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Machine Learning Based Control Of Autonomous

Machine Learning Based Control Of Autonomous

Browse technical resources about energy storage monitoring, BMS, EMS, and data center power safety.

  • Why lithium batteries are used as temperature control power supplies

    Why lithium batteries are used as temperature control power supplies

    Lithium-ion batteries, with high energy density (up to 705 Wh/L) and power density (up to 10,000 W/L), exhibit high capacity and great working performance. As rechargeable batteries, lithium-ion batteries serve a. Electrochemical batteries, first invented by Alessandro Volta in 1800,,,, have. Most of the temperature effects are related to chemical reactions occurring in the batteries and also materials used in the batteries. Regarding chemical reactions, the relationship b. The distribution of temperature at the surface of batteries is easy to acquire with common temperature measurement approaches, such as the use of thermocouples a. Thermal challenges exist in the applications of LIBs due to the temperature-dependent performance. The optimal operating temperature range of LIBs is generally limited to 15–35 °. P. Tao, T. Deng and W. Shang are grateful to the financial support from National Key R&D Program of China, Ministry of Science and Technology of the People's Republic of China, China (Gr.

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    FAQs about Why lithium batteries are used as temperature control power supplies

    How does thermal management of lithium-ion batteries work?

    Thermal Management of Lithium-Ion Batteries C. Zhang et al. achieved temperature control of a lithium-ion battery (TAFEL-LAE895 100 Ah ternary) in electric cars by combining heat pipes (HP) and a thermoelectric cooler (TEC). The utilization of heat pipes, with their high thermal conductivity, increased temperature loss.

    Why is thermal analysis important for lithium-ion battery systems?

    In conclusion, the article effectively summarizes the importance of accurate thermal analysis for lithium-ion battery systems. It highlights the need for further research to develop effective techniques for modeling and managing thermal characteristics, ultimately leading to improved safety, performance, and efficiency in battery applications.

    Do lithium-ion batteries have thermal behavior?

    A profound understanding of the thermal behaviors exhibited by lithium-ion batteries, along with the implementation of advanced temperature control strategies for battery packs, remains a critical pursuit.

    How does temperature affect lithium-ion battery performance?

    The impact of temperature on lithium-ion batteries' performance degradation is vividly depicted in Figure 2. This deterioration primarily results from the intricate interplay of battery materials and the chemical reactions occurring within.

    What is a thermal control system for lithium-ion battery packs?

    Basu et al. developed a cutting-edge thermal control system for lithium-ion battery packs. The aluminum conductive element wraps around the cylindrical battery for heat conduction and then transfers heat to the coolant.

    Is a modified lithium-ion battery thermal management system possible?

    Nasir et al. investigated a modified lithium-ion battery thermal management system through simulation-based investigations (see Fig. 5 (B)) employing PID and Null-Space-based Behavioural (NSB) controllers. This endeavour aimed to maintain the optimal temperature for battery life while consuming minimal power.

  • Solar temperature control panel installation tutorial

    Solar temperature control panel installation tutorial

    Correct installation is crucial to its accurate and dependable functioning; this guide offers step-by-step installation steps including type selection, preparation steps, installation phases, testi.


    FAQs about Solar temperature control panel installation tutorial

    How do I measure the temperature of a solar panel?

    When placed on the center back side of the panel, it accurately measures the temperature of the panel. Select a PV module that remains un-shaded throughout the day. For best operation, this sensor housing should be mounted flat against the surface to be measured. Select a PV module that remains un-shaded throughout the day.

    What is the installation manual for a solar hot water system?

    This section of the solar thermal installation manual is a step by step instruction of a typical solar hot water system installation. It explains the solar side of the installation, while back-up equipment, existing tanks, etc. are application specific and vary from project to project.

    How do you attach a PV module temperature sensor?

    Affix the module temperature sensor to the panel back using the thermally conductive adhesive provided. Press the sensor firmly against the surface. Do not attempt to extend or shorten the pre-assembled 2m cable. If using Modbus sensor then the PV Module Temperature Sensor is factory calibrated.

    How to install a solar heating system?

    To install a solar heating system, first check the plumbing portion of the solar heating system loop. Ensure all fitting connections at the solar tank, pump station, and solar panel are adequately tightened. Fill the solar storage tank with water and then add the Heat Transfer Fluid to the solar panel loop.

    How do I install a solar sensor?

    Install under a cover to protect the sensor from direct exposure to sunlight, precipitation and meltwater. Glue the sensor element (aluminum block) directly to the module back sheet. The surface must be dry, clean and degreased before affixing the element to the surface.

    How to install a temperature sensor on a water heater?

    Installation of the temperature sensor should be carried out by a certified personnel. Connect the sensor to the hot water outlet pipe, at the upper part of the water heater. This way only a small amount of water should be drained so that the water level is below the hot water pipe.

  • Solar magnetic control valve installation working principle

    Solar magnetic control valve installation working principle

    The simple design principle on which the magnetic actuator is based – a single moving part, the core, within a changing magnetic field – results in very fast positioning. This has the following consequences: • Fast elimination of interference variables.


    FAQs about Solar magnetic control valve installation working principle

    How difficult is a magnetic valve compared to a control loop?

    trol loop, the magnetic valve is a v lowing consequences:Fast elimination of interference v iablesThe valve responds immediately to setpoint adjustments.The degree of difficulty Sv = Tu : Tg of the control loop is reduced significantly : from 0.48 to 0.36 (i.e. 25 %) for example, as shown by comparative measurement

    What is the function of valve in HVAC control loop?

    le of operationIntroduction: The valve in the HVAC control loopBoth the static and the dynamic behaviour of the valve play a major pa t in ensuring fast and accurate control of HVAC systems (Fig.1). The precise conversion of the control signal into a stroke movement has a signifi

    Should a flow sensor be mounted vertically?

    In case the liquid is carrying particles, for example when measuring sludge, sewage, etc., the flow sensor must be mounted vertically.

    How does a three-port control valve work?

    ntrol in response to the positioning signal from the controller.When used as a three-port control valve, water from two temperature sources is mixed in a pro ortion determined by the positioning signal from the controller.The correct hydraulic circuit and the correct

  • There is a problem with the new energy battery control system

    There is a problem with the new energy battery control system

    The dramatic global expansion of in-battery energy storage over the coming decades is deemed necessary to facilitate the growth of wind and solar power and electrified transportation, all essential elements in the 'Energy Transition. ' The fact that batteries are critical to the energy system of the future is treated as a given.


    FAQs about There is a problem with the new energy battery control system

    What are the key issues in battery control & management?

    The most critical issue for battery control and management is how to obtain the battery states such as SOC, SOE, SOP, SOT, SOH, and RUL. However, these states cannot be measured directly by sensors and can only be obtained by estimating measurable parameters such as voltage, current, and temperature.

    How a power battery affects the development of NEVS?

    As one of the core technologies of NEVs, power battery accounts for over 30% of the cost of NEVs, directly determines the development level and direction of NEVs. In 2020, the installed capacity of NEV batteries in China reached 63.3 GWh, and the market size reached 61.184 billion RMB, gaining support from many governments.

    Are Power Batteries A key development area for new energy vehicles?

    In the Special Project Implementation Plan for Promoting Strategic Emerging Industries “New Energy Vehicles” (2012–2015), power batteries and their management system are key implementation areas for breakthroughs. However, since 2016, the Chinese government hasn't published similar policy support.

    What problems does battery charging research face?

    Future trends At present, with the popularity of energy vehicles, the demand for fast charging is greatly increasing. However, thermal runaway and the accelerated battery aging brought by fast charging are the main problems that battery charging research faces.

    Why is the demand for NEV batteries increasing?

    In recent years, the explosive development of NEVs has led to increasing demand for NEV batteries, which has led to the rapid development of the NEV battery industry, resulting in increasing prices of raw materials manufactured and sold by raw material manufacturers, i.e., the upstream battery industry.

    Why are battery thermal management systems so difficult?

    The dilemma mainly includes: (1) for cells and battery packs, the internal heat mechanism is not clear enough and coupled with other mechanisms, such as aging. (2) for battery thermal management system design, system design is complex and costly, making it difficult to ensure heat transfer efficiency.

  • Price trend of activated carbon for energy storage in the Autonomous Republic of Abkhazia

    Price trend of activated carbon for energy storage in the Autonomous Republic of Abkhazia

    Activated carbon is primarily used to lighten wine or eradicate distasteful smells. It is used to filter impurities from air and water. Owing to its properties, including pore. September 22, 2022 –To eliminate food smells, activated carbon can be used. According to recent research by the University of Gothenburg, activated carbon can also. Procurement Resource offers in-depth research on product pricing and market insights for more than 500 chemicals, commodities, and utilities updated daily, weekly,.


    FAQs about Price trend of activated carbon for energy storage in the Autonomous Republic of Abkhazia

    What is the activated carbon pricing report 2024?

    IMARC's newly published report, titled “ Activated Carbon Pricing Report 2024: Price Trend, Chart, Market Analysis, News, Demand, Historical and Forecast Data,” offers an in-depth analysis of activated carbon pricing, covering an analysis of global and regional market trends and the critical factors driving these price movements.

    How much does activated carbon cost in China?

    In China, at the beginning of the third quarter, the price of activated carbon averaged 12500 RMB/MT ( approx.). However, the prices soon began to fall owing to deserted market offtakes and transactions. In August the price of activated carbon averaged 10,833 USD/MT.

    Who makes activated carbon?

    The leading global producers of Activated Carbon are China, the United States, India, Germany, and Belgium. Procurement Resource does an in-depth analysis of the price trend to bring forth the monthly, quarterly, half-yearly, and yearly information on the Activated Carbon price in its latest pricing dashboard.

    What happened to activated carbon prices in India in Q3?

    In India, the same pricing trend continued. The activated carbon prices witnessed a slight incline in Q3 averaging around 2890 USD/MT (FOB coconut shell based) (approx.). However, soon the momentum fizzled out and the prices declined.

    What is the average price of activated carbon?

    The average activated carbon export price stood at $2,218 per ton in 2021, picking up by 9% against the previous year. What is the average import price for activated carbon in the world? In 2021, the average activated carbon import price amounted to $2,395 per ton, jumping by 18% against the previous year.

    Which countries are included in activated carbon price analysis?

    This activated carbon price analysis can be expanded to include a comprehensive list of countries within the region. China, India, Indonesia, Pakistan, Bangladesh, Japan, Philippines, Vietnam, Thailand, South Korea, Malaysia, Nepal, Taiwan, Sri Lanka, Hongkong, Singapore, Australia, and New Zealand, among other Asian countries.

  • Battery power control test standard

    Battery power control test standard

    This standard is based on IEC 61960, an international standard introduced in 2017, and primarily focuses on testing protocols for verifying the electrical performance characteristics of batteries.


    FAQs about Battery power control test standard

    What standards do we cover in our Battery Testing Laboratories?

    We cover a wide range of lithium-ion battery testing standards in our battery testing laboratories. We are able to conduct battery tests for the United Nations requirements (UN 38.3) as well as several safety standards such as IEC 62133, IEC 62619 and UL 1642 and performance standards like IEC 61960-3.

    What are battery test standards?

    Battery test standards cover several categories like characterisation tests and safety tests. Within these sections a multitude of topics are found that are covered by many standards but not with the same test approach and conditions. Compare battery tests easily thanks to our comparative tables. Go to the tables about test conditions

    What are the requirements for a battery?

    IEC 60086: International standard for the performance and safety requirements of primitive batteries. CE certification: Battery products that meet European battery standards need to obtain CE certification. REACH regulation: Chemical information is required to ensure the safety of battery materials.

    What is a constant current method for a battery performance test?

    For the performance test, a constant current method is generally used where a constant current specified by the manufacturer is applied for an accompanying specified time. Battery manufacturers publish tables that include different discharge rates specified for different periods of time.

    What is a battery performance test?

    A performance test is defined as “a constant-current or constant-power capacity test made on a battery after it has been in service”2. It is the most commonly used discharge test method and it determines if the battery is performing according to the manufacturer's specifications and/or if it is within acceptable limits.

    Are there regulatory mandates for battery performance & safety?

    When it comes to battery performance and safety, there aren't any obligatory regulatory mandates; the primary reference points are the European Union's battery performance and safety standards.

  • Solar panel control panel maintenance

    Solar panel control panel maintenance

    Solar panels have no moving parts, which makes them relatively low maintenance. But if you want to reduce solar panel costs and maintenance over time, you'll need to look after them. Here are a few things that you should do to keep your panels in tip-top condition: To limit having to pay for any repairs, you need to get your solar panels serviced at least once every 5-10 years. A solar panel service will set you back around £100, but it will also prevent any. If mounting your roof to clean your panels isn't an option for you, you caninstall automated cleaners that work like sprinkler systems. You can alsohire. Overall, the average solar panel system isn't very high maintenance. It'll end up costing you around £100 every five years for the annual service, plus any costs for the cleaning equipment. Solar panels in the UK do not typically need extra maintenance, since the UK climate is generally favourable to them. According to manufacturers' standards, 25°C is the optimum.

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    FAQs about Solar panel control panel maintenance

    What are the best practices for solar panel upkeep?

    Solar panels are an investment in sustainable energy. To ensure they operate at peak efficiency, regular cleaning and maintenance are essential. In this guide, we delve deep into the best practices for solar panel upkeep. Solar panels are exposed to various elements, from dust and pollen to bird droppings and rain.

    Why do solar panels need maintenance?

    Over time, these can accumulate and reduce the panel's efficiency. Regular maintenance ensures that your panels deliver optimal performance, extending their lifespan and ensuring a higher return on investment. Dust and debris can accumulate on the surface of solar panels, especially in areas with high pollution or during specific seasons.

    How to maintain solar panels at home?

    You can maintain your solar panels at home by cleaning them regularly with a garden hose and a non-abrasive cloth and by inspecting them for any dirt, debris, or damage. You should also turn off your solar power system before cleaning and avoid doing it on hot, sunny days.

    How often should a solar panel be cleaned?

    Solar panels require very little maintenance, especially if they are on a tilt, as rain can wash away any debris. It is generally recommended that you perform solar panel cleaning between two and four times per year. Take extreme care when cleaning. Clean from the ground, as climbing around on your roof can be dangerous.

    Are solar panels difficult to maintain?

    No, solar panels are not difficult to maintain. Simple cleaning with soft water and a microfiber cloth, combined with a routine inspection to look for damage from pests or extreme weather, is all that's required. Many owners of residential solar power systems perform maintenance on the photovoltaic array themselves.

    Do solar panels need to be cleaned?

    Be sure to clean the panels early in the morning before they get too hot from the sun; cold water and hot panels do not mix! Solar panel maintenance and cleaning is not covered under panel warranties, but if your solar panels are damaged, they will usually be covered. Do solar panels need to be maintained?

  • How to add capacitors to external control power supply

    How to add capacitors to external control power supply

    There are numerous factors to consider when adding external capacitors to switched-mode power supplies (SMPS). This article will discuss noise, startup, ESR, stability, pre-bias applications, Sense inputs, On/Off (remote enable) controls and other topics.


    FAQs about How to add capacitors to external control power supply

    Should I add external capacitors to switched-mode power supplies (SMPS)?

    There are numerous factors to consider when adding external capacitors to switched-mode power supplies (SMPS). This article will discuss noise, startup, ESR, stability, pre-bias applications, Sense inputs, On/Off (remote enable) controls and other topics.

    Where are the capacitors located on a power supply?

    When we look at almost any power supply application circuit there will be capacitors on the output of the power supply located at the load. One question often asked of power supply vendors is “Why are the output capacitors required on a power supply and how are the capacitors selected?”.

    Why are capacitors placed across power supply terminals?

    Based upon our discussion it should now be understood that capacitors are often placed across the power supply terminals at the load to reduce the voltage excursions caused by load current transients and the finite bandwidth response of the power supply.

    Do external capacitors have a reactive output load?

    The specifications also assume that there is no other reactive output load, especially inductance. Be aware that external capacitors include finite amounts of internal, unwanted ESL (Equivalent Series Inductance).

    How does external capacitance affect the performance of a DC/DC converter?

    Increasing amounts of external capacitance reduce the phase margin of the internal control loop and therefore endangers dynamic performance. In the following application, we see three bypass capacitors, all at different distances from the DC/DC converter.

    How to choose a capacitor?

    One of the first criteria for selecting the capacitors should probably be how much capacitance is required. When the capacitance required is greater than ones or tens of microfarads, either tantalum or electrolytic capacitors may be the preferred capacitor technology. Capacitors made with these technologies are reasonably compact and affordable.

  • Solar photovoltaic installation machine price

    Solar photovoltaic installation machine price

    So, how much do solar panels cost? The most common type of system is the 4kW solar system, which costs between £5,000 – £6,000. It can save the average household about £660 per year, provided tha. If you're wondering: “When can I expect my solar panels to pay for themselves?”, the answer d. The Smart Export Guarantee(SEG) is a crucial policy that can help you make money from your excess solar panel energy by pumping it back into the energy grid. This is where ha. Solar panel installation costs can vary depending on several factors, including the system's size, additional equipment required, and labour costs. Solar panels also come with m.


    FAQs about Solar photovoltaic installation machine price

    How much does a solar panel installation cost?

    Generally, two installers will work together to install your solar panel system, and depending on its complexity, they can take up to 3 days to complete the installation. This means that you can expect to spend anywhere between £600 and £3,000 on labour costs alone.

    How much does a solar panel cost per kilowatt?

    Exactly how much a solar panel costs per kilowatt depends on the type of solar panel you're talking about. Monocrystalline solar panels are the most expensive, and their cost per kW is somewhere around £1,000 – £1,500 whereas polycrystalline solar panels cost about £900 per kW.

    How much does a photovoltaic system cost?

    Our estimators are Chartered Members (MRICS) of the Royal Institution of Chartered Surveyors and Members of the Chartered Institute of Building (MCIOB). A 4kW photovoltaic (PV) system, suitable for a 2-3 bedroom house typically costs around £8,000 (incl. installation). Including an inverter and solar battery takes the average cost to around £12,000

    How much will 10 solar panels cost in the UK?

    The cost of 10 solar panels in the UK can vary based on several factors, including the type of panels and the brand you choose. Depending on the size of the solar panels, it will cost between £5,000 to £6,000 to install 10 solar panels, not taking into account labour costs.

    How much does solar panel maintenance cost?

    Solar panels generally require minimal maintenance, but cleaning solar panels is important to ensure optimal performance. This can be done by professionals, which may incur some costs. Typically, annual solar panel maintenance costs are about £100 – £200.

    How much does solar panel cleaning cost?

    Solar panel cleaning costs can be around £15 per panel. When it comes to solar panel maintenance, it's sensible to pay for an annual service, which will ensure your panels are in good working order and pick up on any issues before they turn into more expensive problems. An annual service typically costs around £150.

  • Working principle of solar light sheet machine

    Working principle of solar light sheet machine

    photovoltaic system supply solar electricity to electrical equipment. The most common application of solar energy collection outside agriculture is solar water heating systems. Most solar modules are currently produced from crystalline silicon (c-Si) solar cells made of multicrystalline and monocrystalline silicon.


    FAQs about Working principle of solar light sheet machine

    What is the working principle of a solar cell?

    Working Principle: The solar cell working principle involves converting light energy into electrical energy by separating light-induced charge carriers within a semiconductor. Role of Semiconductors: Semiconductors like silicon are crucial because their properties can be modified to create free electrons or holes that carry electric current.

    How do solar cells work?

    Working Principle: The working of solar cells involves light photons creating electron-hole pairs at the p-n junction, generating a voltage capable of driving a current across a connected load.

    How solar street light works?

    The solar street light working sequence: solar panel absorbs sunlight and converts them into electric energy, then the electric energy will be stored in the battery, and finally, the controller supplies power to the LED light source to achieve night lighting effects. The specific working principle of solar street light is shown as follows:

    What is the working principle of a photovoltaic cell?

    Working principle of Photovoltaic Cell is similar to that of a diode. In PV cell, when light whose energy (hv) is greater than the band gap of the semiconductor used, the light get trapped and used to produce current.

    How do solar panels convert sunlight into electricity?

    The conversion of sunlight into electricity involves the fundamental principle of the photovoltaic effect within solar cells. These cells, typically made of semiconductor materials like silicon, are the core components of solar panels. When incident light reaches the p-n junction of a semiconductor, a process called photogeneration occurs.

    What is solar energy & how does it work?

    Solar energy is a clean and renewable energy source harnessing power from the sun without producing harmful pollutants or greenhouse gases. Solar power allows individuals, business and communities to generate their own electricity, leading to reduced dependence on traditional utility grids.

  • Solar panel production machine price

    Solar panel production machine price

    China Solar Panel Manufacturing Machine wholesale - Select 2025 high quality Solar Panel Manufacturing Machine products in best price from certified Chinese Machine For Metal manufacturers, Machine Equipment Control suppliers, wholesalers and factory on Made-in-China.


    FAQs about Solar panel production machine price

    How much does a solar machine cost?

    Machine Solar Panel Solar Machine Panel Making 5mw 10mw 20mw 30mw 50mw 60mw Machine To Make Solar Panel Solar Panel Production Line Turneky Solution Project. US $25000-$180000/ Set. 10 Sets (Min. Order) CN Wuhan Sunic Photoelectricity Equipment Manufacture Co., Ltd. 12 YRS.

    Where are solar panel making machine suppliers?

    There are 2,056 solar panel making machine suppliers, mainly located in Asia. The top supplying countries or regions are China, India, and Vietnam, which supply 99%, 1%, and 1% of solar panel making machine respectively. Solar panel making machine products are most popular in Domestic Market, Africa, and Southeast Asia.

    What is solar panel making machine?

    solar panel making machine help in achieving energy-independence by utilizing the power of the sun. solar panel making machine use captured sunlight to create concentrated solar-powered or photovoltaic cells which are later converted into the forms needed. These PVs can be installed on the roofs hence eliminating the need for land.

    What are the different types of solar production machines?

    Solar (PV) production machines come in a wide range of sizes. You can start with a very small line (for example, 25 MW) using refurbished equipment, or you can opt for brand new machines. Brand new machines range from 50 MW (the smallest size) to fully automated lines with 1 GW capacity or more.

    How much money do you need to produce solar panels?

    To ensure you have enough stock to avoid stopping production due to a lack of materials, you should estimate approximately €6.5 million for working capital, including materials in stock. The cost of materials for solar panels constitutes over 95% of the total production costs, making it the dominant factor in solar module production.

    Who is ooitech solar panel making machine supplier?

    Solar Panel Making Machine Supplier We, Ooitech, have more than 15 years of experience in the solar industry, Professional for solar industry application equipment research, development, production, and selling. Ooitech, founded in 2013, is located in Optical Valley, Wuhan city of China, and also has factory in Wuxi city near Shanghai China.

  • How does the auxiliary machine work in making solar panels

    How does the auxiliary machine work in making solar panels

    Unlock 14 proven insights into solar panel making machines. Learn how to streamline production, reduce costs, and achieve maximum efficiency in solar manufacturing.


    FAQs about How does the auxiliary machine work in making solar panels

    How does a solar cell Stringer machine work?

    The solar cell stringer machine can use different types of solar cells, ranging from 166mm to 210mm, including full and half-cut cells. Soldering Process: The solar cell stringer machine uses a method called IR soldering to connect the solar cells together to make strings. This process involves using bus bars to solder the cells together.

    How do solar panels work?

    This process involves using bus bars to solder the cells together. The soldering is done automatically to reduce any strain on the cells, resulting in high-quality solar panels with fewer breakages. Servo Motor Driving and Industrial CCD Positioning: The machine uses a special kind of motor and camera system to accurately place the solar cells.

    How does a solar cell machine work?

    This technology can also automatically find and remove any faulty cells, so only the good ones are used. String Formation: The machine puts together solar cells by welding them with copper ribbon one by one.

    What is an automatic solar Stringer machine?

    An automatic solar stringer machine is a sophisticated piece of equipment that plays a crucial role in the production of solar panels. Here's a step-by-step breakdown of how it works: Solar Cell Loading: The process starts by putting solar cells into the machine.

    What is the best soldering output for solar panels?

    The best soldering output with minimal stress given to the solar cells, realizing high-quality photovoltaic modules with minimized breakages during the transformation process. Stringer machines for solar panels to solder cells into strings.

    How to manufacture a solar panel?

    Manufacturing a solar panel includes both automation processes and manual work. The automation part is important in order to achieve higher accuracy and quality. Also, the manufacturing plant needs to be clean and the process needs to be fast in order to achieve the production target and market demand.

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