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Records with Keyword: Renewable and Sustainable Energy
826. LAPSE:2023.11579
Developing a Theoretical Framework to Explain the Social Acceptability of Wind Energy
February 27, 2023 (v1)
Subject: Energy Systems
Keywords: bounded rationality, literature review, media, NIMBY, Renewable and Sustainable Energy, social acceptability, social acceptance, theoretical framework, wind energy
The social acceptability of wind farms has been researched for several decades now, with the first research tracing back to the 1980s. This paper aims to deliver a literature review within the structural framework proposed by the paper of variables influencing the acceptability of wind farms. The large amount of research published on the social acceptability of wind farms requires an effort to identify and categorise variables to deliver a holistic understanding of opposition and support to wind energy. We classify the variables into three main categories: first, ‘psychological variables’, including perceived benefits and costs, emotions, and attitudes; second, ‘contextual variables’, including community energy schemes and media influence; and finally, third, ‘personal resources’, including income or wealth, place of residence, and relevant knowledge in relation to the wind farm. In agreement with other scholars, we argue that NIMBYism (not in my backyard) is an outdated and simplistic... [more]
827. LAPSE:2023.11245
An Effective Optimisation Method for Coupled Wind−Hydrogen Power Generation Systems Considering Scalability
February 27, 2023 (v1)
Subject: Energy Systems
Keywords: economic analysis model, economic comparison between regions, optimisation analysis method, Renewable and Sustainable Energy, wind–hydrogen coupled power generation system
A wind−hydrogen coupled power generation system can effectively reduce the power loss caused by wind power curtailment and further improve the ability of the energy system to accommodate renewable energy. However, the feasibility and economy of deploying such a power generation system have not been validated through large-scale practical applications, and the economic comparison between regions and recommendations on construction are still lacking. In order to solve the aforementioned problems, this paper establishes an economic analysis model for the wind−hydrogen coupled power generation system and proposes a linear optimisation-based priority analysis method focusing on the major net present value for regional energy system as well as a cost priority analysis method for hydrogen production within sample power plants. The case study proves the effectiveness of the proposed analysis methods, and the potential to develop wind−hydrogen coupled power generation systems in various provinc... [more]
828. LAPSE:2023.11175
Environmental and Energy Conditions in Sustainable Regional Development
February 27, 2023 (v1)
Subject: Energy Policy
Keywords: air pollution, energy policy, environmental conditions, region development, Renewable and Sustainable Energy
Climate change is taking place on a global scale and it is substantially affected by human activity, including increasing greenhouse gas emissions. One of the thematic objectives of EU’s new financial objective is a more environmentally friendly low-emission Europe that promotes clean and fair energy transformation, green investments, and a circular economy, among others. The Polish economy is mainly based on energy production from conventional sources (fossil fuels). Considering that the demand for electricity in Poland is predicted to increase by as much as 50% until 2040, it is necessary to take action aimed at increasing the share of renewable energy sources. The subject of analysis is the Opolskie Voivodeship (a NUTS 2 type region), the capital of which features the biggest Polish coal power plant. In 2014−2019, it was expanded by two units with 1800 MW in total capacity, thereby indicating that investments in energy obtained from conventional sources are still implemented and to... [more]
829. LAPSE:2023.10952
A Review on Geothermal Renewable Energy Systems for Eco-Friendly Air-Conditioning
February 27, 2023 (v1)
Subject: Energy Systems
Keywords: Earth-to-Air Heat eXchangers, geothermal, ground source heat pumps, Renewable and Sustainable Energy
Nowadays, air conditioning consumes, on average, around one-fifth of the total power used in buildings globally. The present paper aims to provide the present status on the employment of Earth-to-Air Heat eXchangers (EAHX) to contain the consumption of energy and to reduce the effect on the environment in response to the Montreal and Kyoto protocols in a way to achieve cleaner energy production with a low Global Warming Potential (GWP) and a low ozone depletion potential (ODP). Different peculiarities and applications (direct or hybrid) are critically analyzed and reviewed. Specifically, in this paper, the different hybrid applications presented in the literature, where the Earth-to-Air Heat eXchangers are coupled to advanced systems, are reviewed. Finally, an IoT-based EAHX control system plan is reported and discussed to optimize energy efficiency and thermal comfort to suit operating conditions under different time zones.
830. LAPSE:2023.10944
Antecedents of Creating Business Models in the Field of Renewable Energy Based on the Concept of the New Age of Innovation
February 27, 2023 (v1)
Subject: Energy Systems
Keywords: business models, Renewable and Sustainable Energy, sustainability development, The New Age of Innovation
The purpose of this paper is to identify the antecedence of business models for the renewable energy sector, characterise their concepts and structure, and assess the importance of innovation in the creation of value for the customer and for the business in the examined business models. According to the concept of K. Prahalad and M. S. Krishnan, an operational business model consists of three basic components. The first two are social architecture and technical architecture that represent specific resources. The third component comprises business processes. The operating business model according to the principles of the New Era of Innovation was used. The business models were presented as case studies of the following: a photovoltaic farm, a passive building and a local (communal) biogas plant. A desk research method was employed as well as triangulation of the research methods of non-participant observation, unstructured interview and business documentation review, in order to develop... [more]
831. LAPSE:2023.10938
Opportunities and Limitations of Hydrogen Energy in Poland against the Background of the European Union Energy Policy
February 27, 2023 (v1)
Subject: Energy Policy
Keywords: European Green Deal, hydrogen economy, Polish Hydrogen Strategy, Renewable and Sustainable Energy, SWOT/TOWS analysis
One of the strategic goals of developed countries is to significantly increase the share of renewable energy sources in electricity generation. However, the process may be hindered by, e.g., the storage and transport of energy from renewable sources. The European Union countries see the development of the hydrogen economy as an opportunity to overcome this barrier. Therefore, since 2020, the European Union has been implementing a hydrogen strategy that will increase the share of hydrogen in the European energy mix from the current 2 percent to up to 13−14 percent by 2050. In 2021, following the example of other European countries, the Polish government adopted the Polish Hydrogen Strategy until 2030 with an outlook until 2040 (PHS). However, the implementation of the strategy requires significant capital expenditure and infrastructure modernisation, which gives rise to question as to whether Poland is likely to achieve the goals set out in the Polish Hydrogen Strategy and European Gree... [more]
832. LAPSE:2023.10912
Fault Detection and Classification in Transmission Lines Connected to Inverter-Based Generators Using Machine Learning
February 27, 2023 (v1)
Subject: Process Monitoring
Keywords: Bayesian optimization, fault classification, Fault Detection, inverter-based generators, Machine Learning, power system protection, Renewable and Sustainable Energy
Integrating inverter-based generators in power systems introduces several challenges to conventional protection relays. The fault characteristics of these generators depend on the inverters’ control strategy, which matters in the detection and classification of the fault. This paper presents a comprehensive machine-learning-based approach for detecting and classifying faults in transmission lines connected to inverter-based generators. A two-layer classification approach was considered: fault detection and fault type classification. The faults were comprised of different types at several line locations and variable fault impedance. The features from instantaneous three-phase current and voltages and calculated swing-center voltage (SCV) were extracted in time, frequency, and time−frequency domains. A photovoltaic (PV) and a Doubly-Fed Induction Generator (DFIG) wind farm plant were the considered renewable resources. The unbalanced data problem was investigated and mitigated using the... [more]
833. LAPSE:2023.10904
Study on Heating and Cooling Performance of Air-to-Water Heat Pump System for Protected Horticulture
February 27, 2023 (v1)
Subject: Energy Systems
Keywords: greenhouse energy, greenhouse heating and cooling, greenhouse microclimate, Renewable and Sustainable Energy
There is much interest in alternative energy sources for greenhouse heating and cooling, due to the impact of severe climatic conditions and increasing fossil fuel prices. The main objective of this study was to experimentally evaluate the performance of an air-to-water heat pump (AWHP) system to fulfil the cooling and heating energy requirements of a three-spanned greenhouse under local weather conditions in Daegu, South Korea. For this purpose, a system comprising three air-to-water heat pumps, a water storage tank, and fan coil units (FCU)s was designed. Experiments were conducted extensively during the summer and winter seasons. The maximum heating and cooling energy supply to the greenhouse was 210 kcal∙h−1∙m−2 and 230 kcal∙h−1∙m−2, respectively. Based on the outcomes of this study, the AWHP system can provide heating during the winter season. During the summer season, the FCU capacity was insufficient to provide the desired cooling to achieve the setpoint air temperature inside t... [more]
834. LAPSE:2023.10898
RES Market Development and Public Awareness of the Economic and Environmental Dimension of the Energy Transformation in Poland and Lithuania
February 27, 2023 (v1)
Subject: Environment
Keywords: electricity prices, energy policies, energy security, energy transition, Renewable and Sustainable Energy
Energy transformation in the European Union countries is progressing. Its scope is defined by formal and legal regulations and its effectiveness by the position of decision-makers, legitimised by public support for a particular type of challenge. Both issues are the focus of this article. The promotion of environmental protection measures is currently strongly promoted globally. Hence the widespread acceptance in principle of the changes associated with the implementing of the Green New Deal in the energy sector is not surprising. However, to what extent is knowledge of the solutions constituting the mainstream transition (renewable energy sources) ingrained among communities? Does the level of public awareness influence individual consumer choices, modelling the market? The threads outlined above inspired deliberations focused on analysing the assumptions behind energy transition in the EU, with particular reference to the countries directly bordering the line of the ongoing conflict... [more]
835. LAPSE:2023.10890
Energy Loss Reduction for Distribution Networks with Energy Storage Systems via Loss Sensitive Factor Method
February 27, 2023 (v1)
Subject: Energy Management
Keywords: chance constraint, energy storage system, loss reduction, loss sensitivity factors, Renewable and Sustainable Energy
The loss of distribution networks caused by various electrical motors including transformers and generators can significantly affect the efficiency and economical operation of the power grid, especially for new power systems with high penetration of renewable energies. In this paper, the potential of using an energy storage system (ESS) for loss reduction is investigated, where a novel two-stage method for key-bus selection and ESS scheduling is proposed. At the first stage, the most sensitive key buses to the variation of load are selected by using the loss sensitive factors (LSF) method. At the second stage, ESS scheduling is conducted by solving an optimization problem with uncertainties caused by high penetration of renewable energies, where the uncertainties are characterized by confidence levels. The optimal scheduling of ESS including locations, capacities, and working modes are obtained at the second stage. The effectiveness of the proposed method is demonstrated via numerical... [more]
836. LAPSE:2023.10859
Energy Diversification: A Friend or Foe to Economic Growth in Nordic Countries? A Novel Energy Diversification Approach
February 27, 2023 (v1)
Subject: Environment
Keywords: climate change, economic growth, energy diversification, environment, Renewable and Sustainable Energy, SDGs, sustainable development
Energy is essential to achieving economic growth, yet the production of energy results in the emission of carbon dioxide, the primary factor in the deterioration of the environment and the acceleration of climate change. In this sense, the diversity of energy sources can contribute to achieving both environmentally sustainable development. This study investigates the relationship between energy diversification and economic growth in Nordic nations by employing a unique measure of energy diversity. The Nonlinear Panel Autoregressive Distributed Lag (NPARDL) approach is utilized in the research, and it looks at data from 1998 through 2018. According to our results, these nations experience favorable economic growth when there is an increase in the long-term diversity of their energy sources. However, in the near term, they have seen negative economic development due to the diversification of their energy sources. According to these findings, energy diversification benefits Nordic economi... [more]
837. LAPSE:2023.10820
Time-Decoupling Layered Optimization for Energy and Transportation Systems under Dynamic Hydrogen Pricing
February 27, 2023 (v1)
Subject: Energy Systems
Keywords: dynamic hydrogen pricing, hydrogen-powered vehicle, layered optimization, Renewable and Sustainable Energy, routing optimization
The growing popularity of renewable energy and hydrogen-powered vehicles (HVs) will facilitate the coordinated optimization of energy and transportation systems for economic and environmental benefits. However, little research attention has been paid to dynamic hydrogen pricing and its impact on the optimal performance of energy and transportation systems. To reduce the dependency on centralized controllers and protect information privacy, a time-decoupling layered optimization strategy is put forward to realize the low-carbon and economic operation of energy and transportation systems under dynamic hydrogen pricing. First, a dynamic hydrogen pricing mechanism was formulated on the basis of the share of renewable power in the energy supply and introduced into the optimization of distributed energy stations (DESs), which will promote hydrogen production using renewable power and minimize the DES construction and operation cost. On the basis of the dynamic hydrogen price optimized by DES... [more]
838. LAPSE:2023.10817
Techno-Economic Feasibility of a Solar-Wind-Fuel Cell Energy System in Duqm, Oman
February 27, 2023 (v1)
Subject: Process Design
Keywords: Batteries, fuel cell, hydrogen production, PV, Renewable and Sustainable Energy, wind turbines
Duqm is located in the Al Wasta Governorate in Oman and is currently fed by 10 diesel generators with a total capacity of around 76 MW and other rental power sources with a size of 18 MW. To make the electric power supply come completely from renewables, one novel solution is to replace the diesel with hydrogen. The extra energy coming from the PV-wind system can be utilized to produce green hydrogen that will be utilized by the fuel cell. Measured data of solar insolation, hourly wind speeds, and hourly load consumption are used in the proposed system. Finding an ideal configuration that can match the load demand and be suitable from an economic and environmental point of view was the main objective of this research. The Hybrid Optimization Model for Multiple Energy Resources (HOMER Pro) microgrid software was used to evaluate the technical and financial performance. The findings demonstrated that the suggested hybrid system (PV-wind-fuel cell) will remove CO2 emissions at a cost of e... [more]
839. LAPSE:2023.10790
Toward Understanding Renewable Energy and Sustainable Development in Developing and Developed Economies: A Review
February 27, 2023 (v1)
Subject: Environment
Keywords: developed and developing economies, energy consumption, Renewable and Sustainable Energy, sustainable development
In recent years, there has been an upsurge of studies on sustainable development. The majority of research focuses on developed countries and issues that are incompatible with developing nations. This study addresses a gap in the literature by reviewing the research on developed and developing economies, as well as their social and environmental boundaries, under the renewable energy and sustainable development (RESD) nexus. It also explores how RESD may be applied in extreme situations such as population increase, energy supply disruptions, and transportation shortfalls. The fundamental contribution of this paper is to provide detailed debate from the perspective of economic growth hypotheses and their relationship with energy usage and renewable energy solutions for sustainable growth and development.
840. LAPSE:2023.10770
The Determinants of the Environmental Performance of EU Financial Institutions: An Empirical Study with a GLM Model
February 27, 2023 (v1)
Subject: Environment
Keywords: environmental performance, GLM, Renewable and Sustainable Energy, socio-economic determinants
Within the last few decades, the issue of the environmental performance of European financial institutions has become a significant feature of their strategic plans. Financial institutions can contribute through their own activities and investments, and also through their relationship with economic sectors and consumers, in decreasing environmental footprint. The purpose of this research is to investigate the determinants that affect the environmental performance of European financial institutions. Financial markets have been selected as the main research field for this study, as it presents an opportunity for environmental policy and is useful in view of the need for a wider range of policy instruments. Moreover, on a more practical level, financial institutions can interact with the environment in several ways, such as investors, innovators, valuers, powerful stakeholders, and polluters. The study is based on a mixed methodology approach, which integrates: (i) bibliometric analysis b... [more]
841. LAPSE:2023.10736
Energy Efficiency of Tall Buildings: A Global Snapshot of Innovative Design
February 27, 2023 (v1)
Subject: Energy Systems
Keywords: architectural design, non-renewable energy, passive design, Renewable and Sustainable Energy, sustainable tall buildings, technology
Design priorities for tall and supertall buildings have for some time shifted to achieving more energy efficiency to address the energy needs of the increasing global population. Engineers and architects aim to achieve energy conservation through active and passive approaches, pursuing technological innovations and adopting climate-responsive design. Because of the green movement currently dominating the building industry, tall buildings that need a massive amount of energy to build and operate, and the practical desire to switch from non-renewable to clean renewable energy resources, intense attention has been given to the energy efficiency of tall buildings in the recent past. Due to the vast array of energy-efficient design features, equipment, and applications available now, it is timely to examine the pros and cons of these issues. This review paper is an attempt to comprehensively present and deliberate these issues. It illustrates and discusses the concepts and applications thro... [more]
842. LAPSE:2023.10678
Development of the Biomethane Market in Europe
February 27, 2023 (v1)
Subject: Energy Systems
Keywords: biogas, biomethane, methanation, Renewable and Sustainable Energy
The challenges related to climate policy and the energy crisis caused the search for alternative ways of obtaining energy, one of the essential tasks faced by scientists and political decision-makers. Recently, much attention has been paid to biomethane, which is perceived as a substitute for natural gas. Compared to the traditional combustion of biogas in cogeneration units (CHP), upgrading it to the form of biomethane can bring both environmental benefits (reduction in GHG emissions) and economic benefits (higher efficiency of energy use contained in biomass). The purpose of this review was a comprehensive assessment of the conditions and opportunities for developing the biomethane sector in the EU in the face of challenges generated by the energy and climate crisis. The article reviews the condition of the biomethane market in the European Union, focusing on such issues as biomethane production technologies, current and future supply and demand for biomethane, and biomethane product... [more]
843. LAPSE:2023.10677
Decarbonization Analysis for Thermal Generation and Regionally Integrated Large-Scale Renewables Based on Minutely Optimal Dispatch with a Kentucky Case Study
February 27, 2023 (v1)
Subject: Energy Systems
Keywords: decarbonization, electric power system adequacy, generation portfolio, optimal economic dispatch, Renewable and Sustainable Energy, solar PV, thermal generation, wind energy
Decarbonization of existing electricity generation portfolios with large-scale renewable resources, such as wind and solar photo-voltaic (PV) facilities, is important for a transition to a sustainable energy future. This paper proposes an ultra-fast optimization method for economic dispatch of firm thermal generation using high granularity, one minute resolution load, wind, and solar PV data to more accurately capture the effects of variable renewable energy (VRE). Load-generation imbalance and operational cost are minimized in a multi-objective clustered economic dispatch problem with various generation portfolios, realistic generator flexibility, and increasing levels of VRE integration. The economic feasibility of thermal dispatch scenarios is evaluated through a proposed method of levelized cost of energy (LCOE) for clustered generation portfolios. Effective renewable economics is applied to assess resource adequacy, annual carbon emissions, renewable capacity factor, over generati... [more]
844. LAPSE:2023.10582
Sector Coupling and Migration towards Carbon-Neutral Power Systems
February 27, 2023 (v1)
Subject: Energy Systems
Keywords: electricity, gas, heat, Hydrogen, Renewable and Sustainable Energy, sector coupling
There is increasing interest in migrating to a carbon-neutral power system that relies on renewable energy due to concerns about greenhouse gas emissions, energy shortages, and global warming. However, the increasing share of renewable energy has added volatility and uncertainty to power system operations. Introducing new devices and using flexible resources may help solve the problem, but expanding the domain of the problem can be another solution. Sector coupling, which integrates production, consumption, conversion, and storage by connecting various energy domains, could potentially meet the needs of each energy sector. It can also reduce the generation of surplus energy and unnecessary carbon emissions. As a result, sector coupling, an integrated energy system, increases the acceptance of renewable energy in the traditional power system and makes it carbon neutral. However, difficulties in large-scale integration, low conversion efficiency and economic feasibility remain obstacles.... [more]
845. LAPSE:2023.10573
Water Energy Nexus and Energy Transition—A Review
February 27, 2023 (v1)
Subject: Environment
Keywords: energy transition, energy-for-water, net zero emissions, Renewable and Sustainable Energy, sustainable development goal, water-for-energy, water–energy nexus
The new perspectives of the water−energy nexus, water-for-energy and energy-for-water, emphasize the current and future need to find ways to produce as much energy with as low an amount of water as possible and to obtain as much water with as little energy as possible. In order to promote and implement the concept of sustainable development, the understanding of the dynamic and complex relationship between water and energy is crucial, especially in the context of energy transition. This paper presents a comprehensive analysis of the recent approaches regarding water and energy and the interlink during implementation, operation and servicing of various water and energy production systems. This endeavor is placed in the context of current energy transition from fossil fuels to renewable energy sources. A qualitative and quantitative analysis is performed with various literature solutions from water-for-energy and energy-for-water perspectives for a broader view of the impact of implement... [more]
846. LAPSE:2023.10556
Energy Transition Scenarios for Energy Poverty Alleviation: Analysis of the Delphi Study
February 27, 2023 (v1)
Subject: Energy Policy
Keywords: energy management, energy poverty, energy transformation, Renewable and Sustainable Energy, scenario
Energy poverty is a phenomenon that is affecting an increasing number of EU citizens. It occurs when people are unable to buy enough energy to meet their needs at a socially acceptable level. Despite the many efforts and measures taken to prevent this negative phenomenon, the looming energy crisis could exacerbate it. On the one hand, efforts towards energy transition are intended to prevent this phenomenon, but on the other hand, inadequate restraint on the energy market may lead to its escalation. Various scenarios need to be analysed to ensure that the risks associated with energy shortages do not lead to even greater levels of energy poverty, with negative consequences for societies, economies, and the environment. Using a scenario approach and expert research, as well as mathematical−statistical tools, the article presents possible scenarios related to the implementation of measures affecting energy transformation and the transition to renewable energy sources in economies. These... [more]
847. LAPSE:2023.10484
Evaluation of Different Optimization Techniques and Control Strategies of Hybrid Microgrid: A Review
February 27, 2023 (v1)
Subject: Energy Systems
Keywords: control strategy, IHMS, Optimization, Renewable and Sustainable Energy, solar energy, wind energy
Energy consumption is increasing rapidly; hence, the energy demand cannot be fulfilled using traditional power resources only. Power systems based on renewable energy, including solar and wind, are effective and friendly for the environment. Islanded hybrid microgrid systems (IHMS) are relatively new in this industry and combine two or more sustainable sources, such as wind turbines, solar photovoltaic (PV), and other renewable alternatives, ocean, wave, and geothermal energy, etc. While sustainable, long-lasting power sources are the best choice to satisfy the growing energy demands, they are still not yet ready to be used on a large scale due to their stochastic characteristics. Furthermore, integrating these sources into the existing energy system can cause high technical difficulties, due to the stochastic nature of solar and wind in the conventional grid system and common stand-alone framework. A review of research and applications of the effective hybridization of renewable energ... [more]
848. LAPSE:2023.10469
An Analysis of Circular Economy Literature at the Macro Level, with a Particular Focus on Energy Markets
February 27, 2023 (v1)
Subject: Environment
Keywords: circular economy, energy transition, Renewable and Sustainable Energy, Sustainability, waste to energy
Sustainability is a strategic approach to develop a more sustainable economy to support the environment and socio-economic development. Literature on sustainability has been concerned mainly with global warming and environmental degradation issues, whereas the Circular Economy (CE) concept has recently been suggested as an alternative solution to support market sustainability and deal with both environmental and socio-economic challenges. In order to tackle these challenges, countries must switch from linear economies that follow the “take-make-dispose” principle to circular and sustainable economies. This study applies a structural and conceptual literature review to elucidate the most decisive determinants in the formation of circular strategies, particularly in the context of the energy sector. This study examines obstacles that hinder CE adoption and formulates drivers and measures to overcome them. The strategic literature review shows that the circular approach is critical in ach... [more]
849. LAPSE:2023.10459
Methods and Methodologies for Congestion Alleviation in the DPS: A Comprehensive Review
February 27, 2023 (v1)
Subject: Energy Systems
Keywords: congestion, demand response, deregulated power system, optimization techniques, power flow, Renewable and Sustainable Energy, technical methods
The modern power system has reached its present state after wading a long path facing several changes in strategies and the implementation of several reforms. Economic and geographical constraints led to reforms and deregulations in the power system to utilize resources optimally within the existing framework. The major hindrance in the efficient operation of the deregulated power system (DPS) is congestion, which is the result of the participation of private players under deregulation policies. This paper reviews different setbacks introduced by congestion and the methods applied/proposed to mitigate it. Technical and non-technical methods are reviewed and detailed. Major optimization techniques proposed to achieve congestion alleviation are presented comprehensively. This paper combines major publications in the field of congestion management and presents their contribution towards the alleviation of congestion.
850. LAPSE:2023.10451
Vibration Fault Detection in Wind Turbines Based on Normal Behaviour Models without Feature Engineering
February 27, 2023 (v1)
Subject: Numerical Methods and Statistics
Keywords: autoencoders, condition monitoring, convolutional autoencoders, Fault Detection, neural networks, Renewable and Sustainable Energy, vibrations, wind turbines
Most wind turbines are remotely monitored 24/7 to allow for early detection of operation problems and developing damage. We present a new fault detection approach for vibration-monitored drivetrains that does not require any feature engineering. Our method relies on a simple model architecture to enable a straightforward implementation in practice. We propose to apply convolutional autoencoders for identifying and extracting the most relevant features from a broad continuous range of the spectrum in an automated manner, saving time and effort. We focus on the range of [0, 1000] Hz for demonstration purposes. A spectral model of the normal vibration response is learnt for the monitored component from past measurements. We demonstrate that the trained model can successfully distinguish damaged from healthy components and detect a damaged generator bearing and damaged gearbox parts from their vibration responses. Using measurements from commercial wind turbines and a test rig, we show tha... [more]
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