Efficiency Improvement In Base Station Power Amplifiers

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  • Huawei base station power efficiency

    Huawei base station power efficiency

    Today, Huawei will have a new “0 Bit 0 Watt” 5G network base station next month, which could standby at the lowest power consumption of 5W equal to a light bulb.


    FAQs about Huawei base station power efficiency

    Can high RF efficiency reduce the power consumption of a base station?

    From the perspective of energy saving, antennas with high RF efficiency can be used to reduce the power consumption of the base station by reducing the transmit power of the radio unit while maintaining the same coverage quality. The following describes the details from the two perspectives.

    How a Huawei SDIF antenna can save energy?

    More than 20 operators around the world have cooperated with Huawei to achieve network energy savings by using high-efficient antennas based on the SDIF technology. To help more operators build green networks in all scenarios, Huawei will launch a new series of SDIF antenna at MWC 2023.

    How does a high RF efficiency antenna affect a base station?

    This indicates that an antenna with a higher RF efficiency will help reduce the power provided by the radio unit, enabling the base station to consume less energy. Here is an example. In scenario A, the radio unit's total transmit power is 200 W and antenna A has an RF efficiency of 70%. The power radiated from the antenna is 140 W (200 W x 70%).

    How much power does a 5G station use?

    The power consumption of a single 5G station is 2.5 to 3.5 times higher than that of a single 4G station. The main factor behind this increase in 5G power consumption is the high power usage of the active antenna unit (AAU). Under a full workload, a single station uses nearly 3700W.

    How much power does a base station use?

    For a base station with typical configurations, the transmit power can be reduced by 36%, that is, 288 W.

    How much power does a BBU use?

    Data shows the power of the BBU is relatively stable and is affected very little by the workload, while AAU is opposite, with power consumption growing as the load increases. With S111 configuration and 100% load, the power consumption of a single station can even reach 3852.5W.

  • What are the maintenance contents of the photovoltaic power generation system of the communication base station

    What are the maintenance contents of the photovoltaic power generation system of the communication base station

    Regular maintenance ensures the efficient operation and longevity of photovoltaic (PV) systems. This includes checking inverters, charge controllers, PV arrays, and battery banks on a scheduled basis.


    FAQs about What are the maintenance contents of the photovoltaic power generation system of the communication base station

    Why is maintenance management important for PV power plants?

    Therefore, maintenance management is essential for reliable and effective operation of PV power plants, ensuring uninterrupted system operation and minimizing downtime. Compared to well-established technologies such as hydro, thermal, and wind, the O&M processes for PV systems are not yet fully structured in many operating companies .

    What are the maintenance procedures for photovoltaic systems?

    The article outlines maintenance procedures for photovoltaic systems, including inverters, charge controllers, PV arrays, and battery banks. Regular maintenance ensures the efficient operation and longevity of photovoltaic (PV) systems. This includes checking inverters, charge controllers, PV arrays, and battery banks on a scheduled basis.

    What is operation & maintenance (O&M) of photovoltaic systems?

    1 Introduction This guide considers Operation and Maintenance (O&M) of photovoltaic (PV) systems with the goal of reducing the cost of O&M and increasing its effectiveness. Reported O&M costs vary widely, and a more standardized approach to planning and delivering O&M can make costs more predictable.

    Do photovoltaic systems need maintenance?

    The expansion of photovoltaic systems emphasizes the crucial requirement for effective operations and maintenance, drawing insights from advanced maintenance approaches evident in the wind industry. This review systematically explores the existing literature on the management of photovoltaic operation and maintenance.

    What are the maintenance strategies for solar PV systems?

    In literature, three general maintenance strategies for solar PV systems are mentioned: corrective, preventive, and predictive maintenance. Fig. 8 shows the evolution of maintenance strategies over time, along with examples of maintenance activities for PV systems. Fig. 8. Evolution of maintenance strategies.

    How important is maintenance in PV research?

    Analysis of thematic evolution reveals that maintenance receives relatively less emphasis in PV research compared to other operational aspects of energy management. Various maintenance strategies have been investigated for PV systems, each with its own importance.

  • Base station energy storage virtual power plant is the largest

    Base station energy storage virtual power plant is the largest

    With an expected capacity of 150 megawatt-hours, this will become Europe's largest distributed virtual power plant and one of the largest European battery storage systems, even when compared with centralised grid-scale battery installations.


    FAQs about Base station energy storage virtual power plant is the largest

    Why is Elisa Europe's largest virtual power plant project?

    This enables Elisa to target 150MWh storage capacity which makes it Europe's largest distributed virtual power plant project. The capacity is among the largest European battery storage systems even when compared to centralised grid-scale battery installations.

    How does a virtual power plant work?

    Those same batteries either power the network or feed electricity back into the grid when electricity consumption is high. By doing this, the virtual power plant balances peaks in electricity consumption and high prices. Lower electricity prices benefit everyone who uses electric power.

    What is distributed energy storage (des)?

    The Distributed Energy Storage (DES) solution powered by AI/ML uses the flexibility of backup power batteries to control electricity supply in thousands of base stations in the radio access network throughout the day. The DES system optimises the timing of electricity purchases by scheduling charging and discharging periods for the batteries.

    What is Elisa des virtual power plant?

    Elisa's DES virtual power plant provides a critical source of supply for the Finnish power grid that can be used when there are disturbances in production or during peaks in demand, thereby improving the resilience of the grid in crisis situations.

  • How much is the 5g base station power project

    How much is the 5g base station power project

    China Tower is a world-leading tower provider that builds, maintains, and operates site support infrastructure such as telecommunication towers, high-speed rail, subway systems, and large indoor dis.


    FAQs about How much is the 5g base station power project

    How much power does a 5G station use?

    The power consumption of a single 5G station is 2.5 to 3.5 times higher than that of a single 4G station. The main factor behind this increase in 5G power consumption is the high power usage of the active antenna unit (AAU). Under a full workload, a single station uses nearly 3700W.

    Is 5G more energy efficient than 4G?

    Although the absolute value of the power consumption of 5G base stations is increasing, their energy efficiency ratio is much lower than that of 4G stations. In other words, with the same power consumption, the network capacity of 5G will be as dozens of times larger than 4G, so the power consumption per bit is sharply reduced.

    What is a 5G base station?

    A 5G base station is mainly composed of the baseband unit (BBU) and the AAU — in 4G terms, the AAU is the remote radio unit (RRU) plus antenna. The role of the BBU is to handle baseband digital signal processing, while the AAU converts the baseband digital signal into an analog signal, and then modulates it into a high-frequency radio signal.

    Can 3GPP reduce base station energy consumption in 5G NR BS?

    Aiming at minimizing the base station (BS) energy consumption under low and medium load scenarios, the 3GPP recently completed a Release 18 study on energy saving techniques for 5G NR BSs . A broad range of techniques was evaluated in terms of the obtained network energy saving (NES) gain and their impact to the user-perceived throughput (UPT).

    How many HD movies can a 5G base station download?

    Studies show that with 5G base stations, it is possible to download more than 5,000 HD movies using only 1 kWh, whereas with 4G, the same amount of power would allow for fewer than 200 movies to be downloaded.

    How is 5G network construction different from 4G?

    5G network construction differs significantly from 4G in terms of networking modes, product forms, and performance parameters. The power consumption of 5G hardware is between two and four times greater than 4G, posing unprecedented challenges for site infrastructure construction.

  • Communication base station wind power 45m independent foundation

    Communication base station wind power 45m independent foundation

    The government of China has committed to bring carbon dioxide emissions to a peak before 2030 and to achieve carbon neutral before 2060 to tackle climate change. Renewable energy plays a key role in th.


    FAQs about Communication base station wind power 45m independent foundation

    Can wind energy be used to power mobile phone base stations?

    Worldwide thousands of base stations provide relaying mobile phone signals. Every off-grid base station has a diesel generator up to 4 kW to provide electricity for the electronic equipment involved. The presentation will give attention to the requirements on using windenergy as an energy source for powering mobile phone base stations.

    How many wind turbines are based on a composite bucket foundation?

    The composite bucket foundation was first applied for one 2.5 MW turbine in Qidong offshore wind farm in 2010, then for two 3 MW turbines in Xiangshui wind farm in 2017, later for eleven 3.45 MW turbines in Dafeng wind farm in 2019, in Jiangsu province. So far, it has been used as the foundation for 14 wind turbines.

    Why do off-grid telecommunication base stations need generators?

    As the incessant demand for wireless communication grows, off-grid telecommunication base station sites continue to be introduced around the globe. In rural or remote areas, where power from the grid is unavailable or unreliable, these cell sites require generator sets to provide power security as prime power or backup standby power.

    How to design foundations for offshore wind turbines?

    For the design of foundations for offshore wind turbine, there are two main issues: (i) estimation of capacities of compression and tension and (ii) assessment of the settlement and the inclination of foundations. Geotechnical engineers have a significant role to play in the process of the design.

    Can Foundation technology be used for offshore wind turbines in China?

    This paper reviews the development of offshore wind power and foundation technology used for offshore wind turbines in China using published information, data, and web sources. An ongoing offshore wind farm project is taken as an example to describe the foundation technologies involved. 1. Introduction

    Is offshore wind power a solution to energy conservation & sustainable environment?

    In order to tackle this issue, greater use of offshore wind power could be one of the solutions for energy conservation and sustainable environment in the long run. The development of offshore wind power is attributed to the innovation of offshore wind turbines and foundation technologies.

  • How many energy storage cabinet power supplies can be installed in a base station

    How many energy storage cabinet power supplies can be installed in a base station

    Base station operators deploy a large number of distributed photovoltaics to solve the problems of high energy consumption and high electricity costs of 5G base stations. In this study, the idle space of the.


    FAQs about How many energy storage cabinet power supplies can be installed in a base station

    Why do energy storage cabinets use STS?

    STS can complete power switching within milliseconds to ensure the continuity and reliability of power supply. In the design of energy storage cabinets, STS is usually used in the following scenarios: Power switching: When the power grid loses power or fails, quickly switch to the energy storage system to provide power.

    What is energy storage cabinet?

    Energy Storage Cabinet is a vital part of modern energy management system, especially when storing and dispatching energy between renewable energy (such as solar energy and wind energy) and power grid. As the global demand for clean energy increases, the design and optimization of energy storage sys

    Do 5G base stations use intelligent photovoltaic storage systems?

    Therefore, 5G macro and micro base stations use intelligent photovoltaic storage systems to form a source-load-storage integrated microgrid, which is an effective solution to the energy consumption problem of 5G base stations and promotes energy transformation.

    What is a green base station system?

    On the other hand, considering the energy use, the concept of a green base station system is proposed, which uses renewable energy or hybrid power to provide energy for the base station system, allowing energy flow between base stations and smart grid, , , .

    What happens if a base station does not deploy photovoltaics?

    When the base station operator does not invest in the deployment of photovoltaics, the cost comes from the investment in backup energy storage, operation and maintenance, and load power consumption. Energy storage does not participate in grid interaction, and there is no peak-shaving or valley-filling effect.

    What is energy storage?

    Basics of Energy Storage Energy storage refers to resources which can serve as both electrical load by consuming power while charging and electrical generation by releasing power while discharging. Energy storage comes in a variety of forms, including mechanical (e.g., pumped hydro), thermal (e.g., ice/water), and electrochemical (e.g., batteries).

  • How much does it cost to provide uninterrupted power supply to Khartoum communication base station

    How much does it cost to provide uninterrupted power supply to Khartoum communication base station

    An early decision in the selection process concerns the UPS topology; should it be a traditional transformer-based type or an modular UPS systems installation? Traditional UPS systems may have a lower initia.


    FAQs about How much does it cost to provide uninterrupted power supply to Khartoum communication base station

    Why should you install an uninterruptible power supply?

    While offering all these cost benefits, the modular UPS system approach also better justifies the reason for installing an uninterruptible power supply at all, as it significantly improves the UPS power supply's availability.

    How much does a power supply system cost?

    The cost of uninterrupted power supply systems can vary widely depending on factors such as capacity, technology, features, and brand reputation. Generally, UPS prices range from a few hundred dollars for smaller units to several thousand dollars for larger, more advanced systems with enhanced features and capabilities. 6.

    What factors affect the cost of uninterrupted power supply systems?

    The cost of uninterrupted power supply (UPS) systems is influenced by various factors such as capacity, technology, battery backup runtime, redundancy features, and the reputation of the manufacturer. Additionally, considerations like installation, maintenance, and energy efficiency also contribute to the overall cost of ownership. 2.

    How does a UPS system work in a data center?

    UPS systems maintain power to data centers in the event of a utility power disruption. They typically use batteries as an emergency power source that may last for a few seconds to tens of minutes – just enough time for either emergency generators to come online, or for computing equipment to be shut down properly.

    How to manage the cost of ups implementation?

    One of the most effective strategies for managing the cost of UPS implementation is right-sizing the system to match the specific needs of the business. Oversized UPS units not only incur higher upfront costs but also result in unnecessary expenditure on maintenance and energy consumption.

    Do static uninterruptible power supplies provide complete independence from external power supply?

    The aim is to develop power supply systems using static uninterruptible power supplies (UPS) based on fully controlled current inverters. Analysis of the existing power supply systems showed the imperfection of such schemes and does not provide complete independence of the facilities from external power supply.

  • Communication base station backup power battery

    Communication base station backup power battery

    Telecom base station battery is a kind of energy storage equipment dedicatedly designed to provide backup power for telecom base stations, applied to supply continuous and stable power to base station equipment when the utility power is interrupted or malfunctions, which plays a vital role in the stable operation of telecom base stations.


  • Microgrid system battery cabinet base station power generation

    Microgrid system battery cabinet base station power generation

    The inevitability of energy storage has been placed on a fast track, ensued by the rapid increase in global energy demand and integration of renewable energy with the main grid. Undesirable fluctuations in the out.


    FAQs about Microgrid system battery cabinet base station power generation

    Can batteries be used in microgrids?

    Energy Management Systems (EMS) have been developed to minimize the cost of energy, by using batteries in microgrids. This paper details control strategies for the assiduous marshalling of storage devices, addressing the diverse operational modes of microgrids. Batteries are optimal energy storage devices for the PV panel.

    What is a photovoltaic storage microgrid?

    Photovoltaic power generation is used as a distributed power source, and the backup power storage and photovoltaic power form a photovoltaic storage system. The photovoltaic storage microgrid structure of the grid-connected 5G base station is shown in Fig. 1. Fig. 1. Microgrid control architecture of a 5G base station.

    Why do microgrids need energy storage systems?

    Proliferation of microgrids has stimulated the widespread deployment of energy storage systems. Energy storage devices assume an important role in minimization of the output voltage harmonics and fluctuations, by provision of a manipulable control system.

    Does NREL support a microgrid battery energy storage system?

    NREL supported the development and acceptance testing of a microgrid battery energy storage system developed by EaglePicher Technologies as part of an effort sponsored by U.S. Northern Command. The three-tiered, 300-kW/386-kWh grid-tied system is capable of providing grid stabilization, microgrid support, and on-command power response.

    How a microgrid can transform a grid to a smartgrid?

    The combination of energy storage and power electronics helps in transforming grid to Smartgrid . Microgrids integrate distributed generation and energy storage units to fulfil the energy demand with uninterrupted continuity and flexibility in supply. Proliferation of microgrids has stimulated the widespread deployment of energy storage systems.

    How 5G base station microgrid power backup works?

    The charging and discharging actions of energy storage meet the requirements of various 5G base stations for microgrid power backup. During the low electricity price period, the 5G base station microgrid purchases electricity from the grid to meet the power demand of the base station.

  • How long does wind power storage last in communication base station energy management system

    How long does wind power storage last in communication base station energy management system

    While the initial investment in energy storage battery systems may be higher, they require no continuous fuel consumption and can last for more than 10 years, significantly lowering operational and maintenance costs over time.


    FAQs about How long does wind power storage last in communication base station energy management system

    Can energy storage improve wind power integration?

    Overall, the deployment of energy storage systems represents a promising solution to enhance wind power integration in modern power systems and drive the transition towards a more sustainable and resilient energy landscape. 4. Regulations and incentives This century's top concern now is global warming.

    How can large wind integration support a stable and cost-effective transformation?

    To sustain a stable and cost-effective transformation, large wind integration needs advanced control and energy storage technology. In recent years, hybrid energy sources with components including wind, solar, and energy storage systems have gained popularity.

    Can energy storage control wind power & energy storage?

    As of recently, there is not much research done on how to configure energy storage capacity and control wind power and energy storage to help with frequency regulation. Energy storage, like wind turbines, has the potential to regulate system frequency via extra differential droop control.

    Can energy storage systems reduce wind power ramp occurrences and frequency deviation?

    Rapid response times enable ESS systems to quickly inject huge amounts of power into the network, serving as a kind of virtual inertia [74, 75]. The paper presents a control technique, supported by simulation findings, for energy storage systems to reduce wind power ramp occurrences and frequency deviation .

    Why is energy storage used in wind power plants?

    Different ESS features [81, 133, 134, 138]. Energy storage has been utilized in wind power plants because of its quick power response times and large energy reserves, which facilitate wind turbines to control system frequency .

    How can hydrogen storage systems improve the frequency reliability of wind plants?

    The frequency reliability of wind plants can be efficiently increased due to hydrogen storage systems, which can also be used to analyze the wind's maximum power point tracking and increase windmill system performance. A brief overview of Core issues and solutions for energy storage systems is shown in Table 4.

  • Huawei 5g base station power consumption

    Huawei 5g base station power consumption

    China Tower is a world-leading tower provider that builds, maintains, and operates site support infrastructure such as telecommunication towers, high-speed rail, subway systems, and large indoor dis.


    FAQs about Huawei 5g base station power consumption

    How much power does a 5G station use?

    The power consumption of a single 5G station is 2.5 to 3.5 times higher than that of a single 4G station. The main factor behind this increase in 5G power consumption is the high power usage of the active antenna unit (AAU). Under a full workload, a single station uses nearly 3700W.

    Is 5G more energy efficient than 4G?

    Although the absolute value of the power consumption of 5G base stations is increasing, their energy efficiency ratio is much lower than that of 4G stations. In other words, with the same power consumption, the network capacity of 5G will be as dozens of times larger than 4G, so the power consumption per bit is sharply reduced.

    Why does 5G use so much power?

    The main factor behind this increase in 5G power consumption is the high power usage of the active antenna unit (AAU). Under a full workload, a single station uses nearly 3700W. This necessitates a number of updates to existing networks, such as more powerful supplies and increased performance output from supporting facilities.

    How can we improve the energy eficiency of 5G networks?

    To improve the energy eficiency of 5G networks, it is imperative to develop sophisticated models that accurately reflect the influence of base station (BS) attributes and operational conditions on energy usage.

    How much power will 5G use in 2023?

    Multiple bands in one site will be the typical configuration in the 5G era. The proportion of sites with more than five bands will increase from 3% in 2016 to 45% in 2023. As a result, the maximum power consumption of a site will be higher than 10 kW, in a site where there is more than 10 bands, the power consumption will exceed 20 kW.

    What is 5G power in Hangzhou?

    In Hangzhou, the 5G Power solution deployed by China Tower and Huawei supports one cabinet for one site and boasts smart features like intelligent peak shaving, intelligent voltage boosting, and intelligent energy storage. 1. One Cabinet for One Site

  • How long is the life of the base station wind power source

    How long is the life of the base station wind power source

    Modern wind turbines are designed to last 20 years and with proper monitoring and preventative maintenance two to three times per year (increasing with frequency as the turbine ages) their lifetime can be extended to 25 years.


    FAQs about How long is the life of the base station wind power source

    How long does a wind turbine last?

    Commercially available wind turbines range between 5 kW for small residential turbines and 5 MW for large scale utilities. Wind turbines are 20% to 40% efficient at converting wind into energy. The typical life span of a wind turbine is 20 years, with routine maintenance required every six months.

    How can the lifecycle of a wind turbine be extended?

    The lifecycle of a turbine can be extended through careful monitoring and maintenance. This requires the condition of the asset to be assessed and compared with the expended lifespan of the turbine, based upon the expected loads and fatigue as well as environmental factors for the wind energy site.

    What factors determine a wind turbine's life?

    What Factors Determine a Wind Turbine's Life? Modern wind turbines are designed to last 20 years and with proper monitoring and preventative maintenance two to three times per year (increasing with frequency as the turbine ages) their lifetime can be extended to 25 years .

    How long do wind turbine blades last?

    With an average lifespan of 25 years, a high proportion of wind turbines across the world are approaching retirement. Made of fibreglass, wind turbine blades usually end up in landfill. Credit: Andreas Nesslinger / Shutterstock

    How has technology changed the life of wind turbines?

    Advancements in technology have contributed to increasing the optimal lifespan of wind turbines. Improved materials, such as carbon fiber composites, have enhanced the structural integrity and resistance to fatigue.

    How can a wind farm improve the life of a turbine?

    Steps taken to optimise the operation of wind farms have a significant impact on turbine lifespan. These include optimising load and shutting down turbines if the wind is too strong. It is also important to take preventive measures so that operators are always one step ahead.

  • Multi-energy complementary energy storage power station

    Multi-energy complementary energy storage power station

    In order to stabilize the output fluctuation of wind and photovoltaic power generation, and improve the efficiency of clean energy generation and reliability of power grid, this paper designs a multi-energy complementary power generation system with pumped storage power station, and analyzes the system architecture, operation mode, construction mode.


    FAQs about Multi-energy complementary energy storage power station

    What is a multi-energy complementary system containing energy storage?

    Multi-energy complementary system containing energy storage is constructed based on an example of local power grid in China. Propose the ICGCT mechanism with price linkage characteristics. Verify the effectiveness of the ICGCT mechanism in responding to changes in market trading information through sensitivity analysis.

    What is a multi-energy complementary system?

    Multi-energy complementary systems mainly provide cooling, heating, and power supply through the mutual complementation and coordination of multiple energy sources [11, 12].

    Is pumped hydro storage a multi-energy complementary system?

    In response to the mentioned issues, this article incorporates pumped hydro storage (PHS) and electrochemical energy storage (EES) into traditional wind, solar, water, and fire multi-energy complementary system. Forms an energy storage-multi energy complementary system (ES-MECS) and selects the Chongqing city in China as the research focus.

    What is multi-energy complementary system (MECs)?

    The second is to utilize the combined advantages of wind, solar, hydro, coal and other resources in comprehensive energy bases to promote the construction and operation of wind, solar, hydro, and thermal multi-energy complementary system, known as multi-energy complementary system (MECS) [15, 16].

    What is a multi-energy system complementary coordination scheduling model?

    THE MULTI-ENERGY SYSTEMS COORDINATED SCHEDULING MODEL Based on the combined system, a multi-energy system complementary coordination optimization scheduling model is established with the optimization objectives of new energy maximum consumption, system operation economy and system operation safety respectively.

    What is pumped hydro storage & electrochemical energy storage?

    The energy conversion side consists of pumped hydro storage (PHS) and electrochemical energy storage (EES), these are utilized to store excess electricity generated by different units on the energy supply side during low power periods, and release it during peak power periods to reduce peak loads.

  • Maximum power generation of energy storage power station

    Maximum power generation of energy storage power station

    With the consumption of fossil fuels and the impact of the greenhouse effect, renewable energies are ushering in a huge development opportunity, thus the optimal configuration of energy storage is essenti.


    FAQs about Maximum power generation of energy storage power station

    What is energy storage capacity?

    The quantity of electrical energy stored in an energy storage facility plays a critical role in sustaining the operation and functionality of energy storage systems. The power capacity of a facility can be determined by considering its output/input power, conversion efficiency, and self-discharge rate.

    Can energy storage power station operate continuously?

    However, due to constraints such as power limits, capacity limits, and self-discharge rates, the energy storage power station cannot operate continuously but rather engages in charging and discharging activities at optimal times.

    What is the rated power of a storage power plant?

    All the data used were collected on-site at the power plant. The BESS has a rated power of 20 MW and a rated capacity of 40 MWh. It is assumed that the initial state of charge (SOC) of the storage power plant is 0.4, with upper and lower operating SOC limits of 0.95 and 0.05, respectively.

    How efficient are energy storage stations?

    The charging and discharging efficiency of the energy storage station is 95 %, with a conversion efficiency of 90.25 % for each charging and discharging cycle, resulting in a loss of 9.75 % per cycle. In real-time electricity pricing, there is a significant price difference between peak and off-peak periods.

    What is the optimal capacity optimization model for energy storage system?

    Subsequently, based on the optimal strategy for joint operation, with the maximization of economic benefits for energy storage system as the objective, a capacity optimization model is established. The NSGA-II algorithm is employed to determine the optimal capacity of the BESS, thereby achieving revenue maximization.

    What is the optimal configuration for energy storage?

    The optimal configuration for power and maximum continuous energy storage duration is determined to be 30.99 MW and 4.52 h, respectively. At this configuration, the average daily return is 2.362 × 10 5 yuan and the initial investment cost is 1.45 × 10 9 yuan. Fig. 20. Optimal solution selected by TOPSIS. Table 4. Optimal solution data.

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