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Showing records 4177 to 4201 of 43292. [First] Page: 1 165 166 167 168 169 170 171 172 173 Last
Mutual Influence of External Wall Thermal Transmittance, Thermal Inertia, and Room Orientation on Office Thermal Comfort and Energy Demand
David Božiček, Roman Kunič, Aleš Krainer, Uroš Stritih, Mateja Dovjak
April 28, 2023 (v1)
Subject: Environment
Keywords: energy demand, office building, orientation, thermal comfort, thermal inertia
Upgrades in building energy efficiency codes led to differences between buildings designed according to outdated codes and those with most recent requirements. In this context, our study investigates the influence of external wall thermal transmittance, thermal inertia, and orientation on energy demand (heating, cooling) and occupant thermal comfort. Simulation models of an office building were designed, varying (i) the thermal transmittance values (0.20 and 0.60 W/(m2K)), (ii) the room orientation (four cardinal directions), and (iii) the wall thermal inertia (approximately 60 kJ/(m2K) for low and 340 kJ/(m2K) for high thermal inertia. The energy demand for heating and cooling seasons was calculated for Ljubljana using EnergyPlus 9.0.0 software. The reduction of the external wall thermal transmittance value from 0.6 W/(m2K) to 0.2 W/(m2K) contributes to significant energy savings (63% for heating and 37% for cooling). Thermal inertia showed considerable potential for energy savings, e... [more]
Multi-Horizon Wind Power Forecasting Using Multi-Modal Spatio-Temporal Neural Networks
Eric Stefan Miele, Nicole Ludwig, Alessandro Corsini
April 28, 2023 (v1)
Keywords: multi-horizon forecasting, multi-modal neural network, wind power forecasting
Wind energy represents one of the leading renewable energy sectors and is considered instrumental in the ongoing decarbonization process. Accurate forecasts are essential for a reliable large-scale wind power integration, allowing efficient operation and maintenance, planning of unit commitment, and scheduling by system operators. However, due to non-stationarity, randomness, and intermittency, forecasting wind power is challenging. This work investigates a multi-modal approach for wind power forecasting by considering turbine-level time series collected from SCADA systems and high-resolution Numerical Weather Prediction maps. A neural architecture based on stacked Recurrent Neural Networks is proposed to process and combine different data sources containing spatio-temporal patterns. This architecture allows combining the local information from the turbine’s internal operating conditions with future meteorological data from the surrounding area. Specifically, this work focuses on multi... [more]
Nb2CTx-Based MXenes Most Recent Developments: From Principles to New Applications
Tholkappiyan Ramachandran, Abdel-Hamid Ismail Mourad, Mostafa S. A. ElSayed
April 28, 2023 (v1)
Subject: Materials
Keywords: biological, Energy Storage, Nb2CTx MXene, prospective properties, sensors
MXenes are progressively evolving two-dimensional (2D) materials with an expanding wide range of applications in the field of energy storage. They rank among the best electrode materials for cutting-edge energy storage systems. Energy storage device performance is greatly enhanced by MXenes and their composite materials. As technology has improved over the last several decades, the demand for high-capacity energy storage devices that are versatile, sturdy, and have cheap production costs has increased. MXene, which is based on Nb2CTx, is the most current material to emerge for energy storage applications. Nb2CTx MXene is now the most sought-after material in the 2D family due to its flexibility, high conductivity, superior electrochemical nature, superior hydrophilicity, tunable surface functional groups, great mechanical properties, and 2D layered structure. Examples include gas and biosensors, water splitting, water purification, antimicrobial coatings, electromagnetic interference s... [more]
Optimisation of a Multi-Element Airfoil for a Fixed-Wing Airborne Wind Energy System
Agustí Porta Ko, Sture Smidt, Roland Schmehl, Manoj Mandru
April 28, 2023 (v1)
Keywords: aerodynamic design, airborne wind energy, Computational Fluid Dynamics, Genetic Algorithm, MSES, multi-element airfoil, OpenFOAM, optimisation
Airborne wind energy systems benefit from high-lift airfoils to increase power output. This paper proposes an optimisation approach for a multi-element airfoil of a fixed-wing system operated in pumping cycles to drive a drum-generator module on the ground. The approach accounts for the different design objectives of the tethered kite’s alternating production and return phases. The airfoil shape is first optimised for the production phase and then adapted for the requirements of the return phase by modifying the flap setting. The optimisation uses the multi-objective genetic algorithm NSGA-II in combination with the fast aerodynamic solver MSES. Once the optimal shape is determined, the aerodynamic performance is verified through CFD RANS simulations with OpenFOAM. The resulting airfoil achieves satisfactory performance for the production and return phases of the pumping cycles, and the CFD verification shows a fairly good agreement in terms of the lift coefficient. However, MSES signi... [more]
All-Perovskite Tandem Solar Cells: From Certified 25% and Beyond
Nour El Islam Boukortt, Claudia Triolo, Saveria Santangelo, Salvatore Patanè
April 28, 2023 (v1)
Keywords: organic solar cells, perovskite, power conversion efficiency (PCE), tandem solar cell
Perovskite-based solar cells are a promising photovoltaic technology capable of offering higher conversion efficiency at low costs compared with the standard of the market. They can be produced via a thin film technology that allows for considerable environmental sustainability, thus representing an efficient, sustainable, flexible, and light solution. Tandem solar cells represent the next step in the evolution of photovoltaics (PV). They promise higher power conversion efficiency (PCE) than those currently dominating the market. The tandem solar cell design overcomes the limitations of single junction solar cells by reducing the thermal losses as well as the manufacturing costs. Perovskite has been employed as a partner in different kinds of tandem solar cells, such as the Si and CIGS (copper indium gallium selenide) based cells that, in their tandem configuration with perovskite, can convert light more efficiently than standalone sub-cells. This brief review presents the main enginee... [more]
Evaluation of High Resolution WRF Solar
Jayesh Thaker, Robert Höller
April 28, 2023 (v1)
Keywords: GFS, GHI, NWP, solar forecasting, solar radiation, WRF
The amount of solar irradiation that reaches Earth’s surface is a key quantity of solar energy research and is difficult to predict, because it is directly affected by the changing constituents of the atmosphere. The numerical weather prediction (NWP) model performs computational simulations of the evolution of the entire atmosphere to forecast the future state of the atmosphere based on the current state. The Weather Research and Forecasting (WRF) model is a mesoscale NWP. WRF solar is an augmented feature of WRF, which has been improved and configured specifically for solar energy applications. The aim of this paper is to evaluate the performance of the high resolution WRF solar model and compare the results with the low resolution WRF solar and Global Forecasting System (GFS) models. We investigate the performance of WRF solar for a high-resolution spatial domain of resolution 1 × 1 km and compare the results with a 3 × 3 km domain and GFS. The results show error metrices rMAE {23.1... [more]
Assessing the Effects of Tradable Green Certificates and Renewable Portfolio Standards through Demand-Side Decision-Making Simulation: A Case of a System Containing Photovoltaic Power
Yanbin Xu, Jiaxin Ma, Yuqing Wang, Ming Zeng
April 28, 2023 (v1)
Subject: Energy Policy
Keywords: decision-making, reflexivity, renewable portfolio standard, renewable-energy policy, sustainable development, tradable green certificates
Understanding the effect of a tradable green certificate (TGC) and renewable portfolio standard (RPS) policy mix is of great importance for sustainable renewable-energy development and carbon neutrality, given that the demand side subjects are the responsible subjects under China’s RPSs and studies from the demand-side perspective are relatively limited. To fill this gap, this paper analyzes the coupled relationship between the TGC market and the electricity market as well as the reflexivity of the TGC market. Meanwhile, on the basis of modeling TGC prices and renewable-energy uncertainty, this paper constructs a Markov decision process (MDP) model to simulate the sequential decision-making process of the demand side and further proposes a solution model based on dynamic programming and evolutionary algorithms. The results show that: (1) In addition to policy parameters such as RPS weight, TGC price caps and penalties, a preference for short-term benefits and renewable-energy uncertain... [more]
A Comprehensive Review of the Oil Flow Mechanism and Numerical Simulations in Shale Oil Reservoirs
Zhiyu Li, Zhengdong Lei, Weijun Shen, Dmitriy A. Martyushev, Xinhai Hu
April 28, 2023 (v1)
Keywords: flow mechanism, inorganic matrix, numerical simulation, occurrence status, organic matrix, shale oil
The pore structure of shale oil reservoirs is complex, and the microscale and nanoscale effect is obvious in the development of shale oil reservoirs. Understanding the oil flow mechanism in shale reservoirs is essential for optimizing the development plan and enhancing the recovery rate of shale oil reservoirs. In this review, we briefly introduce the occurrence status of shale oil and shale oil flow in the inorganic matrix and the organic matrix (including the shrinkage of kerogen, oil diffusion in kerogen, oil transport in the organic pore channels, coupling of diffusion, and fluid transport in the organic matrix). Then, the shale oil microflow simulation and a coupling model of double-porous media for microflow and macroflow in the production process of shale oil are discussed. Finally, we summarize the main conclusions and perspectives on the oil flow mechanism and numerical simulations in shale oil reservoirs. An accurate description of shale oil occurrence status and shale oil fl... [more]
The Indoor Climate of Hospitals in Tropical Countries: A Systematic Review
Jean-Paul Kapuya Bulaba Nyembwe, John Omomoluwa Ogundiran, Behrang Chenari, Nuno Albino Vieira Simões, Manuel Gameiro da Silva
April 28, 2023 (v1)
Subject: Environment
Keywords: hospital, indoor air quality, indoor climate, thermal comfort, tropical countries, well-being
An indoor climate impacts human comfort, well-being, and safety. Therefore, it remains an important topic since, nowadays, people spend a significant amount of time indoors. Additionally, as tropical geographical zones become more populated, urbanised, and industrialised, the energy demand for air conditioning will rise significantly. In terms of the indoor climate, hospitals are particularly demanding due to the special needs of their occupants, however there is a paucity of studies about the tropics. Through a systematic analysis of accessible data and peer-reviewed articles, this study performed a quantitative and qualitative review of the scientific studies selected by the defined inclusion and exclusion parameters. A total of 65 tropics-related scientific publications, 28 on indoor thermal comfort and 37 on indoor air quality published between 2000 and 2023, were systematically reviewed. This study’s findings corroborated those from the previous studies, alluding that there is a p... [more]
Comparative Study of Grid Frequency Stability Using Flywheel-Based Variable-Speed Drive and Energy Capacitor System
Kenneth E. Okedu, Akhtar Kalam
April 28, 2023 (v1)
Keywords: doubly fed induction generator wind turbine, dynamic analysis, energy capacitor system, grid, wind energy
Recently, there has been a rise in the integration of renewable energy sources into power grids. As a result of this, there is a need to carry out new studies in order to understand the dynamics of power grids during disturbances that is mainly caused by the stochastic nature of wind energy. The operation of modern power grids that are tied to wind farms follows a stipulated grid requirement or grid codes, considering the allowable threshold frequency variation during grid dynamics. This paper presents a comparative study of two frequency control schemes considering grid frequency stability using two frequency control topologies. A novel dynamic flywheel scheme with a doubly fed induction generator (DFIG) variable-speed wind turbine with the coordinated control of excess kinetic energy and mechanical torque during operation was the first scheme, and a control strategy of an energy capacitor system (ECS) with a squirrel cage induction generator fixed-speed wind turbine (FSWT) was the se... [more]
Residential Consumers’ Lifestyle Energy Usage and Energy Efficiency in Selected States in Malaysia
Salina Daud, Wan Noordiana Wan Hanafi, Bamidele Victor Ayodele, Jegatheesan Rajadurai, Siti Indati Mustapa, Nurul Nadiah Ahmad, Wan Mohammad Taufik Wan Abdullah, Siti Norhidayah Toolib, Maryam Jamilah Asha’ari, Harni Aziera Afsarizal
April 28, 2023 (v1)
In recent decades, significant changes have occurred in the consumer lifestyle and energy consumption structure. In order to foster a more holistic understanding of how residential consumers use energy in their everyday life and how it affects energy efficiency, individual data about energy-related behaviour in six primary areas, namely, housing, mobility, diet, consumption, leisure activities, and information, were studied. Specifically, the objective of this study is to investigate energy efficiency behaviour based on residential consumers’ lifestyles. An exploratory pilot study with a total of 50 respondents was carried out in month of July. Data were collected from residential consumers from six states in Peninsular Malaysia and were analysed using the Partial Least Square Structural Equation Modelling approach. The result showed that consumption, housing, and information are the dominant direct contributors to energy efficiency. By understanding these lifestyles, researchers and p... [more]
Regulatory Challenges in the Electromobility Sector: An Analysis of Electric Buses in Brazil
Rodrigo Antonio Sbardeloto Kraemer, Paula Zenni Lodetti, Alisson Carlos da Silva, Beatriz Batista Cardoso, Ivangelo Vicente, Marcos Aurelio Izumida Martins, Adriano de Paula Simões, Newmar Spader
April 28, 2023 (v1)
Keywords: Brazilian electromobility, electric bus, overview, regulation
In recent years, fleet electrification has become a viable alternative for reducing carbon emissions through laws and government incentives around the world. Not only that, such incentives have favored the development of new technologies for the sector that have resulted in the reduction of the manufacturing cost of electric vehicles, which in turn, enabled new business models favoring the evolution of the electromobility sector. However, Brazil has also shown itself to be a market on the rise. However, electromobility in Brazil is still at an early stage of development when compared to other countries. In this sense, this paper sought to present the current state of the Brazilian sector through existing laws, regulations and incentives. In addition, it discusses and proposes alternatives for the development and maturation of the sector. Finally, technical aspects related to the standardization of communication protocols and charger installations are also presented.
Estimating and Calibrating DER Model Parameters Using Levenberg−Marquardt Algorithm in Renewable Rich Power Grid
Armina Foroutan, Sagnik Basumallik, Anurag Srivastava
April 28, 2023 (v1)
Keywords: damped least-squares, DER_A, distributed energy resources, Jacobian, model calibration, model parameter estimation, model validation, nonlinear least squares, OpenDSS
The proliferation of inverter-based distributed energy resources (IBDERs) has increased the number of control variables and dynamic interactions, leading to new grid control challenges. For stability analysis and designing appropriate protection controls, it is important that IBDER models are accurate. This paper focuses on the accurate estimation and parameter calibration of DER_A, a recently proposed aggregated IBDER model. In particular, we focus on the parameters of the reactive power−voltage regulation module. We formulate the problem of parameter tuning as a non-linear least square minimization problem and solve it using the Levenberg−Marquardt (LM) method. The LM method is primarily chosen due to its flexibility in adaptively selecting between the steepest descent and Gauss−Newton methods through a damping parameter. The LM approach is used to minimize the error between the actual measurements and the estimated response of the model. Further, the computational challenges posed b... [more]
Simulation and Economic Investigation of CO2 Separation from Gas Turbine Exhaust Gas by Molten Carbonate Fuel Cell with Exhaust Gas Recirculation and Selective Exhaust Gas Recirculation
Jing Bian, Liqiang Duan, Yongping Yang
April 28, 2023 (v1)
Keywords: CO2 emissions, exhaust gas recirculation, gas turbine, molten carbonate fuel cell, selective exhaust gas recirculation
The paper presents a simulation investigation of using a molten carbonate fuel cell (MCFC) combined with exhaust gas recirculation (EGR) or selective exhaust gas recirculation (SEGR) to reduce CO2 emission from the gas turbine in order to cope with climate change problem. EGR or SEGR can be used to concentrate the low-concentration CO2 in gas turbine exhausts. The CO2 concentration is then raised further by adding gas turbine exhaust to the MCFC’s cathode. The suggested gas−steam combined cycle system paired with MCFC and CO2 collection without EGR is contrasted with two novel gas−steam combined cycle systems integrated with MCFC, EGR, or SEGR with CO2 capture (the reference system). The thermal efficiency of the gas−steam combined cycle systems’ integrated MCFC, EGR and SEGR with CO2 collection is 56.08%, which is 1.3% higher than the reference system. The cost of CO2 avoided in the new system with SEGR will be equal to that of the system with the MEA technique for CO2 capture if the... [more]
Analysis of the Level of Efficiency of Control Methods in the Context of Energy Intensity
Andrzej Pacana, Karolina Czerwińska, Grzegorz Ostasz
April 28, 2023 (v1)
Keywords: checkpoint, energy intensity, Industry 4.0
In enterprises, the management of detection methods usually refers to ensuring the identification of nonconformities. This management is incomplete and incompatible with the concept of sustainability (it ignores electricity consumption and costs). To date, no models have been developed to support the analysis of detection methods in terms of the relationship of efficiency−energy consumption. The purpose of the study was to develop proprietary software to analyse the level of efficiency of detection methods for casting products in the context of their energy intensity. The model supports effective management of the quality control process, optimising the relationship of product quality−energy intensity of the process. The model integrally combines detection methods, so it was possible to identify critical product nonconformities and analyse these methods to determine their effectiveness, time efficiency, cost efficiency, and energy intensity. As a result of the implications of the softw... [more]
Survey of Applications of Machine Learning for Fault Detection, Diagnosis and Prediction in Microclimate Control Systems
Nurkamilya Daurenbayeva, Almas Nurlanuly, Lyazzat Atymtayeva, Mateus Mendes
April 28, 2023 (v1)
Keywords: fault detection and diagnosis, Machine Learning, microclimate control systems, prediction methods
An appropriate microclimate is one of the most important factors of a healthy and comfortable life. The microclimate of a place is determined by the temperature, humidity and speed of the air. Those factors determine how a person feels thermal comfort and, therefore, they play an essential role in people’s lives. Control of microclimate parameters is a very important topic for buildings, as well as greenhouses, where adequate microclimate is fundamental for best-growing results. Microclimate systems require adequate monitoring and maintenance, for their failure or suboptimal performance can increase energy consumption and have catastrophic results. In recent years, Fault Detection and Diagnosis in microclimate systems have been paid more attention. The main goal of those systems is to effectively detect faults and accurately isolate them to a failing component in the shortest time possible. Sometimes it is even possible to predict and anticipate failures, which allows preventing the fa... [more]
Systematic Literature Review and Benchmarking for Photovoltaic MPPT Techniques
Hsen Abidi, Lilia Sidhom, Ines Chihi
April 28, 2023 (v1)
Keywords: benchmarking, comparative study, MPPT techniques, photovoltaic system, simulation results, systematic literature review
There are a variety of maximum power point tracking (MPPT) algorithms for improving the energy efficiency of solar photovoltaic (PV) systems. The mode of implementation (digital or analog), design simplicity, sensor requirements, convergence speed, range of efficacy, and hardware costs are the primary distinctions between these algorithms. Selecting an appropriate algorithm is critical for users, as it influences the electrical efficiency of PV systems and lowers costs by reducing the number of solar panels required to achieve the desired output. This research is relevant since PV systems are an alternative and sustainable solution for energy production. The main aim of this paper is to review the current advances in MPPT algorithms. This paper first undertakes a systematic literature review (SLR) of various MPPT algorithms, highlighting their strengths and weaknesses; a detailed summary of the related reviews on this topic is then presented. Next, quantitative and qualitative comparis... [more]
On the Value of Emerging, Day-Ahead Market Related Wind-Storage Narratives in Greece: An Early Empirical Analysis
Stefanos Tampakakis, Dimitrios Zafirakis
April 28, 2023 (v1)
Keywords: arbitrage, bidding strategies, day-ahead markets, empirical analysis, Energy Storage, target model, wholesale electricity prices, wind energy
Large-scale integration of renewable energy sources introduces high levels of uncertainty in power systems. In addressing the inherent uncertainty of renewables, coupling with energy storage systems allows for improved dispatchability, not only in terms of power system integration but also in terms of market participation. To that end, we currently look into the coupling of wind energy and energy storage and assess the ex-post value of different, day-ahead market related wind−storage narratives. In doing so, we apply practical dispatch strategies using empirical market signals, vary the size of storage, and adopt different cycling patterns, treating the configurations examined as price-taker units. In addition, by integrating different wind regimes and several years of spot price series, we argue that our approach captures different spatial and temporal characteristics; thus, offering a broad, representative view of the value and associated risk of similar market scenarios in the study... [more]
Alternative Internal Configurations for Enhancing Heat Transfer in Telecommunication Cabinets
Antony Jobby, Mehdi Khatamifar, Wenxian Lin
April 28, 2023 (v1)
Keywords: angle, convection, heat transfer, spacing, staggered, telecommunication cabinet
Telecommunication systems have become a critical part of society which enables connectivity to many essential and trivial services. Consequently, telecommunication equipment is housed in cabinets to protect the electronics from a variety of hazards; one of which is temperature-related failure. Current practices use a notable amount of power for the thermal management of telecommunication cabinets which can be reduced by considering alternative methods of cooling. In this paper, experiments were carried out to investigate the effectiveness of different internal mounting configurations of electronic components on the thermal performance of a telecommunication cabinet. The investigation tested inclinations (0−90°), different staggered offsets (0−50 mm), changing stream-wise spacing (29−108 mm), and fan speed (with a Reynolds number in the range of 1604 to 5539). The experimental study revealed that heat transfer was enhanced by 9.99% by altering component inclination to 90°, 25.90% by inc... [more]
Post-Consumer Plastic Waste Management: From Collection and Sortation to Mechanical Recycling
Katarzyna Bernat
April 28, 2023 (v1)
Keywords: advanced processes, automatization, collection systems, plastic packaging, plastic waste management, recyclables, sorting solutions, types of polymers
Challenges associated with plastic waste management range from littering to high collection costs to low recycling rates. Effective collection of plastics is obviously an important step in the management of plastic waste and has an impact on recycling rates. For this reason, several countries have transformed their collection systems in recent decades. Collecting more plastic packaging comes at a cost, as the feedstock for the sorting process becomes more complex and leads to cross-contamination within the sorted fractions. Therefore, a balance must be obtained between some elements, such as the design of packaging, collection and recycling rates, and finally, the quality of fractions that have been sorted. Further investment to improve pretreatment, sorting, and recycling technologies and simpler recyclable packaging designs are, therefore, key to further increasing plastic recycling rates. It is essential to possess more data, especially on the type of containers and plastics, and ex... [more]
Waste Energy Recovery and Valorization in Internal Combustion Engines for Transportation
Davide Di Battista, Roberto Cipollone
April 28, 2023 (v1)
Keywords: efficiency, internal combustion engines, waste heat recovery
Internal Combustion Engines (ICE) are experiencing a transition era in which research and innovation are mainly pushed by environmental issues: emission reduction and fuel saving are indispensable requirements of the new technologies, otherwise the end of ICE is proposed in Europe. Modifications, in reality, are under discussion by 2026 but the environmental issues are anyway welcomed. In the transportation sector, today dominated by ICEs, it appears that the reduction in the propulsion power, hybridization at various degrees, and exhaust post-treatment improvements will guarantee technological solutions able to support the transition in the next couple of decades toward full electric propulsion. Waste Heat Recovery (WHR) is a very interesting opportunity since almost two-thirds of fuel energy is not converted into mechanically useful energy. Moreover, the integration with other thermal streams on board (cooling and lubricating mediums, EGR cooling) can add further value to the recover... [more]
Exergy Load Distribution Analysis Applied to the Dehydration of Ethanol by Extractive Distillation
Camilo Andrés Guerrero-Martin, Juan Sebastián Fernández-Ramírez, Jaime Eduardo Arturo-Calvache, Harvey Andrés Milquez-Sanabria, Fernando Antonio da Silva Fernandes, Vando José Costa Gomes, Wanessa Lima e Silva, Emanuele Dutra Valente Duarte, Laura Estefanía Guerrero-Martin, Elizabete Fernandes Lucas
April 28, 2023 (v1)
Keywords: dehydration of ethanol, Exergy Efficiency, exergy load distribution, extractive distillation
This study presents the analysis of the exergy load distribution in a separation process by extractive distillation for ethanol dehydration. The methodology carried out is divided into three parts: the calculation of the flow exergy considering the physical and chemical exergies of the distillation process; the calculation of the primary and transformed exergy contributions considering the consumed exergy; and finally, the overall process efficiency, which shows the real percentage of energy being used in the process. The simulation of an extractive distillation separation system is carried out using Aspen Plus®, from Aspen Tech Version 9. In general, heat transfer processes (heating or cooling) are the ones that generate the greatest exegetic destruction, which is why they must be the operations that must be optimized. As a result of our case study, the local exergy efficiency of the extractive distillation column is 13.80%, which is the operation with the greatest energy loss, and th... [more]
An Online Control Method of Reactive Power and Voltage Based on Mechanism−Data Hybrid Drive Model Considering Source−Load Uncertainty
Xu Huang, Guoqiang Zu, Qi Ding, Ran Wei, Yudong Wang, Wei Wei
April 28, 2023 (v1)
Keywords: CNN–GRU, data-mechanical hybrid drive, reactive power optimization, source–load uncertainty
The uncertainty brought about by the high proportion of distributed generations poses great challenges to the operational safety of novel distribution systems. Therefore, this paper proposes an online reactive power and voltage control method that integrates source−load uncertainty and a mechanism−data hybrid drive (MDHD) model. Based on the concept of a mechanism and data hybrid drive, the mechanism-driven deterministic reactive power optimization strategy and the stochastic reactive power optimization strategy are used as training data. By training the data-driven CNN−GRU network model offline, the influence of source−load uncertainty on reactive power optimization can be effectively assessed. On this basis, according to the online source and load predicted data, the proposed hybrid-driven model can be applied to quickly obtain the reactive power optimization strategy to enable fast control of voltage. As observed in the case studies, compared with the traditional deterministic and s... [more]
Assessing the Performance of Small Wind Energy Systems Using Regional Weather Data
Wolf-Gerrit Früh
April 28, 2023 (v1)
Keywords: performance monitoring, principal component analysis, small wind turbines
While large renewable power generation schemes, such as wind farms, are well monitored with a wealth of data provided through a SCADA system, the only information about the behaviour of small wind turbines is often only through the metered electricity production. Given the variability of electricity output in response to the local wind or radiation condition, it is difficult to ascertain whether particular electricity production in a metering period is the result of the system operating normally or if a fault is resulting in a sub-optimal production. This paper develops two alternative methods to determine a performance score based only on electricity production and proxy wind data obtained from the nearest available weather measurement. One method based on partitioning the data, consistent with a priori expectations of turbine performance, performs well in common wind conditions but struggles to reflect the effects of different wind directions. An alternative method based on Principal... [more]
Optimization of Energy Consumption of Industrial Robots Using Classical PID and MPC Controllers
Rabab Benotsmane, György Kovács
April 28, 2023 (v1)
Keywords: classical PID, energy consumption, linear controller, MPC, robot arm, Sustainability
Industrial robots have a key role in the concept of Industry 4.0. On the one hand, these systems improve quality and productivity, but on the other hand, they require a huge amount of energy. Energy saving solutions have to be developed and applied to provide sustainable production. The purpose of this research is to develop the optimal control strategy for industrial robots in order to minimize energy consumption. Therefore, a case study was conducted for the development of two control strategies to be applied to the RV-2AJ Mitsubishi robot arm with 5 DOF, where the system is a nonlinear one. The first examined controller is the classical linear proportional integral derivative (PID) controller, while the second one is the linear model predictive control (MPC) controller. In our study, the performances of both the classical PID model and the linear MPC controller were compared. As a result, it was found that the MPC controller in the execution of the three defined reference trajectori... [more]
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