Abstract
Kuijpers’s study, published in Science under the title “Cavitation-induced reactions in high-pressure carbon dioxide,” explores the phenomenon of acoustic cavitation in high-pressure liquid CO2. However, an analysis of the study suggests that the vapor pressure within bubbles in high-pressure liquid CO2 cannot remain constant or be balanced by static pressure, challenging the fundamental conditions required for acoustic cavitation. A critical prerequisite for cavitation is that the sound pressure must be proportional to the hydrostatic pressure, a condition that does not hold in Kuijpers’s experiments. This raises questions about the interpretation of the ultrasonic effects reported in the study, suggesting that they may not be caused by cavitation. The controversy surrounding acoustic cavitation in high-pressure CO2 is of significant academic interest, as it has implications for fields such as chemical processing, materials science, and ultrasound-assisted reactions. While the physical properties of supercritical CO2 closely resemble those of liquid CO2, experiments conducted with supercritical CO2 indicate that metal corrosion and polymer formation can occur in the absence of cavitation. Moreover, computational simulations have further demonstrated the mechanical effects of ultrasound in both liquid and supercritical CO2, reinforcing the need for a more precise understanding of the mechanisms involved.
1 Introduction
Ultrasonic cavitation technology has important application value in chemical reaction acceleration and the development of novel reaction pathways. However, the current research mainly focuses on normal temperature and pressure conditions, and there are still many unanswered questions about the cavitation phenomenon in high-pressure liquids, especially supercritical fluids [1,2]. Therefore, exploring ultrasonic cavitation in high-pressure liquid CO2 is not only of great significance for expanding the application of cavitation technology but also of academic value for understanding the fluid dynamics and thermodynamic processes in high-pressure environments [3].
1.1 Academic controversies and issues raised
In their 2002 study, Kuijpers et al. suggested that ultrasonic waves can induce cavitation in liquid CO2 at a static pressure of 58.2 bar, leading to metal corrosion and polymerization [4]. However, the assumption that “the vapor pressure inside the bubble remains constant during expansion and contraction and is in equilibrium with the external hydrostatic pressure” is contrary to the classical acoustic thermodynamic process. If this assumption is not valid, the vapor pressure inside the bubble (57.2 bar) calculated by Kuijpers may be in error. Therefore, verification of his experimental conclusions and theoretical assumptions becomes a key issue in the current study [5,6].
1.2 Research objectives and methods
The aim of this study is to investigate the ultrasonic cavitation phenomenon in high-pressure liquid CO2 through a combination of theoretical analysis, experimental verification, and numerical simulation. Specifically, the study will focus on the following aspects:
Analyze the effect of ultrasonic propagation on bubble dynamics in high-pressure CO2 through thermodynamic and hydrodynamic theories.
Designing experiments to investigate whether cavitation in CO2 can be induced under different sound intensities and static pressures and verifying the reproducibility of Kuijpers’ study [7].
To establish a computational model by numerical simulation to analyze the actual change of vapor pressure inside the bubbles to clarify the misunderstanding in Kuijpers’ study.
2 Analysis
Bubbles in a liquid may contain air, impurity gases, vapors, or simply void spaces, and their inner pressure contains all of them. The external pressure on a bubble is derived from the hydrostatic pressure and the bubble’s surface tension [8,9]. The static pressure of liquid carbon dioxide significantly exceeds the surface tension [10], so the external pressure around a bubble approximately equals the static pressure. It is generally accepted that under cavitation, the bubble’s radius changes considerably [9], while its volume changes according to the third power of the radius. The increase in the bubble’s volume causes a reduction in the inner pressure. The ultrasound must provide sufficient negative pressure to sustain the growth of the bubble volume.
Kuijpers et al. [6] discussed high-pressure carbon dioxide liquid, noting that the bubbles therein might contain carbon dioxide vapor. Based on observations of corrosion phenomena and polymer formation experiments, the authors asserted that cavitation had occurred, necessitating significant internal pressure within the bubbles. According to Kuijpers et al., the pressures inside and outside a bubble are in equilibrium at a specific moment; if the bubble grows, the inner pressure will decrease rapidly. In addition, they theorized that this pressure resulted solely from the extremely rapid vaporization of the external liquid carbon dioxide into vapor, thereby maintaining a substantial vapor pressure. The same is true in the positive pressure phase of the ultrasound. The difference is that the vapor inside the bubble must liquefy quickly enough to become liquid. However, this interpretation is considered unreliable.
The acoustic process is an isentropic process. During this investigation, we consider that the swift oscillation between the negative and positive pressure phases of the sound wave limits the heat exchange between the media [10]. The CO2 vapor inside the bubble and the liquid CO2 outside cannot exchange mass through vaporization and liquefaction. In Kuijpers et al. [6], during the compression phase of the bubbles, it is implausible for the vapor inside the bubbles to rapidly release heat and liquefy into the external liquid. Similarly, during the expansion phase, it is unlikely for the external liquid to rapidly absorb heat and vaporize into gas within the bubble. There is no exchange of material between the inside and outside of the bubble. As the bubble volume increases, the pressure generated by the vapor decreases; as it decreases, the pressure increases. The contribution of the vapor to the internal pressure is similar to that of air or other gases inside the bubble; the pressure decreases as the bubble expands and increases as it contracts. Vapor cannot provide a consistent pressure.
An ultrasonic wave with a pressure lower than the static pressure cannot sustain a continuously growing bubble. The same holds true during the positive pressure phase of the ultrasound. Therefore, as discussed in Kuijpers et al. [6], the bubble volume would not change significantly with low-intensity ultrasound, and cavitation could not occur.
In liquid carbon dioxide, assuming that the vapor pressure in a bubble does not change, its motion under the action of ultrasound can be solved with the Kyuchi-Yasui equation. Its solution, represented by a curve showing the significant change of the bubble radius with time, gives the false impression of cavitation under ultrasound.
Therefore, the simulation result of Kuijpers et al. does not represent a bubble’s real movement. This fact raises the question of how the experiment’s metal corrosion and polymer formation occurred. We investigated the situation in supercritical CO2.
Undoubtedly, the dynamic behavior of bubbles in supercritical CO2 with the action of ultrasound satisfies Newton’s equation, and the following formula allows us to estimate the Blake pressure threshold [9]:
where R 0 is the bubble’s initial radius, P 0 is the hydrostatic pressure, P v is the vapor pressure, and σ is the surface tension coefficient. Supercritical CO2 is a single-phase fluid with P v = 0, and its surface tension σ is extremely small [11]. Therefore, the Blake pressure threshold of supercritical carbon dioxide is P B = P 0. In other words, to induce cavitation in supercritical CO2, the amplitude of the ultrasonic pressure must reach the static pressure P 0.
2.1 Physical properties of supercritical CO2
Supercritical CO2 has gas–liquid phase mixing properties, with a density close to that of a liquid and a viscosity and diffusivity closer to that of a gas. These properties can lead to bubble dynamics that are significantly different from cavitation in a conventional liquid environment.
2.2 Effect of cavitation threshold
Since the surface tension of supercritical CO2 is much lower than that of conventional liquids, its cavitation threshold may be significantly lower. In addition, the high solvation capacity of supercritical fluids may affect the bubble growth and collapse process, which makes the conventional cavitation theory need to be revised in the supercritical environment.
2.3 Cavitation mechanisms in supercritical CO2
There is a need to further explore how the compressibility, thermal conductivity properties, and acoustic velocity changes of supercritical CO2 affect the formation, oscillation, and collapse of cavitation bubbles. This involves complex mechanisms such as thermodynamic phase transitions, supersonic flow, and molecular scale effects, which are recommended to be analyzed in depth with experimental data or numerical simulations.
3 Experiment
Kuijpers’s experiments demonstrate the corrosion of metallic plates and the formation of polymers under ultrasound in supercritical CO2. The setup consists of a high-pressure chamber, a pressurization system, and an ultrasonic vibration system. Figure 1(a) shows the schematic of the experimental device, and Figure 1(b) shows the experimental device.

(a) Diagrammatic sketch of the experimental device. (b) Experimental device.
Legend 1 represents the carbon dioxide gas tank, legend 2 signifies the air compressor, legend 3 denotes the booster pump, legend 4 designates the ultrasonic generator, and legend 5 corresponds to the high-pressure chamber.
Figure 2(a) displays the structure of the high-pressure chamber, and Figure 2(b) displays the actual high-pressure device.

(a) Diagrammatic sketch of the hyperbaric chamber structure. (b) Actual high-pressure device.
Legend 1 denotes a cylindrical stainless-steel chamber, its inner radius is 4 cm, outer radius is 6 cm, and length is 25 cm. An incorporated side window facilitates observation within the chamber. Upon launching ultrasonic waves, we observed distinct turbulence in the fluid through the chamber’s PVC window.
Legend 2 marks the input port for carbon dioxide. Legend 3 designates a temperature controller that detects the chamber’s temperature and regulates heating via a heater wrapped around the exterior. Legend 4 represents the nucleation gas inlet, which allows the creation of an artificial nucleus in carbon dioxide. Interestingly, during the experiment, it was discovered that impurities in the carbon dioxide generated bubbles even without the addition of nucleation gas, suggesting that nucleation gas might not have been necessary.
Legend 5 indicates the exhaust port, and Legend 6 marks the carbon dioxide inlet valve. Legend 7 represents the nucleation gas inlet valve, Legend 8 is the exhaust valve, and Legend 9 points to the ultrasonic transducer. The radiation area of the ultrasonic transducer is π × r 2 = 3.14 × 1.52 cm2 = 7.065 cm2, the operational frequency is 20 kHz, and the sound power is 1,000 W. The resulting acoustic power density was 141.5 W/cm2, comparable to the 125 W/cm2 observed in Kuijpers’ experiment. The ultrasonic transducer operated in cycles of 30 s, with a working time of 10 s followed by a 20-s pause.
Legend 10 designates the ultrasonic generator, and Legend 11 indicates a pressure gauge. The pressure and temperature inside the chamber slightly exceeded the critical point values for carbon dioxide, placing it in a supercritical state. The critical pressure and temperature for CO2 were 7.16 MPa and 31.4°C.
The experimental procedure unfolded as follows:
Cut a set of four clean zinc sheets of the same size. Immersed the first one in the hyperbaric chamber and fixed it firmly to prevent it from falling off.
Ensured the closure of each power and valve. Connected the joint surface of the ultrasonic transducer to the high-pressure cavitation chamber. Connected the carbon dioxide gas tank, the air compressor, the booster pump, the ultrasonic generator, and the hyperbaric chamber in order.
Initiated the air compressor to supply driving air for the booster pump. Subsequently, activated the booster pump, opened the carbon dioxide valve and the hyperbaric chamber valve, and introduced CO2 into the hyperbaric chamber. The booster pump increased the pressure in the hyperbaric chamber to 8 MPa, exceeding the critical pressure of 7.16 MPa.
Applied heat to the hyperbaric chamber and monitored the temperature, setting the temperature detector to 33℃, above the critical temperature of 31.4℃, which ensured that the carbon dioxide was supercritical.
Closed the carbon dioxide inlet and vent valves. Activated the ultrasonic generator and directed the ultrasonic transducer to emit ultrasonic waves into the supercritical carbon dioxide. Configured the experimental parameters, setting the ultrasonic transducer to operate for 200 cycles, with one working period of 30 s, including working for 10 s and pausing for 20 s.
Powered down the equipment and closed all valves, disconnected the ultrasonic transducer and the high-pressure chamber, and extracted the zinc sheet.
Placed the second zinc plate into the chamber, set the corresponding working cycle of the ultrasonic transducer 400 times, and then repeated experiments B–F.
Placed the third zinc plate into the chamber, set the corresponding working cycle of the ultrasonic transducer 600 times, and then repeated experiments B–F.
The fourth zinc plate was inserted into the chamber without the ultrasonic transducer being turned on, left in the supercritical carbon dioxide for 8 h, and then taken out. Used a scanning electron microscope to examine the four zinc sheets’ surface morphology.
Introduced the first 15 ml of methyl methacrylate (MMA) into the hyperbaric chamber. Set the working time of the ultrasonic instrument for 2 h.
Powered up the instruments and opened all valves. Activated the ultrasonic generator, and directed the ultrasonic transducer to emit ultrasonic waves into the supercritical carbon dioxide. Then, powered down the instruments, closed each valve, and removed the sample.
Introduced the second and third 15 ml of MMA into the chamber in order, setting the working time of the ultrasonic instrument for 5 and 7 h, respectively, and then repeated experiments J and K.
Introduced the fourth 15 ml of MMA into the chamber without activating the ultrasonic transducer, allowed it to remain in the supercritical carbon dioxide for 8 h, and then removed it.
Removed 5–8 ml of residual liquid from the chamber, evaluated the MMA reactants, and characterized the polymer by gel permeation chromatography (GPC).
Scanning electron microscope images revealed corrosion on metal plates exposed to ultrasound in supercritical CO2. The extent of corrosion on the metal plates was related to the duration of ultrasonic exposure; the longer the exposure time, the more pronounced the corrosion. This contrasts with the non-corroded metal plates that were not exposed to ultrasound. The corrosion pattern on the metal plates closely resembled that observed in Kuijpers’ experiment, as illustrated in Figure 3.

Corrosion experiment results of metallic sheets under varying ultrasonic action cycles. (a) Without ultrasonic action. (b) Two hundred cycles of ultrasonic action. (c) Four hundred cycles of ultrasonic action. (d) Six hundred cycles of ultrasonic action.
Placed 15 ml of methacrylate into the high-pressure chamber. In comparative experiments, the ultrasonic radiation durations were 2, 5, and 7 h. Removed 5–8 ml of residual liquid from the high-pressure chamber and characterized the polymer by GPC.
Figure 4 shows the GPC spectrum; it has a peak with a normal distribution and a narrow range. Hence, there might be large molecular weight substances produced in the reaction. With the extension of ultrasonic irradiation time, the peak position of GPC was advanced, and the molecular weight increased continuously. The average of the large molecular weight substance generated is 60,000–90,000 g/mol. In the contrast experiment, we placed pure MMA in the cavitation chamber; we did not detect the macromolecular polymer formation under the same experimental pressure and temperature conditions without an ultrasonic wave.

Comparison of molecular weight distribution of polymers.
To keep the carbon dioxide in a supercritical state during the experiment, we kept the temperature and pressure above the critical point. There is only one phase of supercritical carbon dioxide; as Kuijpers et al. [6] suggest, there is no CO2 vapor in the supercritical CO2 bubbles and, hence, no constant high vapor pressure. Additionally, ultrasonic waves with sound pressure amplitudes far below the critical pressure cannot induce cavitation in supercritical CO2. Nevertheless, similar to the metal corrosion and polymer formation experiments in Kuijpers et al. [6], we observed analogous effects, which were clearly not caused by cavitation. We conclude that cavitation is not responsible for the corrosion of metal sheets and the generation of polymers.
4 Sound field simulation
We simulated the acoustic wave equation using COMSOL Multiphysics 5.2a software. The simulated high-pressure chamber corresponded well with the actual chamber, as shown in Figure 5. We considered the walls of the hyperbaric chamber to be rigid and did not account for the acoustic absorption by the supercritical CO2. Due to the characteristic impedance of stainless steel, ρc (the product of density and speed of sound), being approximately 80 times greater than that of supercritical carbon dioxide, the assumption of rigid boundaries for the inner surfaces of the hyperbaric chamber is reasonable. The simplification did not affect the calculation results.

Simulation model of the hyperbaric chamber.
Due to the good symmetry of the hyperbaric chamber structure and the sound pressures within the entire chamber, ZOX and ZOY planes were primarily analyzed. The sound pressure amplitude on the central axis of the ultrasonic transducer was also evaluated. At the end face of the 180 mm amplitude lever on the Z-axis coordinate, a pressure of 1.22 × 105 Pa was applied. Effect diagrams are shown in Figure 6.

(a) Sound pressure levels inside the hyperbaric chamber. (b) ZOX cross-sectional sound pressure. (c) ZOY cross-sectional sound pressure. (d) Sound pressure on the cross-section of the hyperbaric chamber at Z = 185 mm.
In Figure 6(a), the sound pressure level inside the hyperbaric chamber exhibits strong symmetry, consistent with expectations. The maximum sound pressure level is 217.92 dB, corresponding to a sound pressure of 2.22 × 106 Pa, but still less than the supercritical carbon dioxide cavitation threshold of 107 Pa. The color at the end face of the amplitude-changing rod of the ultrasonic transducer is the darkest, indicating that the acoustic energy is primarily concentrated near the end face.
From Figure 6(b) and (c), it is observed that the amplitude of sound pressure exhibits periodic changes, due to the standing waves formed by the superposition of 20 kHz ultrasound with reflected waves. The extreme sound pressure values at the end surface and the middle of the transducer are relatively higher. The maximum sound pressure values of the ZOY and ZOX sections are 1.36 × 106 and 2.22 × 106 Pa, respectively, all within the range of 106 Pa. The amplitude of sound pressure in the 180–230 mm range is decreasing, indicating thermal viscous absorption during propagation in supercritical CO2.
In Figure 6(d), further analysis of the cross-sectional sound pressure distribution in the high-pressure chamber at Z = 185 mm reveals that the end face has seven maximum values, and four of these values of sound pressure amplitude reach the 106 Pa level, with a maximum of 1.51 × 106 Pa.
According to the actual sound power of the transducer, the effective value of the sound pressure radiated by the transducer into supercritical CO2 is 1.22 × 105 Pa. Figure 7 shows the simulated distribution of sound pressure amplitude along the axis of the ultrasonic transducer. The maximum at 191.2 mm is approximately 3.6 × 105 Pa, which is still far below the cavitation threshold for supercritical CO2.

Axial pressure amplitude distribution.
Figure 8 shows that the maximum velocity of carbon dioxide particle vibration on the axis of the ultrasonic transducer is 2.95 m/s, the average speed is 1.79 m/s, and the root-mean-square speed is 1.99 m/s, which is one order of magnitude higher than the vibration velocity of particles in water under similar conditions [12]. Figure 9 shows that the axis acceleration is in the order of 105 m/s2. The particle vibration velocity and acceleration exhibit a periodic distribution. The mechanical effect in supercritical CO2 is far stronger than that in water under similar conditions due to the minimal viscosity coefficient and surface tension of supercritical CO2, which is why ultrasound enhances metal corrosion and polymer formation in supercritical CO2. High-pressure liquid carbon dioxide has physical characteristics that are nearly supercritical [10]. The outcomes of the simulation also match the properties of supercritical carbon dioxide. This makes it very easy to explain the metal corrosion and polymer production processes in hyperbaric carbon dioxide liquids.

Velocity of carbon dioxide particle vibration.

Acceleration of carbon dioxide particle vibration.
5 Conclusion
The acoustic process is typically considered an isentropic process, where the vapor pressure inside a bubble changes as the bubble grows or collapses. Specifically, the vapor pressure inside the bubble decreases as its size increases and increases as the bubble shrinks. In this study, the contribution of the vapor pressure to the overall internal pressure of the bubble is considered equivalent to that of other gases within it.
This dynamic behavior of vapor pressure has direct implications for cavitation in both liquid and supercritical fluids. Cavitation occurs when the amplitude of ultrasonic pressure reaches or exceeds the Blake pressure threshold, which is a key factor for bubble formation. However, the challenge in supercritical fluid technology arises from the difficulty of obtaining the high-power ultrasound required to induce cavitation effectively. The high-pressure conditions that define supercritical fluids further complicate the process, as they impose physical limitations.
Despite these challenges, the unique properties of liquid CO2 and supercritical carbon dioxide, such as minimal surface tension and low viscosity, allow for the mechanical action of ultrasound to produce effects similar to cavitation. In this context, while true cavitation may not occur under the given conditions, ultrasound can still induce a cavitation-like effect, providing some potential for applications in supercritical fluid technology. Therefore, while cavitation in supercritical fluids is difficult to achieve, understanding the relationships between vapor pressure, bubble dynamics, and the properties of supercritical CO2 is crucial for advancing the use of ultrasound in these systems.
Acknowledgments
This work was supported by the National Natural Science Foundation of China (12074129) and the Project of Guangzhou City University of Technology (project number: 53-k0223007).
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Funding information: Authors state no funding involved.
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Author contributions: The authors confirm contribution to the article as follows: study conception and design: Ruonan Wan; data collection: Xiaoguang Sun; analysis and interpretation of results: Ruonan Wan and Xiaoguang Sun; and draft manuscript preparation: Yigang Lu and Guangzheng Yu. All authors have accepted responsibility for the entire content of this article and approved its submission.
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Conflict of interest: Authors state no conflict of interest.
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Data availability statement: The datasets generated during and/or analyzed during the current study are available from the corresponding author on reasonable request.
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- Perturbation-iteration approach for fractional-order logistic differential equations
- Variational formulations for the Euler and Navier–Stokes systems in fluid mechanics and related models
- Rotor response to unbalanced load and system performance considering variable bearing profile
- DeepFowl: Disease prediction from chicken excreta images using deep learning
- Channel flow of Ellis fluid due to cilia motion
- A case study of fractional-order varicella virus model to nonlinear dynamics strategy for control and prevalence
- Multi-point estimation weldment recognition and estimation of pose with data-driven robotics design
- Analysis of Hall current and nonuniform heating effects on magneto-convection between vertically aligned plates under the influence of electric and magnetic fields
- A comparative study on residual power series method and differential transform method through the time-fractional telegraph equation
- Insights from the nonlinear Schrödinger–Hirota equation with chromatic dispersion: Dynamics in fiber–optic communication
- Mathematical analysis of Jeffrey ferrofluid on stretching surface with the Darcy–Forchheimer model
- Exploring the interaction between lump, stripe and double-stripe, and periodic wave solutions of the Konopelchenko–Dubrovsky–Kaup–Kupershmidt system
- Computational investigation of tuberculosis and HIV/AIDS co-infection in fuzzy environment
- Signature verification by geometry and image processing
- Theoretical and numerical approach for quantifying sensitivity to system parameters of nonlinear systems
- Chaotic behaviors, stability, and solitary wave propagations of M-fractional LWE equation in magneto-electro-elastic circular rod
- Dynamic analysis and optimization of syphilis spread: Simulations, integrating treatment and public health interventions
- Visco-thermoelastic rectangular plate under uniform loading: A study of deflection
- Threshold dynamics and optimal control of an epidemiological smoking model
- Numerical computational model for an unsteady hybrid nanofluid flow in a porous medium past an MHD rotating sheet
- Regression prediction model of fabric brightness based on light and shadow reconstruction of layered images
- Dynamics and prevention of gemini virus infection in red chili crops studied with generalized fractional operator: Analysis and modeling
- Review Article
- Haar wavelet collocation method for existence and numerical solutions of fourth-order integro-differential equations with bounded coefficients
- Special Issue: Nonlinear Analysis and Design of Communication Networks for IoT Applications - Part II
- Silicon-based all-optical wavelength converter for on-chip optical interconnection
- Research on a path-tracking control system of unmanned rollers based on an optimization algorithm and real-time feedback
- Analysis of the sports action recognition model based on the LSTM recurrent neural network
- Industrial robot trajectory error compensation based on enhanced transfer convolutional neural networks
- Research on IoT network performance prediction model of power grid warehouse based on nonlinear GA-BP neural network
- Interactive recommendation of social network communication between cities based on GNN and user preferences
- Application of improved P-BEM in time varying channel prediction in 5G high-speed mobile communication system
- Construction of a BIM smart building collaborative design model combining the Internet of Things
- Optimizing malicious website prediction: An advanced XGBoost-based machine learning model
- Economic operation analysis of the power grid combining communication network and distributed optimization algorithm
- Sports video temporal action detection technology based on an improved MSST algorithm
- Internet of things data security and privacy protection based on improved federated learning
- Enterprise power emission reduction technology based on the LSTM–SVM model
- Construction of multi-style face models based on artistic image generation algorithms
- Special Issue: Decision and Control in Nonlinear Systems - Part II
- Animation video frame prediction based on ConvGRU fine-grained synthesis flow
- Application of GGNN inference propagation model for martial art intensity evaluation
- Benefit evaluation of building energy-saving renovation projects based on BWM weighting method
- Deep neural network application in real-time economic dispatch and frequency control of microgrids
- Real-time force/position control of soft growing robots: A data-driven model predictive approach
- Mechanical product design and manufacturing system based on CNN and server optimization algorithm
- Application of finite element analysis in the formal analysis of ancient architectural plaque section
- Research on territorial spatial planning based on data mining and geographic information visualization
- Fault diagnosis of agricultural sprinkler irrigation machinery equipment based on machine vision
- Closure technology of large span steel truss arch bridge with temporarily fixed edge supports
- Intelligent accounting question-answering robot based on a large language model and knowledge graph
- Analysis of manufacturing and retailer blockchain decision based on resource recyclability
- Flexible manufacturing workshop mechanical processing and product scheduling algorithm based on MES
- Exploration of indoor environment perception and design model based on virtual reality technology
- Tennis automatic ball-picking robot based on image object detection and positioning technology
- A new CNN deep learning model for computer-intelligent color matching
- Design of AR-based general computer technology experiment demonstration platform
- Indoor environment monitoring method based on the fusion of audio recognition and video patrol features
- Health condition prediction method of the computer numerical control machine tool parts by ensembling digital twins and improved LSTM networks
- Establishment of a green degree evaluation model for wall materials based on lifecycle
- Quantitative evaluation of college music teaching pronunciation based on nonlinear feature extraction
- Multi-index nonlinear robust virtual synchronous generator control method for microgrid inverters
- Manufacturing engineering production line scheduling management technology integrating availability constraints and heuristic rules
- Analysis of digital intelligent financial audit system based on improved BiLSTM neural network
- Attention community discovery model applied to complex network information analysis
- A neural collaborative filtering recommendation algorithm based on attention mechanism and contrastive learning
- Rehabilitation training method for motor dysfunction based on video stream matching
- Research on façade design for cold-region buildings based on artificial neural networks and parametric modeling techniques
- Intelligent implementation of muscle strain identification algorithm in Mi health exercise induced waist muscle strain
- Optimization design of urban rainwater and flood drainage system based on SWMM
- Improved GA for construction progress and cost management in construction projects
- Evaluation and prediction of SVM parameters in engineering cost based on random forest hybrid optimization
- Museum intelligent warning system based on wireless data module
- Special Issue: Nonlinear Engineering’s significance in Materials Science
- Experimental research on the degradation of chemical industrial wastewater by combined hydrodynamic cavitation based on nonlinear dynamic model
- Study on low-cycle fatigue life of nickel-based superalloy GH4586 at various temperatures
- Some results of solutions to neutral stochastic functional operator-differential equations
- Ultrasonic cavitation did not occur in high-pressure CO2 liquid
- Research on the performance of a novel type of cemented filler material for coal mine opening and filling
- Testing of recycled fine aggregate concrete’s mechanical properties using recycled fine aggregate concrete and research on technology for highway construction
- A modified fuzzy TOPSIS approach for the condition assessment of existing bridges
- Nonlinear structural and vibration analysis of straddle monorail pantograph under random excitations
- Achieving high efficiency and stability in blue OLEDs: Role of wide-gap hosts and emitter interactions
- Construction of teaching quality evaluation model of online dance teaching course based on improved PSO-BPNN
- Enhanced electrical conductivity and electromagnetic shielding properties of multi-component polymer/graphite nanocomposites prepared by solid-state shear milling
- Optimization of thermal characteristics of buried composite phase-change energy storage walls based on nonlinear engineering methods
- A higher-performance big data-based movie recommendation system
- Nonlinear impact of minimum wage on labor employment in China
- Nonlinear comprehensive evaluation method based on information entropy and discrimination optimization
- Application of numerical calculation methods in stability analysis of pile foundation under complex foundation conditions
- Research on the contribution of shale gas development and utilization in Sichuan Province to carbon peak based on the PSA process
- Characteristics of tight oil reservoirs and their impact on seepage flow from a nonlinear engineering perspective
- Nonlinear deformation decomposition and mode identification of plane structures via orthogonal theory
- Numerical simulation of damage mechanism in rock with cracks impacted by self-excited pulsed jet based on SPH-FEM coupling method: The perspective of nonlinear engineering and materials science
- Cross-scale modeling and collaborative optimization of ethanol-catalyzed coupling to produce C4 olefins: Nonlinear modeling and collaborative optimization strategies
- Special Issue: Advances in Nonlinear Dynamics and Control
- Development of a cognitive blood glucose–insulin control strategy design for a nonlinear diabetic patient model
- Big data-based optimized model of building design in the context of rural revitalization
- Multi-UAV assisted air-to-ground data collection for ground sensors with unknown positions
- Design of urban and rural elderly care public areas integrating person-environment fit theory
- Application of lossless signal transmission technology in piano timbre recognition
- Application of improved GA in optimizing rural tourism routes
- Architectural animation generation system based on AL-GAN algorithm
- Advanced sentiment analysis in online shopping: Implementing LSTM models analyzing E-commerce user sentiments
- Intelligent recommendation algorithm for piano tracks based on the CNN model
- Visualization of large-scale user association feature data based on a nonlinear dimensionality reduction method
- Low-carbon economic optimization of microgrid clusters based on an energy interaction operation strategy
- Optimization effect of video data extraction and search based on Faster-RCNN hybrid model on intelligent information systems
- Construction of image segmentation system combining TC and swarm intelligence algorithm
- Particle swarm optimization and fuzzy C-means clustering algorithm for the adhesive layer defect detection
- Optimization of student learning status by instructional intervention decision-making techniques incorporating reinforcement learning
- Fuzzy model-based stabilization control and state estimation of nonlinear systems
- Optimization of distribution network scheduling based on BA and photovoltaic uncertainty