinct zones or even separate facilities, necessitating the coordination of multiple pickers, which often results in additional waiting time. This research investigates the joint order picking an...

(This article belongs to the Special Issue Optimization Models and Algorithms in Operations Management)
  • Article
  • Open Access
25 Citations
5,957 Views
19 Pages

Given the intricate nature of contemporary energy systems, addressing the control and stability analysis of these systems necessitates the consideration of highly large-scale models. Transient stability analysis stands as a crucial challenge in enhan...

(This article belongs to the Special Issue Modeling, Optimization, and Control of Fractional-Order Neural Networks and Nonlinear Systems)
  • Article
  • Open Access
737 Views
34 Pages

The emergence of large-scale models and machine learning has transformed the modeling of complex nonlinear systems, such as postseismic stress evolution. However, purely data-driven approaches often lack interpretability and numerical stability, lead...

(This article belongs to the Special Issue Machine Learning Meets Large-Scale Model: Current Trends and Future Challenges)
  • Article
  • Open Access
9 Citations
2,518 Views
17 Pages

7 September 2022

Suspended-core fibers (SCFs) are considered the best candidates for enhancing fiber nonlinearity in mid-infrared applications. Accurate modeling and optimization of its structure is a key part of the SCF structure design process. Due to the drawbacks...

(This article belongs to the Section Optical Sensors)
  • Article
  • Open Access
1 Citations
1,634 Views
29 Pages

25 November 2025

The interaction between the ship hull and the propeller’s rotational motion causes the propeller to operate under non-uniform inflow conditions. In reality, the ship’s effective wake constitutes a complex nonlinear superposition of multip...

(This article belongs to the Section Geophysical and Environmental Fluid Mechanics)
  • Article
  • Open Access
15 Citations
3,548 Views
15 Pages

26 September 2022

A nonlinear mathematical model for the optimal operation of a parallel pumping station group was established with the objective of minimizing the operation costs of the station group considering the target quantity of water extraction and flow uneven...

(This article belongs to the Special Issue Advanced Simulation and Experiment Methods of Flow Instability in Hydraulic Machinery)
  • Article
  • Open Access
3 Citations
2,271 Views
18 Pages

5 January 2022

In this paper, a three-parameter subspace conjugate gradient method is proposed for solving large-scale unconstrained optimization problems. By minimizing the quadratic approximate model of the objective function on a new special three-dimensional su...

(This article belongs to the Section B: Mathematics)
  • Article
  • Open Access
5 Citations
8,678 Views
24 Pages

28 January 2016

Parallel analyses about the dynamic responses of a large-scale water conveyance tunnel under seismic excitation are presented in this paper. A full three-dimensional numerical model considering the water-tunnel-soil coupling is established and adopte...

  • Article
  • Open Access
1,928 Views
17 Pages

Cost Reduction in Power Systems via Transmission Line Switching Using Heuristic Search

  • Juan Camilo Vera-Zambrano,
  • Mario Andres Álvarez-Arévalo,
  • Oscar Danilo Montoya,
  • Juan Manuel Sánchez-Céspedes and
  • Diego Armando Giral-Ramírez

3 October 2025

Electrical grids are currently facing new demands due to increased power consumption, growing interconnections, and limitations regarding transmission capacity. These factors introduce considerable challenges for the dispatch and operation of large-s...

(This article belongs to the Section Computer Science, Mathematics and AI)
  • Article
  • Open Access
5 Citations
2,277 Views
21 Pages

16 July 2024

Unmanned aerial vehicles (UAVs) have increasingly become integral to multi-access edge computing (MEC) due to their flexibility and cost-effectiveness, especially in the B5G and 6G eras. This paper aims to enhance the quality of experience (QoE) in l...

(This article belongs to the Section Communications)
  • Article
  • Open Access
12 Citations
3,913 Views
30 Pages

Optimal Scheduling of Non-Convex Cogeneration Units Using Exponentially Varying Whale Optimization Algorithm

  • Vinay Kumar Jadoun,
  • G. Rahul Prashanth,
  • Siddharth Suhas Joshi,
  • Anshul Agarwal and ,
  • Hasmat Malik,
  • Majed A. Alotaibi and
  • Abdulaziz Almutairi
  • + 2 authors+ 0 author

15 February 2021

This paper proposes an Exponentially Varying Whale Optimization Algorithm (EVWOA) to solve the single-objective non-convex Cogeneration Units problem. This problem seeks to evaluate the optimal output of the generator unit to minimize a CHP system’s...

(This article belongs to the Section E: Electric Vehicles)
  • Article
  • Open Access
876 Views
13 Pages

10 December 2025

A spherically constrained nonlinear eigenvalue problem (NEPv) arising in Bose–Einstein condensates (BEC) is investigated. The Projected Gradient Method (PGM) is proposed and analyzed in detail. Rigorous theoretical analysis establishes its glob...

  • Article
  • Open Access
553 Views
30 Pages

Fault-Resilient Flat-Top Current Control for Large-Scale Electromagnetic Forming Using Staged-DQN

  • Manli Huang,
  • Xiaokang Sun,
  • Jiqiang Wang,
  • Jiajie Chen and
  • Feifan Yu

4 March 2026

Quasi-Static Electromagnetic Forming (QSEF) technology utilizes stable magnetic fields generated by long-pulse flat-top currents to achieve non-contact, high-precision forming of large-scale integral aerospace components. To meet the immense energy d...

  • Article
  • Open Access
13 Citations
3,782 Views
15 Pages

Hybrid Particle Swarm Optimization for High-Dimensional Latin Hypercube Design Problem

  • Zhixin Xu,
  • Dongqin Xia,
  • Nuo Yong,
  • Jinkai Wang and ,
  • Jian Lin,
  • Feipeng Wang,
  • Song Xu and
  • Daochuan Ge
  • + 3 authors+ 0 author

12 June 2023

Latin Hypercube Design (LHD) is widely used in computer simulation to solve large-scale, complex, nonlinear problems. The high-dimensional LHD (HLHD) problem is one of the crucial issues and has been a large concern in the long run. This paper propos...

  • Article
  • Open Access
22 Citations
5,686 Views
27 Pages

10 March 2021

Topology optimization is a powerful numerical tool in the synthesis of lightweight structures and compliant mechanisms. Compliant mechanisms present challenges for topology optimization, as they typically exhibit large displacements and rotations. Pa...

(This article belongs to the Special Issue Modeling, Design, and Optimization of Flexible Mechanical Systems)
  • Article
  • Open Access
7 Citations
4,132 Views
13 Pages

31 January 2020

Positioning systems providing high-precision real-time measurements over very large spatial scales are urgently required for large-scale industrial manufacturing applications. While large-scale positioning systems (LSPSs) employing laser transmitter...

(This article belongs to the Collection Optical Design and Engineering)
  • Review
  • Open Access
7 Citations
4,817 Views
30 Pages

From Block-Oriented Models to the Koopman Operator: A Comprehensive Review on Data-Driven Chemical Reactor Modeling

  • Mustapha Kamel Khaldi,
  • Mujahed Al-Dhaifallah,
  • Ibrahim Aljamaan,
  • Fouad Mohammad Al-Sunni and ,
  • Othman Taha and
  • Abdullah Alharbi
  • + 1 author+ 0 author

26 July 2025

Some chemical reactors exhibit coupled dynamics with multiple equilibrium points and strong nonlinearities. The accurate modeling of these dynamics is crucial to optimal control and increasing the reactor’s economic performance. While neural ne...

(This article belongs to the Special Issue Recent Advances in Computational Intelligence Methodologies for Industries)
  • Article
  • Open Access
12 Citations
2,099 Views
15 Pages

15 November 2024

To address the issue of accommodating large-scale wind power integration into the grid, a unit commitment model for power systems based on an improved binary particle swarm optimization algorithm is proposed, considering frequency constraints and dem...

(This article belongs to the Section F1: Electrical Power System)
  • Article
  • Open Access
1 Citations
1,281 Views
27 Pages

Optimal Placement of Wireless Smart Concentrators in Power Distribution Networks Using a Metaheuristic Approach

  • Cristoercio André Silva,
  • Richard Wilcamango-Salas,
  • Joel D. Melo,
  • Jesús M. López-Lezama and
  • Nicolás Muñoz-Galeano

30 August 2025

The optimal allocation of Wireless Smart Concentrators (WSCs) in low-voltage (LV) distribution networks poses significant challenges due to signal attenuation caused by varying building densities and vegetation. This paper proposes a Variable Neighbo...

  • Review
  • Open Access
56 Citations
7,185 Views
13 Pages

26 March 2020

The electrification of transportation has been developed to support energy efficiency and CO2 reduction. As a result, electric vehicles (EVs) have become more popular in the current transport system to create more efficient energy. In recent years, t...

(This article belongs to the Special Issue Bidirectional Energy Transfer Technologies for Vehicle-to-Grid and Other Vehicle-to-X Applications, and Solutions to Issues Caused by High Electric Vehicle Penetration Rates)
  • Article
  • Open Access
3 Citations
1,756 Views
27 Pages

4 March 2026

To mitigate UAV (unmanned aerial vehicle) range limitation risks and scheduling disruptions caused by complex wind fields in urban instant delivery, this paper proposes a UAV–rider collaborative dispatching framework. By incorporating aerodynam...

(This article belongs to the Special Issue Innovative Applications of Drones in Last-Mile Delivery and Emergency Medical Response)
  • Article
  • Open Access
26 Citations
4,578 Views
22 Pages

A Fusion XGBoost Approach for Large-Scale Monitoring of Soil Heavy Metal in Farmland Using Hyperspectral Imagery

  • Xuqing Li,
  • Huitao Gu,
  • Ruiyin Tang,
  • Bin Zou and ,
  • Xiangnan Liu,
  • Huiping Ou,
  • Xuying Chen,
  • Yubin Song,
  • Wei Luo and
  • Bin Wen
  • + 5 authors+ 0 author

11 March 2025

Heavy metal pollution of farmland is worsened by the excessive introduction of heavy metal elements into soil systems, posing a substantial threat for global food security and human health. The traditional laboratory-based methods for monitoring soil...

(This article belongs to the Special Issue Heavy Metal Pollution and Prevention in Agricultural Soils)
  • Article
  • Open Access
1 Citations
1,418 Views
22 Pages

28 May 2025

Large-scale photovoltaic (PV) development has been widely promoted in northwest China and has yielded notable economic and industrial outcomes. However, the existing literature has not adequately examined the relationship between large-scale PV devel...

  • Article
  • Open Access
18 Citations
9,527 Views
26 Pages

Dynamic Optimization in JModelica.org

  • Fredrik Magnusson and
  • Johan Åkesson

19 June 2015

We present the open-source software framework in JModelica.org for numerically solving large-scale dynamic optimization problems. The framework solves problems whose dynamic systems are described in Modelica, an open modeling language supported by se...

(This article belongs to the Special Issue Algorithms and Applications in Dynamic Optimization)

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