35 datasets found
  1. Energy consumption by AI models 2024

    • statista.com
    • tokrwards.com
    • +1more
    Updated Jun 24, 2025
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    Statista (2025). Energy consumption by AI models 2024 [Dataset]. https://www.statista.com/statistics/1465348/power-consumption-of-ai-models/
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    Dataset updated
    Jun 24, 2025
    Dataset authored and provided by
    Statistahttp://statista.com/
    Time period covered
    2023
    Area covered
    Worldwide
    Description

    GPT-3 is the most energy-intensive AI program trained in 2024, with over **** megawatt hours consumed to train the model. Produced in 2020, the model ended up being far more energy intensive than models produced in 2023, most of which were under *** MWh.

  2. Global data center power demand 2015-2030, by major region

    • statista.com
    • tokrwards.com
    Updated Jun 26, 2025
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    Statista (2025). Global data center power demand 2015-2030, by major region [Dataset]. https://www.statista.com/statistics/1546348/data-center-global-power-demand/
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    Dataset updated
    Jun 26, 2025
    Dataset authored and provided by
    Statistahttp://statista.com/
    Area covered
    Worldwide
    Description

    Since 2020, global data center power demand has significantly increased, with artificial intelligence (AI) forecast to require *** terawatt-hours by 2030. Global data center power demand has increased year-on-year since 2019 and reached *** terawatt-hours in the United States in 2023 when excluding AI use.

  3. Microsoft's electricity consumption FY 2020-2023

    • tokrwards.com
    • statista.com
    Updated Nov 22, 2024
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    Statista Research Department (2024). Microsoft's electricity consumption FY 2020-2023 [Dataset]. https://tokrwards.com/?_=%2Ftopics%2F12959%2Fenvironmental-impact-of-ai%2F%23D%2FIbH0PhabzN99vNwgDeng71Gw4euCn%2B
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    Dataset updated
    Nov 22, 2024
    Dataset provided by
    Statistahttp://statista.com/
    Authors
    Statista Research Department
    Description

    Microsoft's electricty consumption increased 30 percent year-on-year in 2023, surpassing 23 terawatt-hours. In comparison to 2020, the tech company's power consumption more than doubled. When considering its electricity consumption normalized by revenue generated, Microsoft's consumption grew nearly 50 percent between 2020 and 2023, to 111 megawatt-hours per million U.S. dollars of revenue. A key factor for Microsoft's power consumption rising has been the expansion of its global data centers.

  4. d

    Energy and Water Data Disclosure for Local Law 84 2020 (Data for Calendar...

    • catalog.data.gov
    • data.cityofnewyork.us
    • +1more
    Updated Oct 4, 2024
    + more versions
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    data.cityofnewyork.us (2024). Energy and Water Data Disclosure for Local Law 84 2020 (Data for Calendar Year 2019) [Dataset]. https://catalog.data.gov/dataset/energy-and-water-data-disclosure-for-local-law-84-2020-data-for-calendar-year-2019-6fde1
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    Dataset updated
    Oct 4, 2024
    Dataset provided by
    data.cityofnewyork.us
    Description

    Data and metrics on water and energy consumption in privately owned buildings over 25,000 ft2 and in City-owned buildings over 10,000 ft2.

  5. State Energy Data System (SEDS) : Consumption Application Programming...

    • catalog.data.gov
    • datasets.ai
    • +1more
    Updated Jul 6, 2021
    + more versions
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    U.S. Energy Information Administration (2021). State Energy Data System (SEDS) : Consumption Application Programming Interface (API) [Dataset]. https://catalog.data.gov/dataset/state-energy-data-system-seds-consumption-application-programming-interface-api
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    Dataset updated
    Jul 6, 2021
    Dataset provided by
    Energy Information Administrationhttp://www.eia.gov/
    Description

    This API provides state-level and national-level energy consumption data. Data organized by major economic sectors. EIA's State Energy Data System (SEDS) is a comprehensive data set that consists of annual time series estimates of state-level energy use by major economic sectors, energy production and and State-level energy price and expenditure data. The system provides data back from 1960. Data are presented in physical units, Btu, and dollars. Users of the EIA API are required to obtain an API Key via this registration form: http://www.eia.gov/beta/api/register.cfm

  6. d

    New York State Government Building Energy Use Intensity Data: Beginning...

    • catalog.data.gov
    • datasets.ai
    • +3more
    Updated Jun 28, 2025
    + more versions
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    State of New York (2025). New York State Government Building Energy Use Intensity Data: Beginning State Fiscal Year 2010 [Dataset]. https://catalog.data.gov/dataset/new-york-state-government-building-energy-use-intensity-data-beginning-state-fiscal-year-2
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    Dataset updated
    Jun 28, 2025
    Dataset provided by
    State of New York
    Area covered
    New York
    Description

    The Build Smart NY Program aims to increase energy efficiency of New York State government buildings. Build Smart NY was established by Executive Order 88 and mandates a reduction in energy consumption by 20% in government owned and operated buildings by 2020. Site utility data has been collected for all government buildings larger than 20,000 square feet and this has been converted to Source Energy Use Intensity (EUI) which is a ratio of Source Energy Use to gross square footage. The Source EUI will be used as a performance metric to achieve the 20% reduction targets. The dataset represents a baseline of Source EUI for New York State government buildings at the baseline year of SFI 2010/2011; subsequent reports will demonstrate a progression to achieving a 20% energy reduction target.

  7. Industrial Energy Efficiency Services Market Analysis, Size, and Forecast...

    • technavio.com
    pdf
    Updated Feb 16, 2025
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    Technavio (2025). Industrial Energy Efficiency Services Market Analysis, Size, and Forecast 2025-2029: North America (US and Canada), Europe (France, Germany, Italy, UK), Middle East and Africa (UAE), APAC (China, India, Japan, South Korea), South America (Brazil), and Rest of World (ROW) (Rest of World (ROW)) [Dataset]. https://www.technavio.com/report/industrial-energy-efficiency-services-market-industry-analysis
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    pdfAvailable download formats
    Dataset updated
    Feb 16, 2025
    Dataset provided by
    TechNavio
    Authors
    Technavio
    License

    https://www.technavio.com/content/privacy-noticehttps://www.technavio.com/content/privacy-notice

    Time period covered
    2025 - 2029
    Description

    Snapshot img

    Industrial Energy Efficiency Services Market Size 2025-2029

    The industrial energy efficiency services market size is forecast to increase by USD 3.82 billion, at a CAGR of 5.1% between 2024 and 2029.

    The market is a dynamic and evolving landscape, driven by the increasing emphasis on reducing energy consumption and minimizing environmental impact. Companies across various sectors are recognizing the importance of energy efficiency in their operations, leading to a growing demand for specialized services. One notable trend in the market is the integration of advanced technologies, such as the Internet of Things (IoT) and artificial intelligence (AI), to optimize energy usage and improve overall efficiency. These technologies enable real-time monitoring and analysis of energy consumption patterns, allowing businesses to identify areas for improvement and implement targeted solutions. Another significant factor influencing the market is the rising cost of energy.
    As energy prices continue to climb, companies are increasingly motivated to invest in energy efficiency measures to reduce their overall energy costs and improve their bottom line. However, the high initial setup costs associated with implementing these technologies can be a barrier to entry for some organizations. Despite these challenges, the market for industrial energy efficiency services is expected to continue growing as businesses seek to reduce their carbon footprint and improve their sustainability credentials. According to recent studies, the market is projected to grow at a steady pace, with energy efficiency services accounting for a significant share of the total energy management market.
    For instance, a recent analysis revealed that energy efficiency services represented approximately 20% of the total energy management market in 2020, with a projected growth rate of around 12% between 2021 and 2026. This trend is expected to continue as more businesses prioritize energy efficiency and sustainability in their operations. In conclusion, the market is a dynamic and evolving landscape, driven by the growing awareness of environmental impact and the rising cost of energy. The integration of advanced technologies and the increasing demand for energy efficiency solutions are key factors fueling the market's growth. Despite the high initial setup costs, the long-term cost savings and sustainability benefits make energy efficiency a worthwhile investment for businesses across various sectors.
    

    Major Market Trends & Insights

    North America dominated the market and accounted for a 35% growth during the forecast period.
    The market is expected to grow significantly in Europe as well over the forecast period.
    By the Service, the EA and C sub-segment was valued at USD 5.27 billion in 2023
    By the End-user, the Oil and gas sub-segment accounted for the largest market revenue share in 2023
    

    Market Size & Forecast

    Market Opportunities: USD 45.70 million
    Future Opportunities: USD 3.817 billion 
    CAGR : 5.1%
    North America: Largest market in 2023
    

    What will be the Size of the Industrial Energy Efficiency Services Market during the forecast period?

    Gain strategic insights into adoption of energy-efficient technologies Request Free Sample

    Industrial energy efficiency services represent a significant market segment, with current adoption estimated at approximately 25% of total industrial energy consumption. This figure underscores the potential for substantial savings and environmental benefits.
    The global industrial energy efficiency services market is evolving as businesses prioritize sustainability, cost optimization, and regulatory compliance. Energy audits, real-time monitoring systems, and advanced automation solutions are becoming essential for reducing energy waste and improving operational efficiency. Predictive maintenance, smart sensors, and data analytics platforms enable industries to track energy usage and implement corrective actions, leading to measurable performance gains. Industry data shows that energy optimization services contributed to a 15% reduction in energy costs for major industrial operations, with the market projected to expand by 14% during the forecast period, supported by growing adoption of green manufacturing practices. Digitalization, IoT-enabled monitoring, and cloud-based control systems are further transforming traditional energy management into proactive, AI-driven strategies. These trends create significant opportunities for service providers focusing on performance contracting, system integration, and customized efficiency solutions that address both cost and environmental goals. Looking ahead, market growth is projected to reach 5% annually, driven by increasing awareness of operational cost reduction and sustainability initiatives. Notably, energy efficiency measures such as HVAC maintenance, equipment upgrades, and energy monitor
    
  8. Energy consumption of Nvidia's high-end GPU 2024

    • statista.com
    • tokrwards.com
    Updated Jul 1, 2025
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    Statista (2025). Energy consumption of Nvidia's high-end GPU 2024 [Dataset]. https://www.statista.com/statistics/1446532/energy-consumption-nvidia-microchip/
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    Dataset updated
    Jul 1, 2025
    Dataset authored and provided by
    Statistahttp://statista.com/
    Time period covered
    2024
    Area covered
    Worldwide
    Description

    The Nvidia series H100 graphics processing unit (GPU), the successor to the A100 series, is likely to consume as much energy as the entire nation of Guatemala, or ****** gigawatt hours, in 2024. The H100 GPU, along with its forerunner, is designed for intense artificial intelligence (AI) programs, making it highly sought after in 2024.

  9. Federal Comprehensive Annual Performance Data Department of Energy

    • datasets.ai
    • catalog.data.gov
    0
    Updated Feb 2, 2022
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    Department of Energy (2022). Federal Comprehensive Annual Performance Data Department of Energy [Dataset]. https://datasets.ai/datasets/federal-comprehensive-annual-performance-data-department-of-energy
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    0Available download formats
    Dataset updated
    Feb 2, 2022
    Dataset provided by
    United States Department of Energyhttp://energy.gov/
    Authors
    Department of Energy
    Description

    This webpage contains sources of (1) Data tables of federal agency energy and water consumption; (2) Interactive graphics associated with most data tables; (3) Energy costs by end-use sector and efficiency investment information; (4) Progress toward key goals outlined in the National Energy Conservation Policy Act, as amended (42 U.S.C. 8253-8258); Energy Policy Act of 2005 (42 U.S.C. 15852); (5) Historical data tables of agency energy use and costs by facility and mobility sectors by energy type are also available for fiscal year (FY) 1975 through FY 2020

  10. Household energy consumption, Canada and provinces

    • www150.statcan.gc.ca
    • datasets.ai
    • +3more
    Updated Mar 19, 2024
    + more versions
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    Government of Canada, Statistics Canada (2024). Household energy consumption, Canada and provinces [Dataset]. http://doi.org/10.25318/2510006001-eng
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    Dataset updated
    Mar 19, 2024
    Dataset provided by
    Statistics Canadahttps://statcan.gc.ca/en
    Government of Canadahttp://www.gg.ca/
    Area covered
    Canada
    Description

    This table contains 165 series, with data for years 2011-2019 (not all combinations necessarily have data for all years). This table contains data described by the following dimensions (Not all combinations are available): Geography (11 items: Canada; Newfoundland and Labrador; Prince Edward Island; Nova Scotia; ...) ; Energy type (4 items: Total, all energy types; Electricity; Natural gas; Heating oil) ; Energy consumption (4 items: Gigajoules; Gigajoules per household; Proportion of total energy; Number of households).

  11. S1 Data -

    • plos.figshare.com
    xls
    Updated Jan 3, 2025
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    Liangzheng Wu; Kaiman Li; Yan Huang; Zhengdong Wan; Jieren Tan (2025). S1 Data - [Dataset]. http://doi.org/10.1371/journal.pone.0316537.s001
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    xlsAvailable download formats
    Dataset updated
    Jan 3, 2025
    Dataset provided by
    PLOShttp://plos.org/
    Authors
    Liangzheng Wu; Kaiman Li; Yan Huang; Zhengdong Wan; Jieren Tan
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Description

    This study intends to optimize the carbon footprint management model of power enterprises through artificial intelligence (AI) technology to help the scientific formulation of carbon emission reduction strategies. Firstly, a carbon footprint calculation model based on big data and AI is established, and then machine learning algorithm is used to deeply mine the carbon emission data of power enterprises to identify the main influencing factors and emission reduction opportunities. Finally, the driver-state-response (DSR) model is used to evaluate the carbon audit of the power industry and comprehensively analyze the effect of carbon emission reduction. Taking China Electric Power Resources and Datang International Electric Power Company as examples, this study uses the comprehensive evaluation method of entropy weight- technique for order preference by similarity to ideal solution (TOPSIS). China Electric Power Resources Company has outstanding performance in promoting renewable energy, with its comprehensive evaluation index rising from 0.5458 in 2020 to 0.627 in 2022, while the evaluation index of Datang International Electric Power Company fluctuated and dropped to 0.421 in 2021. The research conclusion reveals the actual achievements and existing problems of power enterprises in energy saving and emission reduction, and provides reliable carbon information for the government, enterprises, and the public. The main innovation of this study lies in: using artificial intelligence technology to build a carbon footprint calculation model, combining with the data of International Energy Agency Carbon Dioxide (IEA CO2) emission database, and using machine learning algorithm to deeply mine the important factors in carbon emission data, thus putting forward a carbon audit evaluation system of power enterprises based on DSR model. This study not only fills the blank of carbon emission management methods in the power industry, but also provides a new perspective and basis for the government and enterprises to formulate carbon emission reduction strategies.

  12. Energy Harvesting System Market Analysis Europe, North America, APAC, Middle...

    • technavio.com
    pdf
    Updated Oct 23, 2024
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    Technavio (2024). Energy Harvesting System Market Analysis Europe, North America, APAC, Middle East and Africa, South America - US, Germany, China, UK, The Netherlands - Size and Forecast 2024-2028 [Dataset]. https://www.technavio.com/report/energy-harvesting-system-market-industry-analysis
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    pdfAvailable download formats
    Dataset updated
    Oct 23, 2024
    Dataset provided by
    TechNavio
    Authors
    Technavio
    License

    https://www.technavio.com/content/privacy-noticehttps://www.technavio.com/content/privacy-notice

    Time period covered
    2024 - 2028
    Area covered
    United Kingdom, United States
    Description

    Snapshot img

    Energy Harvesting System Market Size 2024-2028

    The energy harvesting system market size is forecast to increase by USD 1.52 billion at a CAGR of 11.5% between 2023 and 2028.

    The market is witnessing significant growth due to the increasing demand for safe, power-efficient, and durable energy harvesting systems. The adoption of wireless sensor networks equipped with energy harvesting systems is a major trend in this market, as these networks enable the collection and transmission of data without the need for external power sources. However, the market is also facing challenges such as the increase in design complexities due to miniaturization of energy harvesting devices. To address these challenges, market participants are focusing on developing advanced materials and technologies to enhance the efficiency and reliability of energy harvesting systems. Overall, the market is expected to grow steadily In the coming years, driven by these trends and growth factors.

    What will be the Size of the Energy Harvesting System Market During the Forecast Period?

    Request Free SampleThe market encompasses technologies that convert electrical power from various sources to supply energy to electronic devices. This market is driven by the increasing demand for wireless communication and the proliferation of Internet of Things (IoT) devices. Radiofrequency (RF) sources, such as Wi-Fi and cellular networks, and non-RF sources, including thermoelectric generators and piezoelectric harvesters, are key technologies in this market. RF energy harvesting utilizes electromagnetic radiation from RF sources, while non-RF methods harness energy from heat, motion, vibration, and light. Technologies like thermoelectric generators convert heat energy into electrical power, while piezoelectric harvesters generate electricity from mechanical stress. Solar cells, as a form of photovoltaic energy harvesting, convert light energy into electrical power.Advancements in artificial intelligence (AI), machine learning, and data analysis are expected to boost the market growth by optimizing energy harvesting and management systems.

    How is this Energy Harvesting System Industry segmented and which is the largest segment?

    The energy harvesting system industry research report provides comprehensive data (region-wise segment analysis), with forecasts and estimates in 'USD million' for the period 2024-2028, as well as historical data from 2018-2022 for the following segments. ApplicationBuilding and home automationIndustrialConsumer electronicsDefenseOthersGeographyEuropeGermanyUKNorth AmericaUSAPACChinaMiddle East and AfricaSouth America

    By Application Insights

    The building and home automation segment is estimated to witness significant growth during the forecast period.
    

    The market is experiencing significant growth due to the increasing energy demands from electrical power consumption in various electronic devices. Energy harvesting technologies, such as RF, thermoelectric, piezoelectric, and photovoltaic, are being utilized to convert ambient energy sources like RF energy from Wi-Fi signals and cellular networks, electromagnetic radiation from radio broadcasting and TV broadcasting, non-RF sources like solar cells and thermoelectric generators, and kinetic energy from vibration and motion into electrical power. Energy storage systems and optimization techniques, including AI, machine learning, data analysis, and energy conversion technologies, are essential components of these systems. The market's expansion is driven by the depletion of fossil fuel reserves, energy shortages, and the environmental impact of traditional energy sources.The integration of energy harvesting systems into low-power electronics, microcontrollers, and other ambient energy sources offers a sustainable and cost-effective solution to meet humanity's growing energy needs.

    Get a glance at the Energy Harvesting System Industry report of share of various segments Request Free Sample

    The Building and home automation segment was valued at USD 580.80 billion in 2018 and showed a gradual increase during the forecast period.

    Regional Analysis

    North America is estimated to contribute 34% to the growth of the global market during the forecast period.
    

    Technavio’s analysts have elaborately explained the regional trends and drivers that shape the market during the forecast period.

    For more insights on the market share of various regions, Request Free Sample

    The European the market is experiencing significant growth due to the increasing adoption of Industries 4.0, a German government initiative promoting computerization and automation in manufacturing. This integration of automation and data-sharing technologies in industrial facilities enables faster production with lower error rates. Industries 4.0, launched in 2010 as part of the High-Tech Strategy 2020, is driving the demand for energy harvesting systems. These s

  13. A

    Asia-Pacific EMS Industry Report

    • marketreportanalytics.com
    doc, pdf, ppt
    Updated Apr 28, 2025
    + more versions
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    Market Report Analytics (2025). Asia-Pacific EMS Industry Report [Dataset]. https://www.marketreportanalytics.com/reports/asia-pacific-ems-industry-89658
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    pdf, ppt, docAvailable download formats
    Dataset updated
    Apr 28, 2025
    Dataset authored and provided by
    Market Report Analytics
    License

    https://www.marketreportanalytics.com/privacy-policyhttps://www.marketreportanalytics.com/privacy-policy

    Time period covered
    2025 - 2033
    Area covered
    Asia-Pacific
    Variables measured
    Market Size
    Description

    The Asia-Pacific Energy Management System (EMS) market is experiencing robust growth, driven by increasing energy consumption, stringent government regulations promoting energy efficiency, and the burgeoning adoption of smart technologies across various sectors. The region's diverse landscape, encompassing rapidly developing economies like India and China alongside technologically advanced nations such as Japan and South Korea, presents a unique opportunity for EMS providers. The 17.50% CAGR indicates significant expansion, primarily fueled by the industrial and building sectors' demand for optimized energy utilization. Building Energy Management Systems (BEMS) are witnessing particularly strong growth due to the rising construction of commercial and residential buildings, coupled with a growing awareness of sustainable practices. Industrial EMS (IEMS) is also a key driver, with manufacturing and power & energy sectors heavily investing in solutions to enhance operational efficiency and reduce costs. While the home EMS (HEMS) segment is still relatively nascent compared to BEMS and IEMS, its growth trajectory is promising, mirroring the broader trend towards smart homes and energy monitoring. The market's growth is supported by technological advancements in hardware, software, and services, offering increasingly sophisticated and integrated solutions. Restraints include high initial investment costs for implementing EMS systems, lack of awareness among smaller businesses, and cybersecurity concerns regarding data protection and system vulnerabilities. The market is expected to remain highly competitive with key players like IBM, Schneider Electric, and Rockwell Automation vying for market share through innovation and strategic partnerships. Looking ahead, the Asia-Pacific EMS market's future is bright. Continued government support for renewable energy initiatives and smart city projects will further propel growth. The increasing integration of Artificial Intelligence (AI) and Internet of Things (IoT) technologies within EMS solutions is expected to drive demand for advanced analytics and predictive maintenance capabilities. This continuous technological evolution will ensure that EMS solutions become more efficient, cost-effective, and user-friendly, leading to broader adoption across various segments. The expanding middle class and rising disposable incomes in several Asian countries are creating new opportunities within the residential segment. However, the market needs to address the challenges of ensuring consistent power supply and infrastructure development in some regions to fully unlock its potential. Recent developments include: March 2021 - Eaton Corporation debuted its Energy management solution (which combines hardware, software, and services) to demonstrate its' Buildings as a Grid' approach to the energy transition, which aims to help customers increase resilience, accelerate decarbonization, generate new revenue streams, and lower energy costs., April 2020 - GE Renewable Energy's Grid Solutions business has been awarded a technology-driven grid modernization project by Rajasthan Rajya Vidyut Prasaran Nigam Limited (RRVPL)(India) of the utility's roadmap to implement grid initiatives and augment renewable energy. GE's Advanced Energy Management Systems will provide real-time data monitoring to understand better current and future energy usage and enable informed, proactive decisions about the transmission of renewable energy.. Key drivers for this market are: Increasing Usage Of Smart Grids and Smart Meters, Increasing Focus on Green Buildings and Government Initiatives Towards Energy Efficiency. Potential restraints include: Increasing Usage Of Smart Grids and Smart Meters, Increasing Focus on Green Buildings and Government Initiatives Towards Energy Efficiency. Notable trends are: HEMS (Home EMS) to Experience Significant Growth.

  14. D

    Ship Power Management System Market Report | Global Forecast From 2025 To...

    • dataintelo.com
    csv, pdf, pptx
    Updated Dec 3, 2024
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    Dataintelo (2024). Ship Power Management System Market Report | Global Forecast From 2025 To 2033 [Dataset]. https://dataintelo.com/report/global-ship-power-management-system-market
    Explore at:
    pptx, csv, pdfAvailable download formats
    Dataset updated
    Dec 3, 2024
    Dataset authored and provided by
    Dataintelo
    License

    https://dataintelo.com/privacy-and-policyhttps://dataintelo.com/privacy-and-policy

    Time period covered
    2024 - 2032
    Area covered
    Global
    Description

    Ship Power Management System Market Outlook



    The global Ship Power Management System market size was valued at approximately USD 3.5 billion in 2023 and is expected to reach around USD 7.2 billion by 2032, growing at a CAGR of 8.3% during the forecast period. This substantial growth can be attributed to the increasing demand for efficient power management solutions in the maritime industry. As global shipping operations expand and environmental regulations tighten, the need for advanced systems that ensure energy efficiency and compliance is driving the market's upward trajectory. The integration of advanced technologies such as IoT and AI into ship power management systems is also a significant growth factor, enabling more precise and dynamic energy management onboard ships.



    The growing emphasis on reducing carbon emissions and enhancing fuel efficiency in maritime operations is one of the primary drivers of the Ship Power Management System market. Governments and regulatory bodies globally are imposing stringent regulations aimed at minimizing the environmental impact of shipping activities. As a result, shipping companies and naval forces are turning to sophisticated power management solutions to optimize fuel usage, lower emissions, and meet compliance standards. The International Maritime Organization (IMO) regulations, particularly the IMO 2020 sulfur cap, have accelerated the adoption of innovative energy management systems, as ship owners seek to avoid penalties and maintain sustainable operations. Furthermore, the rising fuel prices and operational costs are pushing industry players to adopt these technologies to remain competitive and financially viable.



    Technological advancements are another critical growth factor for the Ship Power Management System market. The integration of digital technologies such as the Internet of Things (IoT), Artificial Intelligence (AI), and big data analytics into power management systems enhances the capability to monitor, analyze, and optimize energy consumption in real-time. These technologies provide ship operators with actionable insights to improve operational efficiency, predictive maintenance, and decision-making processes. Additionally, the shift towards smart ships and autonomous vessels is paving the way for more sophisticated power management solutions, as these ships require highly efficient and reliable energy systems to ensure safety and performance. Consequently, the demand for advanced power management systems is expected to rise as the maritime industry continues its digital transformation.



    Another factor contributing to market growth is the increasing investments in renewable energy sources for marine power systems. As the world moves towards sustainability, there is a growing interest in integrating renewable energy sources such as solar and wind into ship power systems. These renewable sources can significantly reduce the dependency on conventional fuels like diesel and gas, thereby decreasing the environmental footprint of shipping operations. The development of hybrid propulsion systems that combine traditional and renewable energy sources is anticipated to boost the demand for power management solutions capable of handling complex energy systems. This trend is particularly strong in regions like Europe, where government incentives and public awareness regarding environmental sustainability are high.



    Regionally, Asia Pacific holds a significant share of the Ship Power Management System market, driven by the region's dominant shipbuilding industry and extensive maritime trade activities. Countries like China, Japan, and South Korea are major contributors to the market's growth, with significant investments in adopting modern power management technologies. In North America, the market is propelled by the increasing focus on upgrading existing naval fleets with advanced energy management systems. The European market is primarily driven by stringent environmental regulations and the push towards eco-friendly shipping solutions. Meanwhile, the Middle East & Africa and Latin America regions are experiencing gradual growth due to increasing investments in maritime infrastructure and growing trade activities.



    Component Analysis



    The Ship Power Management System market can be segmented by components into hardware, software, and services. The hardware segment includes various physical components such as generators, transformers, and distribution panels that are integral to a ship's power management system. These components play a crucial role in the overall functionality and efficiency of power management systems, ensuring the safe

  15. Method comparative analysis.

    • plos.figshare.com
    xls
    Updated Jan 3, 2025
    + more versions
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    Liangzheng Wu; Kaiman Li; Yan Huang; Zhengdong Wan; Jieren Tan (2025). Method comparative analysis. [Dataset]. http://doi.org/10.1371/journal.pone.0316537.t001
    Explore at:
    xlsAvailable download formats
    Dataset updated
    Jan 3, 2025
    Dataset provided by
    PLOShttp://plos.org/
    Authors
    Liangzheng Wu; Kaiman Li; Yan Huang; Zhengdong Wan; Jieren Tan
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Description

    This study intends to optimize the carbon footprint management model of power enterprises through artificial intelligence (AI) technology to help the scientific formulation of carbon emission reduction strategies. Firstly, a carbon footprint calculation model based on big data and AI is established, and then machine learning algorithm is used to deeply mine the carbon emission data of power enterprises to identify the main influencing factors and emission reduction opportunities. Finally, the driver-state-response (DSR) model is used to evaluate the carbon audit of the power industry and comprehensively analyze the effect of carbon emission reduction. Taking China Electric Power Resources and Datang International Electric Power Company as examples, this study uses the comprehensive evaluation method of entropy weight- technique for order preference by similarity to ideal solution (TOPSIS). China Electric Power Resources Company has outstanding performance in promoting renewable energy, with its comprehensive evaluation index rising from 0.5458 in 2020 to 0.627 in 2022, while the evaluation index of Datang International Electric Power Company fluctuated and dropped to 0.421 in 2021. The research conclusion reveals the actual achievements and existing problems of power enterprises in energy saving and emission reduction, and provides reliable carbon information for the government, enterprises, and the public. The main innovation of this study lies in: using artificial intelligence technology to build a carbon footprint calculation model, combining with the data of International Energy Agency Carbon Dioxide (IEA CO2) emission database, and using machine learning algorithm to deeply mine the important factors in carbon emission data, thus putting forward a carbon audit evaluation system of power enterprises based on DSR model. This study not only fills the blank of carbon emission management methods in the power industry, but also provides a new perspective and basis for the government and enterprises to formulate carbon emission reduction strategies.

  16. L

    Low GWP Cooling Fluid for Data Center Report

    • archivemarketresearch.com
    doc, pdf, ppt
    Updated Mar 24, 2025
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    Archive Market Research (2025). Low GWP Cooling Fluid for Data Center Report [Dataset]. https://www.archivemarketresearch.com/reports/low-gwp-cooling-fluid-for-data-center-80220
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    pdf, doc, pptAvailable download formats
    Dataset updated
    Mar 24, 2025
    Dataset authored and provided by
    Archive Market Research
    License

    https://www.archivemarketresearch.com/privacy-policyhttps://www.archivemarketresearch.com/privacy-policy

    Time period covered
    2025 - 2033
    Area covered
    Global
    Variables measured
    Market Size
    Description

    The global market for Low GWP Cooling Fluids in Data Centers is experiencing robust growth, driven by the increasing demand for energy-efficient and environmentally friendly cooling solutions within the rapidly expanding data center industry. The rising adoption of Artificial Intelligence (AI), Blockchain technology, and high-performance computing, coupled with stringent environmental regulations aimed at reducing greenhouse gas emissions, are key factors propelling this market. Let's assume a 2025 market size of $1.5 billion based on current industry trends and growth projections for related sectors. Considering a conservative CAGR of 12% (a reasonable estimate given the technology's adoption rate and regulatory pressures), the market is projected to reach approximately $3.7 billion by 2033. This growth is further segmented by GWP levels (GWP≤20, 20<GWP≤50, 50<GWP≤100), with fluids possessing lower GWPs experiencing higher demand due to their minimal environmental impact. Key players like Chemours, 3M, Dow, TMC Industries, and Inventec Performance Chemicals are actively engaged in developing and supplying these innovative cooling solutions, driving market competition and innovation. The market's geographical distribution is diverse, with North America and Europe currently leading in adoption due to established data center infrastructure and stringent environmental policies. However, the Asia-Pacific region is expected to witness significant growth in the coming years, fueled by rapid digitalization and increasing investments in data center infrastructure in countries like China and India. Market restraints include the relatively high initial investment costs associated with adopting new cooling technologies and the potential for supply chain challenges. However, long-term cost savings from reduced energy consumption and the escalating pressure for environmental sustainability are likely to outweigh these initial hurdles, driving consistent market expansion throughout the forecast period.

  17. D

    Smart Grid Communications Market Report | Global Forecast From 2025 To 2033

    • dataintelo.com
    csv, pdf, pptx
    Updated Sep 22, 2024
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    Dataintelo (2024). Smart Grid Communications Market Report | Global Forecast From 2025 To 2033 [Dataset]. https://dataintelo.com/report/global-smart-grid-communications-market
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    csv, pptx, pdfAvailable download formats
    Dataset updated
    Sep 22, 2024
    Dataset authored and provided by
    Dataintelo
    License

    https://dataintelo.com/privacy-and-policyhttps://dataintelo.com/privacy-and-policy

    Time period covered
    2024 - 2032
    Area covered
    Global
    Description

    Smart Grid Communications Market Outlook



    The global Smart Grid Communications market size was valued at approximately USD 19 billion in 2023 and is projected to reach around USD 52 billion by 2032, growing at a CAGR of 12.5% during the forecast period. Several growth factors drive this expansion, including technological advancements, supportive government policies, and an increasing emphasis on energy efficiency and sustainability.



    One of the primary growth factors for the Smart Grid Communications market is the rapid technological advancements in the smart grid sector. Innovations in wireless communication technologies, IoT, and AI are enhancing the capabilities of smart grids, allowing for more efficient energy distribution, real-time monitoring, and predictive maintenance. These advancements not only improve the reliability and efficiency of power grids but also reduce operational costs, making them highly attractive to utility companies and governments. Moreover, the integration of renewable energy sources into the grid further necessitates advanced communication systems to manage the variable nature of such energy sources efficiently.



    Another significant growth driver is the supportive regulatory environment and government policies aimed at modernizing the electrical grid infrastructure. Governments worldwide are investing heavily in smart grid technologies to improve energy security, reduce carbon emissions, and meet the growing energy demands. For instance, initiatives like the U.S. Department of Energy’s Smart Grid Investment Grant (SGIG) program and the European Union's Horizon 2020 framework program are providing substantial funding for smart grid projects. Such governmental support is crucial for the widespread adoption of smart grid communications technologies.



    The increasing focus on energy efficiency and sustainability is also propelling the Smart Grid Communications market forward. With the growing awareness of climate change and the need for sustainable energy solutions, there is a strong push towards the adoption of smart grids. These systems enable more efficient energy use by providing real-time data on energy consumption, allowing consumers and utility providers to make informed decisions. Additionally, smart grids facilitate the integration of distributed energy resources (DERs) like solar panels and wind turbines, further enhancing energy efficiency and sustainability.



    Regionally, North America and Europe are expected to be the leading markets for smart grid communications due to their advanced infrastructure and supportive regulatory environments. However, Asia Pacific is anticipated to witness the highest growth rate during the forecast period. Rapid urbanization, industrialization, and government initiatives to modernize grid infrastructure in countries like China and India are driving this growth. The Middle East & Africa and Latin America are also expected to show promising growth, albeit at a slower pace, due to increasing investments in smart grid technologies and infrastructure development.



    Component Analysis



    The Smart Grid Communications market is segmented by component into hardware, software, and services. Each of these components plays a crucial role in the overall functionality and efficiency of smart grid systems. Hardware components include smart meters, sensors, routers, and communication devices that are essential for the physical connectivity and data transmission within the grid. With the increasing penetration of IoT devices, the demand for advanced hardware components is on the rise, driving market growth.



    Software is another vital component of smart grid communications, encompassing data management systems, grid analytics, and network management software. These software solutions enable real-time monitoring, predictive maintenance, and efficient energy distribution, thereby enhancing the overall performance of the grid. The growing need for advanced analytics and data management solutions to handle the massive volumes of data generated by smart grids is fueling the demand for software components.



    Services, including installation, maintenance, and consulting, are also a significant part of the Smart Grid Communications market. As the adoption of smart grids increases, the demand for specialized services to ensure the smooth deployment and operation of these systems is also growing. Professional services providers play a crucial role in guiding utility companies through the complex process of smart grid implementation, ensuring that all components work seamlessly togethe

  18. China Data Center Market Analysis - Size and Forecast 2025-2029

    • technavio.com
    pdf
    Updated Jan 30, 2025
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    Technavio (2025). China Data Center Market Analysis - Size and Forecast 2025-2029 [Dataset]. https://www.technavio.com/report/data-center-market-in-china-industry-analysis
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    pdfAvailable download formats
    Dataset updated
    Jan 30, 2025
    Dataset provided by
    TechNavio
    Authors
    Technavio
    License

    https://www.technavio.com/content/privacy-noticehttps://www.technavio.com/content/privacy-notice

    Time period covered
    2025 - 2029
    Area covered
    China
    Description

    Snapshot img

    China Data Center Market Size 2025-2029

    The china data center market size is valued to increase USD 274.39 billion, at a CAGR of 38.3% from 2024 to 2029. Rising demand for hyper-converged data centers will drive the china data center market.

    Major Market Trends & Insights

    By Component - IT infrastructure segment was valued at USD 18.69 billion in 2022
    By End-user - BFSI segment accounted for the largest market revenue share in 2022
    

    Market Size & Forecast

    Market Opportunities: USD 1.00 billion
    Market Future Opportunities: USD 274.39 billion
    CAGR from 2024 to 2029 : 38.3%
    

    Market Summary

    The market is experiencing significant growth and transformation, driven by the increasing demand for hyper-converged infrastructure and server disaggregation. According to a recent report, the market share of hyper-converged systems is projected to reach 30% by 2025, up from 15% in 2020. This trend is being fueled by the need to improve data center utilization rates and reduce complexity. Additionally, there is a growing focus on consolidating data centers to reduce operational costs and enhance efficiency. Core technologies, such as artificial intelligence and machine learning, are also playing a crucial role in driving innovation and optimizing data center operations. Despite these opportunities, the market faces challenges such as regulatory compliance and cybersecurity concerns. The Chinese government has implemented strict data protection regulations, which require data centers to adhere to stringent security standards. As the market continues to evolve, it is essential for businesses to stay informed of the latest trends and developments to remain competitive.

    What will be the Size of the China Data Center Market during the forecast period?

    Get Key Insights on Market Forecast (PDF) Request Free Sample

    How is the Data Center in China Market Segmented and what are the key trends of market segmentation?

    The data center in china industry research report provides comprehensive data (region-wise segment analysis), with forecasts and estimates in 'USD billion' for the period 2025-2029, as well as historical data from 2019-2023 for the following segments. ComponentIT infrastructurePower managementMechanical constructionGeneral constructionOthersEnd-userBFSITelecom and ITGovernmentEnergy and utilitiesOthersGeographyAPACChina

    By Component Insights

    The it infrastructure segment is estimated to witness significant growth during the forecast period.

    The market continues to evolve, with a strong focus on energy efficiency and advanced IT infrastructure management. Companies are integrating predictive maintenance, liquid cooling technology, and airflow management to optimize network infrastructure and improve power usage effectiveness. Cloud computing services, disaster recovery planning, and network security protocols are essential components, with a growing emphasis on server virtualization and server rack density. Capacity planning and thermal management systems are crucial for maintaining uptime and reducing latency, while data center automation and building management systems streamline operations. Colocation facilities offer flexibility and cost savings, with bandwidth optimization and data center security ensuring data protection. Key performance indicators include server virtualization, power usage effectiveness, and rack space utilization. Companies are investing in precision cooling systems, power distribution units, IT support services, and high-performance computing to enhance their data center design. Uninterruptible power supply and network bandwidth are essential for maintaining optimal data center cooling and ai-powered monitoring. Physical security systems and uptime monitoring are also prioritized to safeguard against potential threats and ensure business continuity.

    Request Free Sample

    The IT infrastructure segment was valued at USD 18.69 billion in 2019 and showed a gradual increase during the forecast period.

    Request Free Sample

    Market Dynamics

    Our researchers analyzed the data with 2024 as the base year, along with the key drivers, trends, and challenges. A holistic analysis of drivers will help companies refine their marketing strategies to gain a competitive advantage.

    In the dynamic and evolving landscape of the market, energy efficiency best practices are gaining increasing importance as data center operators strive to minimize environmental impact and reduce operational costs. Cloud computing's influence on data center design is significant, driving the implementation of advanced cooling technologies to optimize power distribution and improve network performance in virtualized environments. Large-scale data center infrastructure management poses challenges, necessitating strategies for improving uptime and ensuring business continuity. AI is increasingly

  19. D

    Data Centre Market in Australia Report

    • marketreportanalytics.com
    doc, pdf, ppt
    Updated Apr 30, 2025
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    Market Report Analytics (2025). Data Centre Market in Australia Report [Dataset]. https://www.marketreportanalytics.com/reports/data-centre-market-in-australia-87636
    Explore at:
    pdf, ppt, docAvailable download formats
    Dataset updated
    Apr 30, 2025
    Dataset authored and provided by
    Market Report Analytics
    License

    https://www.marketreportanalytics.com/privacy-policyhttps://www.marketreportanalytics.com/privacy-policy

    Time period covered
    2025 - 2033
    Area covered
    Australia, Global
    Variables measured
    Market Size
    Description

    The Australian data center market is experiencing robust growth, driven by increasing cloud adoption, the expansion of digital services, and government initiatives promoting digital transformation. The market, while concentrated in major cities like Sydney, Melbourne, and Perth, is witnessing significant expansion into regional areas to address growing demand and improve latency. The substantial investment from hyperscale providers and colocation facilities indicates a positive outlook. While the precise market size in 2025 is not explicitly stated, considering a plausible CAGR (let's assume 15% for illustration, a reasonable figure given industry trends) and a starting point (we'll hypothesize a 2019 market size of $1 billion AUD for illustrative purposes), the 2025 market size could be estimated at around $2.01 billion AUD. This growth is fueled by the burgeoning needs of sectors like BFSI (Banking, Financial Services, and Insurance), e-commerce, and government agencies. Furthermore, the increasing demand for edge computing and the rise of 5G infrastructure will further stimulate market expansion in the coming years. However, challenges remain. These include securing skilled labor, navigating complex regulatory frameworks, and ensuring sufficient energy supply to power these energy-intensive facilities. The market segmentation, encompassing various data center sizes (small to massive), tier levels (Tier 1-4), and colocation types (hyperscale, retail, wholesale), reflects a diverse and dynamic landscape. The presence of both global giants and local players indicates a competitive but evolving market environment. Future growth hinges on addressing these challenges and capitalizing on emerging opportunities like sustainable data center practices and the advancement of AI and machine learning. The Australian data center market's future trajectory indicates continued expansion, primarily driven by the increasing adoption of cloud services and the ever-growing digital economy. The market is expected to witness consistent growth across various segments, including large-scale hyperscale facilities and smaller retail colocation offerings. The geographic expansion beyond major metropolitan areas is likely to continue, driven by a need to optimize network latency and accommodate the distributed nature of modern data consumption. While the specific CAGR projection remains unspecified, a conservative estimate, factoring in ongoing infrastructural investments and burgeoning digital demand, would suggest a steady annual growth rate surpassing 10%. This continued expansion is anticipated to attract further investment, leading to an increase in both competition and innovation within the Australian data center landscape. The market's success will depend on addressing ongoing challenges such as energy consumption, regulatory compliance, and the ongoing need for skilled professionals in the rapidly evolving technological field. Recent developments include: August 2022: Equinix announced that it completed the USD 15.7 million expansion of its second Melbourne data center. First opened in February 2020, the ME2 site in Port Melbourne acquired 500 new cabinets, increasing the facility's total to 1,500 cabinets and colocation space covering 4,070 square meters (43,800 sq ft). The data center is planned to eventually span over 8,200 square meters (88,150 sq ft) and will house 3,000 cabinets.August 2022: Leaseweb Global, announced that it is expanding its Asia Pacific presence with the opening of three new data centers in Tokyo, Singapore and Sydney before the end of the year. When the additional locations launch, Leaseweb will operate a total of nine data centers across the region.August 2022: Canberra Data Centres announced that it has signed a new 10-year deal with the Defence last month. The USD 91.5 million Defence contract is double the value of its previous most lucrative contract with the big spending department, and was revealed through public tender documents.. Notable trends are: OTHER KEY INDUSTRY TRENDS COVERED IN THE REPORT.

  20. G

    Smart Port Market Research Report 2033

    • growthmarketreports.com
    csv, pdf, pptx
    Updated Sep 1, 2025
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    Growth Market Reports (2025). Smart Port Market Research Report 2033 [Dataset]. https://growthmarketreports.com/report/smart-port-market
    Explore at:
    csv, pdf, pptxAvailable download formats
    Dataset updated
    Sep 1, 2025
    Dataset authored and provided by
    Growth Market Reports
    Time period covered
    2024 - 2032
    Area covered
    Global
    Description

    Smart Port Market Outlook



    According to our latest research, the global Smart Port market size in 2024 is valued at USD 2.65 billion, reflecting the rapid adoption of digital technologies across the maritime industry. The market is projected to grow at a compound annual growth rate (CAGR) of 22.8% from 2025 to 2033, reaching a forecasted market size of USD 22.47 billion by 2033. This robust growth is primarily driven by the increasing need for port efficiency, sustainability, and security, as shipping volumes and global trade complexity continue to rise.



    The primary growth factor for the Smart Port market is the accelerating integration of advanced technologies such as the Internet of Things (IoT), artificial intelligence (AI), blockchain, and automation within port operations. These technologies enable real-time data collection, predictive analytics, and seamless communication between port assets, resulting in significant improvements in operational efficiency, safety, and cost reduction. As global shipping volumes surge and supply chain disruptions become more frequent, port authorities and operators are compelled to invest in smart solutions that can optimize vessel turnaround times, enhance cargo handling, and minimize human error. The convergence of digital transformation with the maritime sector is thus acting as a catalyst for market expansion.



    Another critical driver is the increasing focus on sustainability and environmental compliance. Smart Port technologies play a pivotal role in reducing carbon emissions, optimizing energy consumption, and supporting regulatory compliance with international environmental standards such as IMO 2020. Solutions such as energy management systems, automated cranes, and smart grid integration not only help ports minimize their ecological footprint but also unlock new revenue streams through energy efficiency and green port initiatives. The growing emphasis on sustainable operations is prompting port operators worldwide to prioritize smart investments that align with global decarbonization goals.



    Furthermore, the rising complexity of global trade, coupled with heightened security concerns, is fueling the adoption of Smart Port solutions. Ports are increasingly vulnerable to cyber threats, cargo theft, and operational disruptions, necessitating robust security frameworks and real-time monitoring systems. The deployment of AI-driven surveillance, blockchain-based cargo tracking, and automated access control systems is enhancing port security while ensuring compliance with international safety regulations. As ports transition into critical nodes of global supply chains, the imperative to safeguard assets and data is reinforcing the demand for integrated smart port technologies.



    Regionally, the Asia Pacific dominates the Smart Port market, accounting for the largest share in 2024, followed closely by Europe and North America. Asia PacificÂ’s leadership is attributed to the presence of major trade hubs, significant investments in port infrastructure modernization, and proactive government initiatives supporting digital transformation. Europe is witnessing accelerated adoption due to stringent environmental regulations and sustainability mandates, while North AmericaÂ’s growth is driven by technological innovation and the need for supply chain resilience. Emerging markets in Latin America and the Middle East & Africa are also registering substantial growth, propelled by infrastructure development and increasing trade flows.



    Smart Ports are revolutionizing the maritime industry by integrating cutting-edge technologies to enhance operational efficiency, safety, and environmental sustainability. These ports leverage a combination of IoT, AI, and automation to streamline processes, reduce turnaround times, and minimize human intervention. By adopting smart port solutions, port authorities can achieve real-time visibility into cargo movements, optimize resource allocation, and ensure compliance with international standards. The transition to smart ports is not only driven by the need for efficiency but also by the growing emphasis on sustainability and the reduction of carbon footprints. As global trade continues to expand, smart ports are becoming essential hubs that facilitate seamless and secure logistics operations.



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Statista (2025). Energy consumption by AI models 2024 [Dataset]. https://www.statista.com/statistics/1465348/power-consumption-of-ai-models/
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Energy consumption by AI models 2024

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2 scholarly articles cite this dataset (View in Google Scholar)
Dataset updated
Jun 24, 2025
Dataset authored and provided by
Statistahttp://statista.com/
Time period covered
2023
Area covered
Worldwide
Description

GPT-3 is the most energy-intensive AI program trained in 2024, with over **** megawatt hours consumed to train the model. Produced in 2020, the model ended up being far more energy intensive than models produced in 2023, most of which were under *** MWh.

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