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Showing records 5331 to 5355 of 9565. [First] Page: 1 211 212 213 214 215 216 217 218 219 Last
Assessment of Solar Photovoltaic Water Pumping of WASA Tube Wells for Irrigation in Quetta Valley Aquifer
Muhammad Saydal Khan, Ali Tahir, Imtiaz Alam, Sohail Razzaq, Muhammad Usman, Wajahat Ullah Khan Tareen, Nauman Anwar Baig, Salman Atif, Mehwish Riaz.
March 8, 2023 (v1)
Keywords: cost benefit ratio, equivalent annualized cost, Pakistan Meteorological Department, solar photovoltaic water pumping, Water and Sanitation Agency, water pumping system.
This paper investigates the impact of tube wells on the discharge and water table of the Quetta Valley aquifer and conducts a financial analysis of the solar photovoltaic water pumping system (SPVWP) in comparison with a typical pumping system for the Water and Sanitation Agency of Quetta’s (WASA) tube wells. Quetta Valley is dependent on groundwater as surface resources are on decline and unpredictable. The population of this city has exponentially increased from 0.26 million in 1975 to 2.2 million in 2017 which has put a lot of pressure on the groundwater aquifer by installing more than 500 large capacity tube wells by WASA and Public Health Engineering (PHE) departments in addition to thousands of low-capacity private tube wells. The unprecedented running of these wells has resulted in drying of the historical Karez system, agricultural activities, and the sharp increase in power tariffs. There are 423 tube wells in operation installed by WASA in addition to PHE, Irrigation and Mili... [more]
Improving the Efficiency of Oil and Gas Wells Complicated by the Formation of Asphalt−Resin−Paraffin Deposits
Karina Shamilyevna Nurgalieva, Liliya Albertovna Saychenko, Masoud Riazi.
March 8, 2023 (v1)
Keywords: ARPD solvent, asphalt–resin–paraffin deposits, bottomhole formation zone, complex technology, inhibitor, methods for preventing the formation of ARPDs, methods for removing ARPDs, Romashkinskoye field.
A number of difficulties may be encountered in the final stages of oil field exploitation, including the formation of asphalt−resin−paraffin deposits (ARPDs). It is expedient to use complex technologies to remove the already formed deposits and prevent the formation of ARPDs. This paper focuses on the complex technology of oil field exploitation. This technology combines both the removal of organic deposits and the prevention of the formation of these deposits in the well bottomhole formation zone (BHFZ) system. The calculations for determining the process parameters of selling the ARPD inhibitor solution into the BHFZ are presented in this article. This complex technology includes the process of ARPD removal by flushing the well and the subsequent injection of the developed ARPD solvent into the BHFZ. In addition, the technology is complemented by a method of preventing the formation of these deposits. This method consists of squeezing the ARPD inhibitor and then pumping it by the sel... [more]
Characteristics of Functional Film Synthesized on the Cover Glass of Photovoltaic Modules
Seungcheol Yoo, Changyeon Lee, Seokwon Lee, Chulsoo Kim, Wonseok Choi, Young Park, Jung Hyun Kim, Yeon-Ho Joung.
March 8, 2023 (v1)
Keywords: anti-pollution, bar coating, functional film, hot-air annealing, photovoltaics module.
In this study, the characteristics of functional films were investigated according to the number of coatings and their heat treatment times. The functional coating films were deposited on glass substrates made of the same material as the cover glass of photovoltaic (PV) modules. Each film was coated once by brushing with a special silica-based solution, and each heat treatment was done using a hot-air fan for 2 min at 300 °C. The substrates were coated once, twice, and thrice, respectively, and were annealed once, twice, and thrice by drying and cooling alternately. The specimens were then analyzed for their anti-pollution properties, contact angles, light transmittance, and mechanical properties. The anti-pollution function was confirmed through a self-cleaning test, while the contact angle and light transmittance were examined using special equipment. Mechanical properties, including hardness and adhesion, were confirmed using the standard hardness testing method (ASTM D3363) such as... [more]
Sustainable Energy Consumption
Carlos Ramos, Zita Vale, Peter Palensky, Hiroaki Nishi.
March 8, 2023 (v1)
Energy use in homes and buildings represents an important part of the load of electrical systems [...]
Investigation of the Performances of a Diesel Engine Operating on Blended and Emulsified Biofuels from Rapeseed Oil
Vladimir Anatolyevich Markov, Bowen Sa, Sergey Nikolaevich Devyanin, Anatoly Anatolyevich Zherdev, Pablo Ramon Vallejo Maldonado, Sergey Anatolyevich Zykov, Aleksandr Dmitrievich Denisov, Hewage Chithral Ambawatte.
March 8, 2023 (v1)
Keywords: diesel engine, emission characteristic, emulsified fuel, nozzle inner flow, petroleum diesel fuel, rapeseed oil.
The article discusses the possibility of using blended biofuels from rapeseed oil (RO) as fuel for a diesel engine. RO blended diesel fuel (DF) and emulsified multicomponent biofuels have been investigated. Fuel physicochemical properties have been analyzed. Experimental tests of a diesel engine D-245 in the operating conditions of the external characteristic curve and the 13-mode test cycle have been conducted to investigate the effect of these fuels on engine performances. CFD simulations of the nozzle inner flow were performed for DF and ethanol-emulsified RO. The possibility of a significant improvement in brake thermal efficiency of the engine has been noted. The efficiency of using blended biofuels from RO as a motor fuel for diesel engines has been evaluated based on the experimental test results. It was shown that in comparison with the presence of RO in emulsified multicomponent biofuel, the presence of water has a more significant effect on NOx emission reduction. The content... [more]
Parametric Study of a Supercritical CO2 Power Cycle for Waste Heat Recovery with Variation in Cold Temperature and Heat Source Temperature
Young-Min Kim, Young-Duk Lee, Kook-Young Ahn.
March 8, 2023 (v1)
Keywords: cold temperature, exhaust gas, split cycle, supercritical CO2 (S-CO2) power cycle, waste heat recovery.
The supercritical carbon dioxide (S-CO2) power cycle is a promising development for waste heat recovery (WHR) due to its high efficiency despite its simplicity and compactness compared with a steam bottoming cycle. A simple recuperated S-CO2 power cycle cannot fully utilize the waste heat due to the trade-off between the heat recovery and thermal efficiency of the cycle. A split cycle in which the working fluid is preheated by the recuperator and the heat source separately can be used to maximize the power output from a given waste heat source. In this study, the operating conditions of split S-CO2 power cycles for waste heat recovery from a gas turbine and an engine were studied to accommodate the temperature variation of the heat sink and the waste heat source. The results show that it is vital to increase the low pressure of the cycle along with a corresponding increase in the cooling temperature to maintain the low-compression work near the critical point. The net power decreases b... [more]
A Novel Methodology for Optimal SVC Location Considering N-1 Contingencies and Reactive Power Flows Reconfiguration
Diego Carrión, Edwin García, Manuel Jaramillo, Jorge W. González.
March 8, 2023 (v1)
Keywords: electrical power system, N-1 contingency, optimal power flow, optimal transmission switching, reactive compensation, static VAR compensator.
In this research, an alternative methodology is proposed for the location of Static VAR Compensators (SVC) in power systems, considering the reconfiguration of reactive power flows through the optimal switching of the transmission stage, which resembles the contingency restriction N-1 usually considered in transmission expansion planning. Based on this methodology, the contingency index was determined, which made it possible to determine which is the contingency that generates the greatest voltage degradation in the system. For the quantification of reactive flows, optimal AC power flows were used, which minimize the operating costs of the power system subject to transmission line switching restrictions, line charge-ability, voltages and node angles. To determine the node in which the compensation should be placed, the contingency index criterion was used, verifying the voltage profile in the nodes. The proposed methodology was tested in the IEEE test systems of 9, 14 nodes and large-s... [more]
A Modified Resonant Column Device for In-Depth Analysis of Vibration in Cohesive and Cohesionless Soils
Piotr E. Srokosz, Ireneusz Dyka, Marcin Bujko, Marta Bocheńska.
March 8, 2023 (v1)
Keywords: foundations, ground vibrations, offshore wind turbines, resonant column, soil dynamic testing.
With the accelerating progression of global climate change, switching to renewable energy sources is inevitable. Wind energy is a fast-growing branch of this industry, and according to the 2021 Global Wind Report, this trend must continue in order to limit the increase in global average temperature. While onshore wind turbines still dominate and account for most recent growth, offshore wind turbines are becoming a promising alternative for geographical, power density-related or even aesthetic reasons. Offshore wind turbines are subjected to more complex loading conditions and proper foundation design is very challenging, however, this is crucial for ensuring and maintaining the structure’s reliability. Soil dynamic tests are one of the bases for wind turbine foundation design. Technical regulations in many countries require such tests to be carried out in a Resonant Column (RC). In this study, a modification of the RC sensors and data acquisition system was introduced in order to condu... [more]
Study of the Application Characteristics of Photovoltaic-Thermoelectric Radiant Windows
Wenjie Zhang, Jiajun Zhang, Fengcheng Huang, Yuqiang Zhao, Yongheng Zhong.
March 8, 2023 (v1)
Keywords: performance analysis, photovoltaic, radiation cooling, thermoelectric cooling.
Through experiments and numerical simulation, this paper studies the related performance of a photovoltaic thermoelectric radiation cooling window structure, verifies the accuracy of the established solar thermoelectric radiation window calculation model, and analyzes the cooling performance of different parameters of thermoelectric sheet, radiation plate, and photovoltaic panel. On the basis of considering the relationship between the power generation and power consumption of the structure, the numerical calculation results show that the solar thermoelectric radiation window with non-transparent photovoltaic module (NTPV) has a total cooling capacity of 50.2 kWh, power consumption of 71.8 kWh, and power generation of 83.9 kWh from June to August. The solar thermoelectric radiation window with translucent photovoltaic module (STPV) has a total cooling capacity of 50.7 kWh, power consumption of 71.7 kWh, and power generation of 45.4 kWh from June to August. If the operation time of the... [more]
The Effect of Hydraulic Diameter on Flow Boiling within Single Rectangular Microchannels and Comparison of Heat Sink Configuration of a Single and Multiple Microchannels
Konstantinos Vontas, Manolia Andredaki, Anastasios Georgoulas, Nicolas Miché, Marco Marengo.
March 8, 2023 (v1)
Keywords: conjugate heat transfer, flow boiling, hydraulic diameter, microchannels, multiphase flow, VOF.
Phase change heat transfer within microchannels is considered one of the most promising cooling methods for the efficient cooling of high-performance electronic devices. However, there are still fundamental parameters, such as the effect of channel hydraulic diameter Dh whose effects on fluid flow and heat transfer characteristics are not clearly defined yet. The objective of the present work is to numerically investigate the first transient flow boiling characteristics from the bubble inception up to the first stages of the flow boiling regime development, in rectangular microchannels of varying hydraulic diameters, utilising an enhanced custom VOF-based solver. The solver accounts for conjugate heat transfer effects, implemented in OpenFOAM and validated in the literature through experimental results and analytical solutions. The numerical study was conducted through two different sets of simulations. In the first set, flow boiling characteristics in four single microchannels of Dh =... [more]
An Online Security Prediction and Control Framework for Modern Power Grids
Ifedayo Oladeji, Ramon Zamora, Tek Tjing Lie.
March 8, 2023 (v1)
Keywords: distributed generation, incremental machine learning, renewable energy sources, security.
The proliferation of renewable energy sources distributed generation (RES-DG) into the grid results in time-varying inertia constant. To ensure the security of the grid under varying inertia, techniques for fast security assessment are required. In addition, considering the high penetration of RES-DG units into the modern grids, security prediction using varying grid features is crucial. The computation burden concerns of conventional time-domain security assessment techniques make it unsuitable for real-time security prediction. This paper, therefore, proposes a fast security monitoring model that includes security prediction and load shedding for security control. The attributes considered in this paper include the load level, inertia constant, fault location, and power dispatched from the renewable energy sources generator. An incremental Naïve Bayes algorithm is applied on the training dataset developed from the responses of the grid to transient stability simulations. An additive... [more]
Synthesis of Antennas for Active Glazing Unit with Photovoltaic Modules
Piotr Jankowski-Mihułowicz, Mariusz Węglarski, Wojciech Lichoń, Mateusz Chamera, Patryk Pyt, Cezary Ciejka.
March 8, 2023 (v1)
Keywords: active glazing unit, photovoltaic module, PV glazing set, PV power plant monitoring, RFID sensor, RFID technology, UHF antenna, UHF RFID transponder.
The problem considered in the paper concerns the synthesis process of antennas for autonomous semi-passive RFID transponder/sensors dedicated to active glazing units. Glazing units are frequently used in modern multi-storey buildings to create amazing facades. When they are integrated with photovoltaic (PV) modules, active units are obtained. It is desirable, mainly for economic reasons and in order to ensure the high efficiency of a micro-photovoltaic power plant, that active glazing units are equipped with a system for monitoring their operating parameters. In connection with this, design problems occur that fall within the fields of sensor technology and radio communications. The main purpose of the presented study was to prepare appropriate input data for design tools used in the synthesis of antenna systems in the UHF band. Many important issues are considered including: proximity to structural elements of the building facade and PV cells, which disturbs the shape of the radiation... [more]
Parametric Study of Eddy Current Brakes for Small-Scale Household Wind Turbine Systems
Huiseop Jeong, Hoseong Ji, Sanghyun Choi, Joonho Baek.
March 8, 2023 (v1)
Keywords: braking torque, eddy current brake (ECB), magnetic flux, pole arrangement, wind turbine generator.
The design and application of eddy current brakes (ECBs) should be simple; further, ECBs should be used semi-permanently. This study aimed to determine major parameters for designing an ECB that can be applied to a small-scale wind turbine generator. To this end, an ECB was developed that could actuate without additional power, thus improving the efficiency of the generator. A series of simulations were conducted for a parametric study to pre-design ECBs suitable for small wind turbines. The six parameters chosen were disk thickness, number of magnets, radial location of magnets from center of disk, magnet pole arrangement, magnetic flux density, and rotational speed. The simulations were conducted on COMSOL Multiphysics. The results indicated that the number of magnets and magnet pole arrangements can significantly affect the performance curve of ECBs. Moreover, the disk thickness and rotational speed are linearly proportional to the braking torque.
Effect of Forecast Climate Changes on Water Needs of Giant Miscanthus Cultivated in the Kuyavia Region in Poland
Stanisław Rolbiecki, Małgorzata Biniak-Pieróg, Andrzej Żyromski, Wiesława Kasperska-Wołowicz, Barbara Jagosz, Piotr Stachowski, Daniel Liberacki, Ewa Kanecka-Geszke, Hicran A. Sadan, Roman Rolbiecki, Ferenc Pal-Fam, Wiesław Ptach.
March 8, 2023 (v1)
Keywords: evapotranspiration, irrigation, Miscanthus × giganteus, precipitation deficit, water requirements.
Giant miscanthus is a vigorously growing energy plant, popularly used for biofuels production. It is a grass with low soil and water requirements, although its productivity largely depends on complementary irrigation, especially in the first year of cultivation. The aim of the study was to assess the impact of the forecast climate changes, mainly air temperature increase, on the water needs of giant miscanthus during the growing season in 2021−2050 in the Kuyavia region (central Poland). The years 1981−2010 as the reference period were applied. The meteorological data was based on the regional climate change model RM5.1 with boundary conditions from the global ARPEGE model for the SRES A1B emission scenario. Crop evapotranspiration, calculated using the Penman-Monteith method and crop coefficients, was assumed as a measure of water needs. The study results showed that in view of the expected temperature changes, in the forecast period 2021−2050, the giant miscanthus water needs will in... [more]
Distribution-Level Flexibility Markets—A Review of Trends, Research Projects, Key Stakeholders and Open Questions
Domagoj Badanjak, Hrvoje Pandžić.
March 8, 2023 (v1)
Keywords: aggregator, congestion, demand response, distribution system operator, flexibility markets, network.
In modern power systems high penetration of renewable energy sources and decentralized paradigm are regarded as the path toward more sustainable electricity landscape. This includes distributed energy resources whose intermittency and uncertainty may cause issues to the system operators. Distribution system operators have an obligation to ensure secure and stable system operation. Hence, they seek the most efficient methods to deal with these challenges. Flexibility procurement is considered as one of the prerequisites for painless and successful integration of renewable sources. Furthermore, distribution-level flexibility markets are modeled and tested to trade flexibility locally, solve congestion issues and defer grid expansion. This paper surveys the ongoing research in the field of flexibility markets, its design, open questions and most promising research projects. The key stakeholders are identified, overview of the current trends in the power system and research initiatives are... [more]
Energetic Potential for Biological Methanation in Anaerobic Sewage Sludge Digesters in Austria
Joseph Tauber, Andreas Ramsbacher, Karl Svardal, Jörg Krampe.
March 8, 2023 (v1)
Keywords: anaerobic digestion, biological methanation, Carbon Dioxide, Energy Conversion, Hydrogen, methane, renewable energy storage.
Biological methanation as a method of sector coupling between electric and gas grids is expected to be an integral part of the green energy change. Wastewater treatment plants (WWTPs) involving anaerobic digestion (AD) allow existing infrastructure to operate as energy conversion plants, to close carbon cycles and to generate long-term storable energy in the form of biomethane. Therefore, municipal raw sludge and additional organic residuals (co-substrates) are converted into biogas. Hydrogen is added to convert the carbon dioxide in the biogas into methane via biological methanation (BM). In this study, the energy amount that is convertible via BM in municipal digesters in Austria was calculated. The amount of energy, which can be transformed from electric surplus energy into biomethane, was assessed. Operational data from lab-scale digesters were combined with data from 28 Austrian full-scale wastewater treatment plants with AD. They represent 9.2 Mio population equivalents (PE), or... [more]
Experimental Study on the Mechanical Behavior and Failure Characteristics of Layered Coal at Medium Strain Rates
Kun Zhong, Wusheng Zhao, Changkun Qin, Weizhong Chen.
March 8, 2023 (v1)
Keywords: bedding planes, deformation field, energy density, failure, rock burst, strain rates.
The study of the mechanical properties and failure behaviors for coal with different bedding structures at various medium strain rates is of great importance for revealing the mechanism of rock burst. In our study, we systematically analyze the uniaxial compressive strength (UCS), acoustic emission (AE) characteristics, failure pattern, and risk of rock burst on coal specimens with two bedding orientations under ranged in strain rates from 10−4 s−1 to 10−2 s−1. The results reflect that and the bedding direction and the strain rates significantly affect the UCS and failure modes of coal specimens. The UCS of coal specimens with loading directions perpendicular to bedding planes (horizontal bedding) increases logarithmically with increasing strain rate while the UCS increases first and then decreases of coal specimens with loading directions parallel to bedding planes (vertical bedding). The AE cumulative energy of the specimens with horizontal bedding is an order of magnitude higher tha... [more]
Global Liquified Natural Gas Trade under Energy Transition
Ning Lin, Robert E. Brooks.
March 8, 2023 (v1)
Keywords: energy transition, Liquified Natural Gas, Natural Gas, partial equilibrium, structural economic model.
With the recent rising attention and debates on the role of natural gas, especially liquid natural gas, in energy transition, it is critical to have a consistent approach in assessing uncertainties and dynamics in the global gas market during the next two to three decades. There are two objectives of this paper. The first one is to estimate and discuss the impacts of the global liquified natural gas (LNG) trade under a low-carbon scenario using a partial equilibrium model. The second objective is to discuss the role of a structural economic model in empirical analysis and strategy design under a regime shift, such as an energy transition, for the global natural gas market.
A Novel Energy-Safe Algorithm for Enhancing the Battery Life for IoT Sensors’ Applications
Ahmed Zouinkhi, Aymen Flah, Lucian Mihet-Popa.
March 8, 2023 (v1)
Keywords: algorithm, battery life, communication, energy optimization, IEEE 802.15.4, IoT, smart city.
Energy safe is mandatory for all isolated IoT tools, such as in long way roads, mountains, or even in smart cities. If increasing the lifetime of these tools, the rentability of the global network loop becomes more efficient. Therefore, this paper presents a new approach for saving energy inside the source nodes by supervising the state of energy inside each source node and calculating the duty cycle factor. The relationship between these parameters is based on an optimization problem formulation. In this respect, the present paper is designed to propose a new approach that deals with increasing the lifetime of the wireless sensor network (WSN)-attached nodes, as fixed in the application. The newly devised design is based on implementing the IEEE 802.15.4 standard beacon-enabled mode, involving a cluster tree topology. Accordingly, every subgroup is allotted to apply a specifically different duty cycle, depending on the battery’s remaining energy level, which contributes to creating a... [more]
The Corona Phenomenon in Overhead Lines: Critical Overview of Most Common and Reliable Available Models
Erika Stracqualursi, Rodolfo Araneo, Salvatore Celozzi.
March 8, 2023 (v1)
Keywords: corona discharge, corona models, dynamic capacitance, stranded conductors.
Research on corona discharge, shared by physics, chemistry and electrical engineering, has not arrested yet. As a dissipative process, the development of corona increases the resistive losses of transmission lines and enhances the line capacitance locally. Introducing additional losses and propagation delay, along the line, non-linearity and non-uniformity of the line parameters; therefore, corona should not be neglected. The present work is meant to provide the reader with comprehensive information on the corona macroscopic phenomenology and development, referring to the most relevant contributions in the literature on this subject. The models proposed in the literature for the simulation of the corona development are reviewed in detail, and sensitivity curves are provided to highlight their dependence on the input parameters.
Energy-Saving and CO2-Emissions-Reduction Potential of a Fuel Cell Cogeneration System for Condominiums Based on a Field Survey
Kazui Yoshida, Hom B. Rijal, Kazuaki Bohgaki, Ayako Mikami, Hiroto Abe.
March 8, 2023 (v1)
Keywords: cogeneration system, condominium, energy-saving effect, fuel cell, HEMS.
A residential cogeneration system (CGS) is highlighted because of its efficient energy usage on both the supplier and consumer sides. It generates electricity and heat simultaneously; however, there is insufficient information on the efficiency according to the condition of usage. In this study, we analysed the performance data measured by the home energy management system (HEMS) and the lifestyle data of residents in a condominium of 356 flats where fuel cell CGS was installed in each flat. The electricity generated by CGS contributed to an approximately 12% reduction in primary energy consumption and CO2 emission, and the rate of generation by the CGS in the electric power demand (i.e., contribution rate) was approximately 38%. The electricity generation was mainly affected by the use of electricity up to 4 MWh/household/year. Gas or water use also impacted electric power generation, with water use as the primary factor affecting the contribution rate. Electric power generation chang... [more]
Sea Wave Energy. A Review of the Current Technologies and Perspectives
Domenico Curto, Vincenzo Franzitta, Andrea Guercio.
March 8, 2023 (v1)
Keywords: attenuator, OD, OWC, point absorber, sea wave, terminator, WAB, WEC.
The proposal of new technologies capable of producing electrical energy from renewable sources has driven research into seas and oceans. Research finds this field very promising in the future of renewable energies, especially in areas where there are specific climatic and morphological characteristics to exploit large amounts of energy from the sea. In general, this kind of energy is referred to as six energy resources: waves, tidal range, tidal current, ocean current, ocean thermal energy conversion, and saline gradient. This review has the aim to list several wave-energy converter power plants and to analyze their years of operation. In this way, a focus is created to understand how many wave-energy converter plants work on average and whether it is indeed an established technology.
Comparative Analysis of Combined Heating Systems Involving the Use of Renewable Energy for Greenhouse Heating
Chung-Geon Lee, La-Hoon Cho, Seok-Jun Kim, Sun-Yong Park, Dae-Hyun Kim.
March 8, 2023 (v1)
Keywords: greenhouse, hybrid heating system, hydrothermal heat pump, pellet boiler, solar heat collection.
The continued use of fossil fuels is contributing to severe environmental pollution and the establishment of an abnormal climate; consequently, alternative renewable energy sources are being actively investigated worldwide. Further, following global trends, numerous countermeasures aimed at improving carbon neutrality, promoting sustainable agriculture, and reducing fossil fuel dependence are being implemented in the Republic of Korea. Therefore, this study was conducted to investigate the application of renewable energies for greenhouse heating in the Republic of Korea. Three hybrid systems, numbered 1−3, were constructed using a pellet boiler, hydrothermal heat pump, and solar heat collection system, respectively. Thereafter, the heating performance, combined heat efficiency, energy consumption per temperature lifting, and energy cost per temperature lifting of the systems were compared. The combined thermal efficiency results showed no significant differences. However, in terms of e... [more]
Investigation of Isolation Forest for Wind Turbine Pitch System Condition Monitoring Using SCADA Data
Conor McKinnon, James Carroll, Alasdair McDonald, Sofia Koukoura, Charlie Plumley.
March 8, 2023 (v1)
Keywords: anomaly detection, condition monitoring, isolation forest, pitch system, SCADA data, wind turbine.
Wind turbine pitch system condition monitoring is an active area of research, and this paper investigates the use of the Isolation Forest Machine Learning model and Supervisory Control and Data Acquisition system data for this task. This paper examines two case studies, turbines with hydraulic or electric pitch systems, and uses an Isolation Forest to predict failure ahead of time. This novel technique compared several models per turbine, each trained on a different number of months of data. An anomaly proportion for three different time-series window lengths was compared, to observe trends and peaks before failure. The two cases were compared, and it was found that this technique could detect abnormal activity roughly 12 to 18 months before failure for both the hydraulic and electric pitch systems for all unhealthy turbines, and a trend upwards in anomalies could be found in the immediate run up to failure. These peaks in anomalous behaviour could indicate a future failure and this wo... [more]
The Relative Importance of Determinants of the Solar Photovoltaic Industry in China: Analyses by the Diamond Model and the Analytic Hierarchy Process
Tiantian Zhang, Ken’ichi Matsumoto, Kei Nakagawa.
March 8, 2023 (v1)
Keywords: analytic hierarchy process, determinants, diamond model, photovoltaic industry, relative importance, Renewable and Sustainable Energy.
Within China’s renewable energy industry, the importance of the solar photovoltaic industry has been increasingly recognized. Many Chinese provinces have adopted various measures to develop the solar photovoltaic industry. This study used the diamond model and the analytic hierarchy process to clarify the relative importance of the determinants of the development of the solar photovoltaic industry. A total of 22 determinants in six categories (i.e., factor condition; demand condition; firm strategy, structure, and rivalry; related and support industries; government; and chance) were analyzed. The results show that besides factor condition, demand condition and firm strategy, structure, and rivalry have also had a strong influence on the development of China’s photovoltaic industry. The findings also indicate that some traditional factors, such as labor costs and acquiring land, are very important to the development of the solar photovoltaic industry. The relative importance of the dete... [more]
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