Browse
Record Types
Records with Type: Published Article
20063. LAPSE:2023.19071
Influence of Cavitation in Common-Rail Diesel Nozzles on the Soot Formation Process through Measuring Soot Emissions
March 9, 2023 (v1)
Subject: Energy Systems
Keywords: cavitation, combustion process, diesel nozzle, soot emissions, soot formation process
The influence of cavitation in common-rail diesel nozzles on the soot formation process has been analysed experimentally. The soot formation process was characterized by measuring soot emissions in a single-cylinder engine, which was mounted on a test bench equipped with an opacimeter. In order to do this, operating conditions where the soot oxidation process was equivalent were chosen, whereby differences in the soot formation process were possible to be analysed. The results achieved confirm that cavitation provokes a soot formation process reduction. This reduction can be attributed by combining results of three effects: a reduction of the effective diameter, an increase in effective injection velocity, and an increase in turbulence level inside the nozzle orifice leading to a longer lift-off length. The three effects lead to a decrease in relative fuel/air ratio at the lift-off, therefore explaining the soot formation reduction.
20064. LAPSE:2023.19070
Distributed Finite-Time Secondary Frequency and Voltage Restoration Control Scheme of an Islanded AC Microgrid
March 9, 2023 (v1)
Subject: Process Control
Keywords: adaptive virtual impedance, finite-time control, frequency and voltage restoration, reactive power sharing
To solve the problems of frequency and voltage deviation caused by the droop control while meeting the requirements of rapid response, a distributed finite-time secondary control scheme is presented. Unlike the traditional cooperative controllers, this scheme is fully distributed; each unit only needs to communicate with its immediate neighbors. A control protocol for frequency restoration and active power sharing is proposed to synchronize the frequency of each unit to the reference value, and achieve accurate active power distribution in a finite-time manner as well. The mismatch of the line impedance is considered, and a consensus-based adaptive virtual impedance control is proposed. The associated voltage drop is considered to be the compensator for the voltage regulation. Then, a distributed finite-time protocol for voltage restoration is designed. The finite-time convergence property and the upper bound of convergence times are guaranteed with rigorous Lyapunov proofs. Case studi... [more]
20065. LAPSE:2023.19069
Feasibility Analysis of a DC Distribution System for a 6 kW Photovoltaic Installation in Ireland
March 9, 2023 (v1)
Subject: Energy Systems
Keywords: DC distribution system, DC vs. AC, Energy Efficiency, renewable energy integration
Recent developments in micro-grids have led to increased interest in DC distribution due to its high efficiency in distributing energy from renewable energy sources to DC loads. This paper seeks to analyse the performance of AC and DC systems in a relatively large-sized 6 kW PV installation to determine the level of improvement in efficiency provided by DC distribution and to identify methods for further improvement. Baseline annual data for the AC system were collected from a live installation on a national school in Inis Oirr, an island off the west coast of Ireland. The results indicate that usage of a DC distribution system has the potential to reduce system losses by up to 50% as well as the ability for an annual saving in grid energy of 5% compared to the existing AC system. Moreover, the analysis reveals that DC outperforms AC distribution more in spring and autumn, when power consumption is comparable to the system production, but there is less impact in summer, when PV product... [more]
20066. LAPSE:2023.19068
A Low Latency Secure Communication Architecture for Microgrid Control
March 9, 2023 (v1)
Subject: Process Control
Keywords: low latency communication, microgrid communication architecture, microgrid control, secure communication
The availability of secure, efficient, and reliable communication systems is critical for the successful deployment and operations of new power systems such as microgrids. These systems provide a platform for implementing intelligent and autonomous algorithms that improve the power control process. However, building a secure communication system for microgrid purposes that is also efficient and reliable remains a challenge. Conventional security mechanisms introduce extra processing steps that affect performance by increasing the latency of microgrid communication beyond acceptable limits. They also do not scale well and can impact the reliability of power operations as the size of a microgrid grows. This paper proposes a low latency secure communication architecture for control operations in an islanded IoT-based microgrid that solves these problems. The architecture provides a secure platform that optimises the standard CoAP/DTLS implementation to reduce communication latency. It als... [more]
20067. LAPSE:2023.19067
Study of Operation of the Thermoelectric Generators Dedicated to Wood-Fired Stoves
March 9, 2023 (v1)
Subject: Process Operations
Keywords: biomass combustion, micro-cogeneration, stove, thermoelectric generator
Thermoelectric generators are devices that harvest waste heat and convert it into useful power. They are considered as an additional power source in the domestic sector, but they can also be installed in off-grid objects. In addition, they are a promising solution for regions where there is a lack of electricity. Since biomass heating and cooking stoves are widely used, it is very appropriate to integrate thermoelectric generators with wood-fired stoves. This paper shows the experimental analysis of a micro-cogeneration system equipped with a wood-fired stove and two prototypical constructions of thermoelectric generators dedicated to mounting on the flue gas channel. The first version was equipped with one basic thermoelectric module and used to test various cooling methods, while the second construction integrated four basic thermoelectric modules and a water-cooling system. During the tests conducted, the electricity generated in the thermoelectric generators was measured by the ele... [more]
20068. LAPSE:2023.19066
Comparative Life Cycle Assessment of Merging Recycling Methods for Spent Lithium Ion Batteries
March 9, 2023 (v1)
Subject: Environment
Keywords: energy consumption, greenhouse gas emission, hydrometallurgical method, in-situ roasting reduction, Life Cycle Analysis, pyrometallurgical method, recycling, spent lithium-ion batteries
An urgent demand for recycling spent lithium-ion batteries (LIBs) is expected in the forthcoming years due to the rapid growth of electrical vehicles (EV). To address these issues, various technologies such as the pyrometallurgical and hydrometallurgical method, as well as the newly developed in-situ roasting reduction (in-situ RR) method were proposed in recent studies. This article firstly provides a brief review on these emerging approaches. Based on the overview, a life cycle impact of these methods for recovering major component from one functional unit (FU) of 1 t spent EV LIBs was estimated. Our results showed that in-situ RR exhibited the lowest energy consumption and greenhouse gas (GHG) emissions of 4833 MJ FU−1 and 1525 kg CO2-eq FU−1, respectively, which only accounts for ~23% and ~64% of those for the hydrometallurgical method with citric acid leaching. The H2O2 production in the regeneration phase mainly contributed the overall impact for in-situ RR. The transportation di... [more]
20069. LAPSE:2023.19065
A Comparative Study of the Impacts of Human Capital and Physical Capital on Building Sustainable Economies at Different Stages of Economic Development
March 9, 2023 (v1)
Subject: Environment
Keywords: green economy, human capital, physical capital, Solow model
This study investigated the contributions of human capital and physical capital to economies at different stages by measuring the economic development with the traditional GDP and green GDP. The traditional GDP stood for the quantity of economic growth, and the green GDP, taking both the energy consumption and environmental pollution into account, was employed to represent the sustainability of economic development. We used a panel data of 143 countries and regions during the period from 1990 to 2014, and results showed that the elasticities of output with respect to human capital were greater compared to physical capital, while green GDP was significantly more sensitive to changes in human capital than the traditional GDP. In particular, considering the unbalanced distribution of economic growth among countries and regions, we employed the quantile regression model to explore the heterogeneous roles of physical and human capital in different stages of economic development, which evide... [more]
20070. LAPSE:2023.19064
Assessing the Risk to Indoor Thermal Environments on Industrial Sites Offering AHU Capacity for Demand Response
March 9, 2023 (v1)
Subject: Environment
Keywords: air handling unit, demand response, demand side management, flexible capacity, industrial sector, smart grid
Increasing participation in demand response within the industrial sector may be crucial to growing the levels of available flexible capacity required to reliably control national electricity grids as renewable generation increases to satisfy emission targets. This research aims to assist the uptake of demand response in the industrial sector by investigating risk to indoor thermal environments on industrial sites offering air handling unit capacity for demand response. This evaluation uses a systematic model-based approach, calibrated and validated with empirical data from a relevant case study industrial building to assess risk through a number of scenarios. The conditions investigated cover several relevant grid response times and durations, and national and international extreme external ambient temperatures in the past, present and future under a variety of temperature limits. The study demonstrated that there is very low risk to the case study site participating in demand response... [more]
20071. LAPSE:2023.19063
Positive Energy Building Definition with the Framework, Elements and Challenges of the Concept
March 9, 2023 (v1)
Subject: Energy Policy
Keywords: energy balance, increasing share of renewables, occupants’ well-being, PEB, positive energy building, socio-technical framework, user engagement
Buildings account for 36% of the final energy demand and 39% of CO2 emissions worldwide. Targets for increasing the energy efficiency of buildings and reducing building related emissions is an important part of the energy policy to reach the Paris agreement within the United Nations Framework Convention on Climate Change. While nearly zero energy buildings are the new norm in the EU, the research is advancing towards positive energy buildings, which contribute to the surrounding community by providing emission-free energy. This paper suggests a definition for positive energy building and presents the framework, elements, and challenges of the concept. In a positive energy building, the annual renewable energy production in the building site exceeds the energy demand of the building. This increases two-way interactions with energy grids, requiring a broader approach compared to zero energy buildings. The role of energy flexibility grows when the share of fluctuating renewable energy inc... [more]
20072. LAPSE:2023.19062
Modeling Long-Term Electricity Generation Planning to Reduce Carbon Dioxide Emissions in Nigeria
March 9, 2023 (v1)
Subject: Planning & Scheduling
Keywords: CO2 emission, energy modeling, environmental impact, MESSAGE, Nigeria energy, SIMPACTS
The most recent assessments conducted by the International Energy Agency indicate that natural gas accounts for the majority of Nigeria’s fossil fuel-derived electricity generation, with crude oil serving mostly as a backup source. Fossil fuel-generated electricity represents 80% of the country’s total. In addition, carbon dioxide (CO2) emissions in Nigeria in 2018 (101.3014 Mtons) demonstrated a 3.83% increase from 2017. The purpose of this study is to suggest an alternate energy supply mix to meet future electrical demand and reduce CO2 emissions in Nigeria. The Model for Energy Supply Strategy Alternatives and their General Environmental Impact (MESSAGE) was used in this study to model two case situations of the energy supply systems in Nigeria to determine the best energy supply technology to meet future demand. The Simplified Approach to Estimating Electricity Generation’s External Costs and Impacts (SIMPACTS) code is also used to estimate the environmental impacts and resulting d... [more]
20073. LAPSE:2023.19061
Striving for Enterprise Sustainability through Supplier Development Process
March 9, 2023 (v1)
Subject: Planning & Scheduling
Keywords: car producers, content analysis, direct and indirect supplier development, ISO 26000, socially responsible supplier development, Supply Chain, sustainability reports
Much research has already been dedicated to the impact of the supply chain, but less attention has been paid to the potential of supplier development (SD) processes in strengthening enterprises’ sustainability performance. This study aimed to indicate how the approach to socially responsible supplier development has changed over the years (2010−2019) in the automotive sector considering the types of practices and the applied areas of social responsibility. The study was based on original and empirical content analysis research of sustainability reports of car producers. To identify changes in the approach to socially responsible supplier development (SRSD) practices, 17 criteria were identified within direct as well as indirect types of supplier development practices. Considering areas of social responsibility, we applied the core subjects of social responsibility based on the ISO 26000 standard. The findings revealed that during the analyzed period, there has been a recursive use of b... [more]
20074. LAPSE:2023.19060
Experimental Investigation on the Heat Flux Distribution and Pollutant Emissions of Slot LPG/Air Premixed Impinging Flame Array
March 9, 2023 (v1)
Subject: Environment
Keywords: heat flux, LPG, pollutant emission, slot impinging flame array
Experiments were carried out to investigate the heat transfer and pollutants emission characteristics of a slot LPG premixed flame array impinging normally onto a flat plate. The effects of jet-to-jet spacing (S/de), nozzle-to-plate distance (H/de), and jet Reynolds number (Re) on the heat flux and emission index of CO, CO2, and NOx/NO2 were examined. In addition, the thermal and emission characteristics between slot jets and circular jets were compared under identical experimental conditions. The results show that the more uniform heat flux distribution and higher total heat flux can be obtained at moderate jet-to-jet spacing, large jet-to-plate distance, and higher Reynolds number. EICO emissions can be influenced by the combined effects of jet-to-jet spacing, jet-to-plate distance, and higher Reynolds number. For the sake of the better combustion efficiency and lower EICO emission, the moderate jet-to-jet spacing (S/de = 2.5), larger jet-to-plate distance (H/de = 4), and relatively... [more]
20075. LAPSE:2023.19059
On the Impact of GDP per Capita, Carbon Intensity and Innovation for Renewable Energy Consumption: Worldwide Evidence
March 9, 2023 (v1)
Subject: Energy Systems
Keywords: carbon intensity, heterogeneity, impact factors, panel data, renewable energy consumption, research and development
The mitigation of climate change through ambitious greenhouse gases emission reduction targets constitutes a current priority at world level, reflected in international, regional and national agendas. Within the common framework for global climate action, an increased reliance on renewable energy sources, which would assist countries to reduce energy imports and cut fossil fuel use, emerged as the solution towards achieving worldwide energy security and sustainability through carbon-neutrality. As such, this study is aimed to investigate the heterogeneous effects of relevant economic and environmental driving factors for renewable energy consumption (REC) that emerge from current policy objectives (GDP per capita, carbon intensity, and research and development) through an empirical analysis of a wide panel of 94 countries, and five income-based subpanels, over the 1995−2019 period, by using heterogeneous panel data fixed-effects estimation techniques (static and dynamic) with robust Dr... [more]
20076. LAPSE:2023.19058
Comparison of Star and String Offshore DC Collector Grid Topologies on the Aspect of Stability—An Impedance Approach
March 9, 2023 (v1)
Subject: Energy Systems
Keywords: DC/DC converter, impedance based stability, MVDC grids, offshore grids, stability analysis, submarine cables, wind turbines
Offshore Direct Current (DC) collector grids are a promising technology for decreasing the installation and operation costs of offshore wind parks. Nevertheless, the stability properties and hence the design of such DC collector grids is not common or standardised. Hence, this paper describes an attempt to fill these gaps by analysing the stability of two different types of DC collector grids—star and string—by considering identical operating conditions. The approach follows a non-parametric formulation of the impedance based Nyquist Stability Criterion. The hyperbolic Π equivalent formulation of the telegraph equation is adopted for modelling the submarine cable due to high capacitance that is distributed and thus the conventional 50 Hz Π-model is not sufficient anymore. Furthermore, the paper shows how to integrate the complex dynamics of wind turbines into the overall stability assessment through an impedance building algorithm. Finally, it is shown how to stabilise the collector gr... [more]
20077. LAPSE:2023.19057
A Rationalised CFD Design Methodology for Turgo Turbines to Enable Local Manufacture in the Global South
March 9, 2023 (v1)
Subject: Modelling and Simulations
Keywords: Computational Fluid Dynamics, hydropower, manufacture, optimisation, parametric, Turgo
In the Global South, pico- and micro-hydropower turbines are often made by local workshops. Despite several advantageous features, e.g., a high power density and capacity to handle silt, there is no commonly available Turgo turbine design appropriate for local manufacture. Technological developments including the internet, CAD, and additive manufacturing increase the opportunity to precisely transfer designs around the world. Consequently, design improvements can be shared digitally and used by manufacturers in their local context. In this paper, a rationalised CFD approach was used to guide simple design changes that improve the efficiency of a Turgo turbine blade. The typical manufacturing capacity of the micro-hydropower industry in Nepal was used to rationalise the variation of potential design changes. Using the geometry and operational parameters from an existing design as a benchmark, a two-blade, homogenous, multiphase model was developed and run using the commercial code ANSYS... [more]
20078. LAPSE:2023.19056
A Topology Optimization Based Design of Space Radiator for Focal Plane Assemblies
March 9, 2023 (v1)
Subject: Optimization
Keywords: maximal thermal stiffness, optimization design, radiator, thermal design
In this paper, to improve the heat dissipation efficiency of a radiator for focal plane assemblies, a topology optimization method is introduced into the design process. For the realization of the optimization, an objective of maximal thermal stiffness concerning the radiator is formulated. The topology optimization is performed under the same mass constraint of 2.05 kg as the initial design. To improve the manufacturability of topology optimization result, an inverse design is conducted to reconstruct a new model. In transient thermal simulation, the average maximal temperature on focal plane assemblies with a reconstructed radiator is 8.626 °C, while the average maximal temperature with the initial design is 9.793 °C. Compared to the initial design, a decrease of 1.167 °C on maximal temperature is achieved. As the heat dissipation efficiency of the proposed radiator design is improved compared to the initial design, it is meaningful in future applications.
20079. LAPSE:2023.19055
Model Predictive Control of Internal Combustion Engines: A Review and Future Directions
March 9, 2023 (v1)
Subject: Process Control
Keywords: Artificial Intelligence, combustion control, emissions, internal combustion engines, Machine Learning, Optimization, predictive control
An internal combustion engine (ICE) is a highly nonlinear dynamic and complex engineering system whose operation is constrained by operational limits, including emissions, noise, peak in-cylinder pressure, combustion stability, and actuator constraints. To optimize today’s ICEs, seven to ten control actuators and 10−20 feedback sensors are often used, depending on the engine applications and target emission regulations. This requires extensive engine experimentation to calibrate the engine control module (ECM), which is both cumbersome and costly. Despite these efforts, optimal operation, particularly during engine transients and to meet real driving emission (RDE) targets for broad engine speed and load conditions, has still not been obtained. Methods of model predictive control (MPC) have shown promising results for real-time multi-objective optimal control of constrained multi-variable nonlinear systems, including ICEs. This paper reviews the application of MPC for ICEs and analyzes... [more]
20080. LAPSE:2023.19054
Regression Model-Based Flux Observer for IPMSM Sensorless Control with Wide Speed Range
March 9, 2023 (v1)
Subject: Process Control
Keywords: active flux, gradient algorithm, IPMSM, linear regression form, nonlinear observer, persistence of excitation, sensorless algorithm, signal injection
A new linear regression form is derived for a flux observer and a position observer is designed. In general, the observability of the permanent-magnet synchronous motor is lost at zero speed. In this work, the proposed regressor vector contains current derivative terms in both directions (dq-axis), and it gives the chance for the model-based flux observer to operate at zero speed. When an excitation signal is injected into d and q axes with the proposed flux observer, it helps to satisfy the persistent excitation condition in the low-speed range. Therefore, the sensorless performance of the model-based is improved greatly, even at zero speed. However, it appears with a disturbance term, which depends on the derivative of the d-axis current. Thus, the disturbance does not vanish when an excitation signal is injected. In this work, the disturbance term is also taken care of in constructing an observer. It results in an observer which allows signal injection. Thus, high frequency signal c... [more]
20081. LAPSE:2023.19053
CoME EASY—Synchronizing European Energy Award with Other Initiatives. Case Study: Romanian Local Communities
March 9, 2023 (v1)
Subject: Energy Systems
Keywords: covenant of mayors, European Energy Award, sustainable energy and climate action plan
CoME EASY is a European Union H2020 project started in May 2018, which aims to help local public authorities secure a more sustainable energy and climate policy, in line with the New Green Deal and Fit for 55 initiatives. The main idea of CoME EASY is to offer an integrated package of on-line tools that synchronize European Energy Awards (EEA) with Covenant of Mayors (CoM), ISOs, Smart Cities, and other initiatives that allow local communities to have multiple commitments for energy efficiency and climate with less effort. EEA is a quality management and awarding system for municipalities and regions, which started in 1988 in Switzerland and now includes more than 1700 municipalities from 8 countries and 10 new pilot countries with more than 65 million people belonging to the local communities that are involved. There are six main areas of activity in EEA (Development and Spatial Planning Strategy, Municipal Buildings and Facilities, Supply and Disposal, Mobility, Internal Organization... [more]
20082. LAPSE:2023.19052
SPICE-Aided Modeling of Daily and Seasonal Changes in Properties of the Actual Photovoltaic Installation
March 9, 2023 (v1)
Subject: Modelling and Simulations
Keywords: Modelling, photovoltaic installation, SPICE, thermal phenomena, weather parameters
This article proposes a model of an actual photovoltaic installation situated in the Gdynia Maritime University, Poland. This model is formulated in the form of a SPICE network. In the presented model, the influence of selected weather parameters and thermal phenomena on the properties of the components of this installation are taken into account. The structure of the analyzed installation and the form of the formulated model are both presented. By means of this model, values of the power produced by the installation considered in different seasons and different times of the day are computed. The obtained computation results are compared to the measurement results. Good agreement between the results of measurements and computations is obtained. The obtained results of the investigations confirm the considerable influence of weather conditions, as well as daily and seasonal changes in solar irradiation and the ambient temperature, on the electrical energy produced. In the summer months,... [more]
20083. LAPSE:2023.19051
Coordinated Control of Diesel Generators and Batteries in DC Hybrid Electric Shipboard Power System
March 9, 2023 (v1)
Subject: Energy Systems
Keywords: battery energy storage system, coordinated control, DC shipboard microgrid, diesel generator, hybrid electric ship, state of charge
Hybrid electric ships powered by diesel generators and batteries are the main configuration for shipboard microgrids (SMGs) in the current maritime industry. Extensive studies have been conducted for the hybrid operation mode, whereas the all-electric operation mode and the switching between the aforementioned two modes in a system with multiple generators and batteries have not been tested. In this paper, a coordinated approach for a hybrid electric ship is proposed, where two operation modes have been simultaneously considered. More specifically, for achieving an efficient operation with reduced generator wear losses, the governor-less diesel-engine-driven generators have been adopted in the study. According to the practical operation conditions, two operation modes, the all-electric and hybrid modes, are preset. Based on these, the coordination of the generators acting as the main power sources and batteries regulating the power flow and improving the generator efficiency is studied... [more]
20084. LAPSE:2023.19050
Implementation of a Photovoltaic Inverter with Modified Automatic Voltage Regulator Control Designed to Mitigate Momentary Voltage Dip
March 9, 2023 (v1)
Subject: Process Control
Keywords: distributed generation, grid-connected photovoltaic system, momentary voltage dip, reactive power, short-duration voltage variation
The main objective of this research is to propose an active and reactive power injection control in order to mitigate voltage sags. The proposed control strategy works in conjunction with a modified version of an automatic voltage regulator (AVR), where it will act on the active and reactive powers injected by the inverter to reduce the effects of voltage sags. In this way, the control will avoid possible shutdowns and damage to the equipment connected to the grid. The voltage improvement can be perceived for consumers connected to the power system. Modifications in AVR model and parameters are performed to speed up its performance, thus identifying the short-duration voltage variations (SDVV) and, consequently, the control acts to alter the powers, decreasing the active power injection and increasing the reactive power based on inverter capacity during the momentary voltage dip (MVD). Finally, when the fault is cleared, all values return to the pre-fault condition, so that the inverte... [more]
20085. LAPSE:2023.19049
Defining Uncertainty: Comparing Resource/Reserve Classification Systems for Coal and Coal Seam Gas
March 9, 2023 (v1)
Subject: Energy Systems
Keywords: Canadian Oil and Gas Evaluation Handbook (COGEH), case study, Chinese Standard (DZ/T 0216-2020), commerciality, Joint Ore Reserves Committee (JORC), Petroleum Resource Management System (PRMS), risk
Transparent, objective, and repeatable resource assessments should be the goal of companies, investors, and regulators. Different types of resources, however, may require different approaches for their quantification. In particular, coal can be treated both as a solid resource (and thus be mined) as well as a reservoir for gas (which is extracted). In coal mining, investment decisions are made based on a high level of data and establishment of seam continuity and character. The Australasian Code for Reporting of Exploration Results, Mineral Resources and Ore Reserves (the JORC Code) allows deposits to be characterised based on the level of geological and commercial certainty. Similarly, the guidelines of the Petroleum Resource Management System (PRMS) can be applied to coal seam gas (CSG) deposits to define the uncertainty and chance of commercialisation. Although coal and CSG represent two very different states of resources (i.e., solid vs. gaseous), their categorisation in the JORC C... [more]
20086. LAPSE:2023.19048
Exact Symmetric Solutions of MHD Casson Fluid Using Chemically Reactive Flow with Generalized Boundary Conditions
March 9, 2023 (v1)
Subject: Process Control
Keywords: chemical reaction, heat production, Laplace transforms, magnetized Casson fluid
Dynamic analysis of magnetic fluids with the combined effect of heat sink and chemical reactions based on their physical properties demonstrates strong shock resistance capabilities, low-frequency response, low energy consumption, and high sensitivity. Therefore, the applied magnetic field always takes diamagnetic, ferromagnetic, and paramagnetic forms. The influence of radiation is considered in the temperature profile. This manuscript investigates an analytic solution of incompressible and magnetic Casson fluid in Darcy’s medium subjected to temperature and concentration dependence within a porous-surfaced plate with generalized boundary conditions. The substantial mathematical technique of the Laplace transform with inversion is invoked in the governing equations of the magnetic Casson fluid. The analytic results are transformed into a special function for the plate with a constant velocity, a plate with linear velocity, a plate with exponential velocity, and a plate with sinusoidal... [more]
20087. LAPSE:2023.19047
Intelligent Detection of Small Faults Using a Support Vector Machine
March 9, 2023 (v1)
Subject: Energy Systems
Keywords: coal seam, seismic attribute, small fault, support vector machine, variable mode decomposition
The small fault with a vertical displacement (or drop) of 2−5 m has now become an important factor affecting the production efficiency and safety of coal mines. When the 3D seismic data contain noise, it is easy to cause large errors in the prediction results of small faults. This paper proposes an intelligent small fault identification method combining variable mode decomposition (VMD) and a support vector machine (SVM). A fault forward model is established to analyze the response characteristics of different seismic attributes under the condition of random noise. The results show that VMD can effectively realize the attenuation of random noise and the seismic attributes extracted on this basis have a good correlation with the small fault. Through the analysis of the SVM algorithm and the fault forward model, it is proved that it is feasible to realize intelligent predictions of small faults by using seismic attributes as the input of a SVM. The fault prediction method using a SVM tha... [more]
[Show List of Record Types]

