100+ datasets found
  1. Indicator system of potential factors influencing the implementation of the...

    • plos.figshare.com
    xls
    Updated Nov 3, 2025
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    Yan Xiao; Jinchen Xie (2025). Indicator system of potential factors influencing the implementation of the double reduction policy in Chinaa. [Dataset]. http://doi.org/10.1371/journal.pone.0335183.t001
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    xlsAvailable download formats
    Dataset updated
    Nov 3, 2025
    Dataset provided by
    PLOShttp://plos.org/
    Authors
    Yan Xiao; Jinchen Xie
    License

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

    Description

    Indicator system of potential factors influencing the implementation of the double reduction policy in Chinaa.

  2. S

    The Relationship Between Parental Stress and Children's Learning Engagement...

    • scidb.cn
    Updated Oct 21, 2024
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    Hongqing; Ruibo (2024). The Relationship Between Parental Stress and Children's Learning Engagement Against The Background of The “Double Reduction” Policy: The Chain Mediating Role of Positive Co-parenting and Home-school Communication [Dataset]. http://doi.org/10.57760/sciencedb.psych.00321
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    CroissantCroissant is a format for machine-learning datasets. Learn more about this at mlcommons.org/croissant.
    Dataset updated
    Oct 21, 2024
    Dataset provided by
    Science Data Bank
    Authors
    Hongqing; Ruibo
    License

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

    Description

    本研究包括 942 个家庭,采用问卷调查,从共同育儿和家校合作的角度调查父母压力与儿童学习参与之间的关系。

  3. w

    Global Single Gear Ratio Type Final Reduction Drive Market Research Report:...

    • wiseguyreports.com
    Updated Sep 19, 2025
    + more versions
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    (2025). Global Single Gear Ratio Type Final Reduction Drive Market Research Report: By Application (Automotive, Industrial Machinery, Marine), By End Use (Passenger Vehicles, Commercial Vehicles, Special Purpose Vehicles), By Power Source (Electric, Internal Combustion Engine, Hybrid), By Product Type (Single Reduction Gear Drive, Double Reduction Gear Drive) and By Regional (North America, Europe, South America, Asia Pacific, Middle East and Africa) - Forecast to 2035 [Dataset]. https://www.wiseguyreports.com/reports/single-gear-ratio-type-final-reduction-drive-market
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    Dataset updated
    Sep 19, 2025
    License

    https://www.wiseguyreports.com/pages/privacy-policyhttps://www.wiseguyreports.com/pages/privacy-policy

    Time period covered
    Sep 25, 2025
    Area covered
    Global
    Description
    BASE YEAR2024
    HISTORICAL DATA2019 - 2023
    REGIONS COVEREDNorth America, Europe, APAC, South America, MEA
    REPORT COVERAGERevenue Forecast, Competitive Landscape, Growth Factors, and Trends
    MARKET SIZE 20242007.3(USD Million)
    MARKET SIZE 20252127.8(USD Million)
    MARKET SIZE 20353800.0(USD Million)
    SEGMENTS COVEREDApplication, End Use, Power Source, Product Type, Regional
    COUNTRIES COVEREDUS, Canada, Germany, UK, France, Russia, Italy, Spain, Rest of Europe, China, India, Japan, South Korea, Malaysia, Thailand, Indonesia, Rest of APAC, Brazil, Mexico, Argentina, Rest of South America, GCC, South Africa, Rest of MEA
    KEY MARKET DYNAMICSTechnological advancements in gear systems, Growing demand from automotive sector, Increasing focus on energy efficiency, Rise in construction activities, Expansion of electric vehicle market
    MARKET FORECAST UNITSUSD Million
    KEY COMPANIES PROFILEDBonnell Industries, American Axle & Manufacturing, Meritor Inc., Schaeffler AG, Thyssenkrupp AG, GKN Automotive, Eaton Corporation, ZF Friedrichshafen AG, RollsRoyce Holdings, Dana Incorporated, Rheinmetall AG, JTEKT Corporation
    MARKET FORECAST PERIOD2025 - 2035
    KEY MARKET OPPORTUNITIESEmerging electric vehicle demand, Increased automation in industries, Advancements in manufacturing technologies, Growth in renewable energy projects, Rising need for efficiency upgrades
    COMPOUND ANNUAL GROWTH RATE (CAGR) 6.0% (2025 - 2035)
  4. G

    Gear Reducer Report

    • datainsightsmarket.com
    doc, pdf, ppt
    Updated Apr 7, 2025
    + more versions
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    Data Insights Market (2025). Gear Reducer Report [Dataset]. https://www.datainsightsmarket.com/reports/gear-reducer-128461
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    ppt, pdf, docAvailable download formats
    Dataset updated
    Apr 7, 2025
    Dataset authored and provided by
    Data Insights Market
    License

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

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

    The global gear reducer market is booming, projected to reach $15.13 billion by 2033 with a 5.4% CAGR. Driven by automation and EV growth, this in-depth analysis explores market segments, key players (like Bonfiglioli & SEW-EURODRIVE), and regional trends. Discover the future of gear reducers here!

  5. Supplementary Files for Bourke et al (2019) in G3

    • figshare.com
    pdf
    Updated Jun 30, 2020
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    Peter M. Bourke; Christine A. Hackett; Roeland E. Voorrips; Richard G. F. Visser; Chris Maliepaard (2020). Supplementary Files for Bourke et al (2019) in G3 [Dataset]. http://doi.org/10.6084/m9.figshare.7381145.v1
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    pdfAvailable download formats
    Dataset updated
    Jun 30, 2020
    Dataset provided by
    figshare
    Figsharehttp://figshare.com/
    Authors
    Peter M. Bourke; Christine A. Hackett; Roeland E. Voorrips; Richard G. F. Visser; Chris Maliepaard
    License

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

    Description

    Supplementary Files for Bourke et al (2019) in G3

  6. P

    Parallel Drive Axel Report

    • datainsightsmarket.com
    doc, pdf, ppt
    Updated Mar 17, 2025
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    Data Insights Market (2025). Parallel Drive Axel Report [Dataset]. https://www.datainsightsmarket.com/reports/parallel-drive-axel-51435
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    ppt, doc, pdfAvailable download formats
    Dataset updated
    Mar 17, 2025
    Dataset authored and provided by
    Data Insights Market
    License

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

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

    Explore the booming parallel drive axle market! Discover key trends, growth drivers, and leading companies shaping this $18 billion industry (2025 estimate). Learn about regional market share and future projections for single & double reduction axles in passenger & commercial vehicles. Get insights into CAGR, market segmentation, and competitive landscape analysis.

  7. P

    Parallel Drive Axel Report

    • datainsightsmarket.com
    doc, pdf, ppt
    Updated Mar 17, 2025
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    Data Insights Market (2025). Parallel Drive Axel Report [Dataset]. https://www.datainsightsmarket.com/reports/parallel-drive-axel-51442
    Explore at:
    doc, pdf, pptAvailable download formats
    Dataset updated
    Mar 17, 2025
    Dataset authored and provided by
    Data Insights Market
    License

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

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

    Discover the booming parallel drive axle market! Our comprehensive analysis reveals key trends, growth drivers, and regional insights for 2025-2033, featuring major players like BYD Auto and ZF Friedrichshafen AG. Explore market segmentation by application (passenger & commercial vehicles) and axle type (single & double reduction).

  8. D

    Double Final Reduction Drive Report

    • datainsightsmarket.com
    doc, pdf, ppt
    Updated Oct 18, 2025
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    Data Insights Market (2025). Double Final Reduction Drive Report [Dataset]. https://www.datainsightsmarket.com/reports/double-final-reduction-drive-768521
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    ppt, doc, pdfAvailable download formats
    Dataset updated
    Oct 18, 2025
    Dataset authored and provided by
    Data Insights Market
    License

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

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

    The size of the Double Final Reduction Drive market was valued at USD XXX million in 2024 and is projected to reach USD XXX million by 2033, with an expected CAGR of XX% during the forecast period.

  9. w

    Global Marine Reduction Gears Market Research Report: By Application...

    • wiseguyreports.com
    Updated Sep 24, 2025
    + more versions
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    (2025). Global Marine Reduction Gears Market Research Report: By Application (Commercial Vessels, Naval Vessels, Pleasure Crafts, Offshore Support Vessels), By Type (Double Reduction Gears, Single Reduction Gears, Parallel Shaft Gears, Helical Gears), By Power Source (Internal Combustion Engine, Electric Motor, Hybrid Systems), By End Use (Shipbuilding, Marine Engineering, Maintenance and Repair) and By Regional (North America, Europe, South America, Asia Pacific, Middle East and Africa) - Forecast to 2035 [Dataset]. https://www.wiseguyreports.com/reports/marine-reduction-gears-market
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    Dataset updated
    Sep 24, 2025
    License

    https://www.wiseguyreports.com/pages/privacy-policyhttps://www.wiseguyreports.com/pages/privacy-policy

    Time period covered
    Sep 25, 2025
    Area covered
    Global
    Description
    BASE YEAR2024
    HISTORICAL DATA2019 - 2023
    REGIONS COVEREDNorth America, Europe, APAC, South America, MEA
    REPORT COVERAGERevenue Forecast, Competitive Landscape, Growth Factors, and Trends
    MARKET SIZE 20242128.7(USD Million)
    MARKET SIZE 20252226.6(USD Million)
    MARKET SIZE 20353500.0(USD Million)
    SEGMENTS COVEREDApplication, Type, Power Source, End Use, Regional
    COUNTRIES COVEREDUS, Canada, Germany, UK, France, Russia, Italy, Spain, Rest of Europe, China, India, Japan, South Korea, Malaysia, Thailand, Indonesia, Rest of APAC, Brazil, Mexico, Argentina, Rest of South America, GCC, South Africa, Rest of MEA
    KEY MARKET DYNAMICSincreasing marine vessel production, growing demand for energy efficiency, technological advancements in gear design, expansion of marine transportation industry, rising focus on sustainability regulations
    MARKET FORECAST UNITSUSD Million
    KEY COMPANIES PROFILEDFincantieri, RollsRoyce, Mahr Group, SCHNEIDER ELECTRIC, Mitsubishi Heavy Industries, Shaft Power, Damen Shipyards, ZF Friedrichshafen, MAN Energy Solutions, Siemens, General Electric, Berg Propulsion, Kongsberg Gruppen, Kawasaki Heavy Industries, Wärtsilä
    MARKET FORECAST PERIOD2025 - 2035
    KEY MARKET OPPORTUNITIESTechnological advancements in gear design, Increasing demand for efficient propulsion systems, Growth in recreational boating sector, Expansion of offshore renewable energy projects, Rising focus on noise reduction technologies
    COMPOUND ANNUAL GROWTH RATE (CAGR) 4.6% (2025 - 2035)
  10. p

    Trends in Reduced-Price Lunch Eligibility (2014-2023): Double Tree...

    • publicschoolreview.com
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    Public School Review, Trends in Reduced-Price Lunch Eligibility (2014-2023): Double Tree Elementary School vs. Tennessee vs. Memphis-Shelby County Schools [Dataset]. https://www.publicschoolreview.com/double-tree-elementary-school-profile
    Explore at:
    Dataset authored and provided by
    Public School Review
    License

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

    Area covered
    Tennessee, Shelby County Schools
    Description

    This dataset tracks annual reduced-price lunch eligibility from 2014 to 2023 for Double Tree Elementary School vs. Tennessee and Memphis-Shelby County Schools

  11. p

    Trends in Reduced-Price Lunch Eligibility (1999-2023): Double File Trail...

    • publicschoolreview.com
    Updated Feb 9, 2025
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    Public School Review (2025). Trends in Reduced-Price Lunch Eligibility (1999-2023): Double File Trail Elementary School vs. Texas vs. Round Rock Independent School District [Dataset]. https://www.publicschoolreview.com/double-file-trail-elementary-school-profile
    Explore at:
    Dataset updated
    Feb 9, 2025
    Dataset authored and provided by
    Public School Review
    License

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

    Area covered
    Round Rock Independent School District, Texas, Round Rock
    Description

    This dataset tracks annual reduced-price lunch eligibility from 1999 to 2023 for Double File Trail Elementary School vs. Texas and Round Rock Independent School District

  12. f

    Table_1_High-Resolution Linkage Map With Allele Dosage Allows the...

    • frontiersin.figshare.com
    • datasetcatalog.nlm.nih.gov
    docx
    Updated Jun 1, 2023
    + more versions
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    Thamiris G. Deo; Rebecca C. U. Ferreira; Letícia A. C. Lara; Aline C. L. Moraes; Alessandro Alves-Pereira; Fernanda A. de Oliveira; Antonio A. F. Garcia; Mateus F. Santos; Liana Jank; Anete P. de Souza (2023). Table_1_High-Resolution Linkage Map With Allele Dosage Allows the Identification of Regions Governing Complex Traits and Apospory in Guinea Grass (Megathyrsus maximus).docx [Dataset]. http://doi.org/10.3389/fpls.2020.00015.s005
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    docxAvailable download formats
    Dataset updated
    Jun 1, 2023
    Dataset provided by
    Frontiers
    Authors
    Thamiris G. Deo; Rebecca C. U. Ferreira; Letícia A. C. Lara; Aline C. L. Moraes; Alessandro Alves-Pereira; Fernanda A. de Oliveira; Antonio A. F. Garcia; Mateus F. Santos; Liana Jank; Anete P. de Souza
    License

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

    Description

    Forage grasses are mainly used in animal feed to fatten cattle and dairy herds, and guinea grass (Megathyrsus maximus) is considered one of the most productive of the tropical forage crops that reproduce by seeds. Due to the recent process of domestication, this species has several genomic complexities, such as autotetraploidy and aposporous apomixis. Consequently, approaches that relate phenotypic and genotypic data are incipient. In this context, we built a linkage map with allele dosage and generated novel information of the genetic architecture of traits that are important for the breeding of M. maximus. From a full-sib progeny, a linkage map containing 858 single nucleotide polymorphism (SNP) markers with allele dosage information expected for an autotetraploid was obtained. The high genetic variability of the progeny allowed us to map 10 quantitative trait loci (QTLs) related to agronomic traits, such as regrowth capacity and total dry matter, and 36 QTLs related to nutritional quality, which were distributed among all homology groups (HGs). Various overlapping regions associated with the quantitative traits suggested QTL hotspots. In addition, we were able to map one locus that controls apospory (apo-locus) in HG II. A total of 55 different gene families involved in cellular metabolism and plant growth were identified from markers adjacent to the QTLs and APOSPORY locus using the Panicum virgatum genome as a reference in comparisons with the genomes of Arabidopsis thaliana and Oryza sativa. Our results provide a better understanding of the genetic basis of reproduction by apomixis and traits important for breeding programs that considerably influence animal productivity as well as the quality of meat and milk.

  13. G

    Double Helical Gear Manufacturing Market Research Report 2033

    • growthmarketreports.com
    csv, pdf, pptx
    Updated Sep 1, 2025
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    Growth Market Reports (2025). Double Helical Gear Manufacturing Market Research Report 2033 [Dataset]. https://growthmarketreports.com/report/double-helical-gear-manufacturing-market
    Explore at:
    pdf, pptx, csvAvailable download formats
    Dataset updated
    Sep 1, 2025
    Dataset authored and provided by
    Growth Market Reports
    Time period covered
    2024 - 2032
    Area covered
    Global
    Description

    Double Helical Gear Manufacturing Market Outlook



    According to our latest research, the global Double Helical Gear Manufacturing market size reached USD 5.97 billion in 2024, reflecting robust demand across key industrial sectors. The market is experiencing a notable compound annual growth rate (CAGR) of 6.1% during the forecast period, and by 2033, it is anticipated to reach a value of USD 10.13 billion. This growth is primarily attributed to the increasing adoption of high-efficiency gear solutions in heavy-duty applications, the expansion of automation in manufacturing, and the rising need for noise and vibration reduction in critical machinery. As per our latest research, the market is being propelled by advancements in gear manufacturing processes, a surge in demand from OEMs, and the ongoing modernization of power transmission systems globally.




    One of the primary growth factors for the Double Helical Gear Manufacturing market is the rising emphasis on operational efficiency and precision engineering in industrial machinery. Double helical gears, known for their ability to transmit higher loads with minimal noise and vibration, are increasingly favored in sectors such as power generation, marine, and automotive. The need for reliable and durable gear systems in high-torque applications has resulted in a steady uptick in demand for both standard and customized double helical gears. Additionally, the integration of advanced materials and surface treatments has further enhanced the performance and lifespan of these gears, making them indispensable in mission-critical applications. The continuous push for automation and the adoption of Industry 4.0 practices are also compelling manufacturers to invest in innovative gear solutions, thereby driving market growth.




    Another significant factor fueling the growth of the Double Helical Gear Manufacturing market is the technological evolution in manufacturing processes. The advent of precision machining, computer numerical control (CNC) technologies, and additive manufacturing (3D printing) has revolutionized gear production, enabling manufacturers to achieve tighter tolerances and complex geometries. These advancements have not only improved the quality and performance of double helical gears but have also reduced lead times and production costs. The growing adoption of 3D printing, in particular, is opening new avenues for customized and small-batch gear production, catering to niche requirements in aerospace, automotive, and industrial machinery. Furthermore, manufacturers are increasingly leveraging simulation and modeling tools to optimize gear design, resulting in enhanced efficiency and reduced material wastage.




    Sustainability and energy efficiency are also emerging as crucial growth drivers in the Double Helical Gear Manufacturing market. With stringent regulations on energy consumption and emissions, industries are seeking gear solutions that contribute to overall system efficiency. Double helical gears, with their superior load distribution and reduced friction losses, are being recognized as a key enabler of energy-efficient power transmission. The trend towards electrification in automotive and industrial sectors is further amplifying the demand for high-performance gears that can operate seamlessly in electric and hybrid systems. Additionally, the focus on reducing maintenance costs and downtime is prompting end-users to opt for advanced gear materials and coatings, thereby supporting market expansion.



    In the realm of industrial applications, the Industrial Helical Gear Reducer plays a pivotal role in enhancing the performance and efficiency of machinery. These gear reducers are specifically designed to handle high torque and provide smooth power transmission, making them indispensable in sectors such as manufacturing, mining, and energy. The unique helical design allows for quieter operation and greater load capacity compared to traditional gear systems. As industries continue to demand more reliable and efficient power transmission solutions, the adoption of Industrial Helical Gear Reducers is expected to rise, driving innovation and growth in the gear manufacturing market.




    From a regional perspective, the Asia Pacific region continues to dominate the Double Helical Gear Manufacturing market, accounting for the largest share in 2024. This dominance is attr

  14. M

    Miniature Worm Gear Reducer Report

    • datainsightsmarket.com
    doc, pdf, ppt
    Updated Mar 24, 2025
    + more versions
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    Data Insights Market (2025). Miniature Worm Gear Reducer Report [Dataset]. https://www.datainsightsmarket.com/reports/miniature-worm-gear-reducer-83725
    Explore at:
    pdf, doc, pptAvailable download formats
    Dataset updated
    Mar 24, 2025
    Dataset authored and provided by
    Data Insights Market
    License

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

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

    Discover the booming miniature worm gear reducer market! This in-depth analysis reveals a $202M (2025) market with a 5.3% CAGR, driven by automation and technological advancements in logistics, automotive, and construction. Explore key players, regional trends, and future projections (2025-2033) for single/double-reduction gearboxes.

  15. p

    Trends in Reduced-Price Lunch Eligibility (2003-2023): Double Diamond...

    • publicschoolreview.com
    Updated Oct 26, 2025
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    Public School Review (2025). Trends in Reduced-Price Lunch Eligibility (2003-2023): Double Diamond Elementary School vs. Nevada vs. Washoe County School District [Dataset]. https://www.publicschoolreview.com/double-diamond-elementary-school-profile
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    Dataset updated
    Oct 26, 2025
    Dataset authored and provided by
    Public School Review
    License

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

    Area covered
    Washoe County School District
    Description

    This dataset tracks annual reduced-price lunch eligibility from 2003 to 2023 for Double Diamond Elementary School vs. Nevada and Washoe County School District

  16. w

    Global Gear Box of Rail Vehicle Market Research Report: By Type (Manual Gear...

    • wiseguyreports.com
    Updated Sep 19, 2025
    + more versions
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    (2025). Global Gear Box of Rail Vehicle Market Research Report: By Type (Manual Gear Box, Automatic Gear Box, Semi-Automatic Gear Box, Hydraulic Gear Box), By Application (Passenger Trains, Freight Trains, Metro Trains, High-Speed Trains), By Engine Type (Electric, Diesel, Hybrid), By Gear Box Configuration (Single Reduction Gear Box, Double Reduction Gear Box, High Speed Gear Box) and By Regional (North America, Europe, South America, Asia Pacific, Middle East and Africa) - Forecast to 2035 [Dataset]. https://www.wiseguyreports.com/reports/gear-box-of-rail-vehicle-market
    Explore at:
    Dataset updated
    Sep 19, 2025
    License

    https://www.wiseguyreports.com/pages/privacy-policyhttps://www.wiseguyreports.com/pages/privacy-policy

    Time period covered
    Sep 25, 2025
    Area covered
    Global
    Description
    BASE YEAR2024
    HISTORICAL DATA2019 - 2023
    REGIONS COVEREDNorth America, Europe, APAC, South America, MEA
    REPORT COVERAGERevenue Forecast, Competitive Landscape, Growth Factors, and Trends
    MARKET SIZE 20243.36(USD Billion)
    MARKET SIZE 20253.48(USD Billion)
    MARKET SIZE 20355.0(USD Billion)
    SEGMENTS COVEREDType, Application, Engine Type, Gear Box Configuration, Regional
    COUNTRIES COVEREDUS, Canada, Germany, UK, France, Russia, Italy, Spain, Rest of Europe, China, India, Japan, South Korea, Malaysia, Thailand, Indonesia, Rest of APAC, Brazil, Mexico, Argentina, Rest of South America, GCC, South Africa, Rest of MEA
    KEY MARKET DYNAMICSincreased railway investments, demand for energy efficiency, technological advancements in design, stringent safety regulations, growth of urban transit systems
    MARKET FORECAST UNITSUSD Billion
    KEY COMPANIES PROFILEDWabtec Corporation, Teijin Limited, Mitsubishi Heavy Industries, Siemens, CRRC Corporation, ZF Friedrichshafen, Thyssenkrupp, Voith Turbo, Bombardier, CAF, Alstom, General Electric, Dana Incorporated, Nabtesco Corporation, KnorrBremse, Hitachi Rail
    MARKET FORECAST PERIOD2025 - 2035
    KEY MARKET OPPORTUNITIESElectrification of rail networks, Adoption of lightweight materials, Technological advancements in automation, Growing demand for high-speed trains, Expansion of urban transit systems
    COMPOUND ANNUAL GROWTH RATE (CAGR) 3.7% (2025 - 2035)
  17. D

    Data from: Dual dimensionality reduction reveals independent encoding of...

    • datasetcatalog.nlm.nih.gov
    • data.niaid.nih.gov
    • +2more
    Updated Mar 6, 2016
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    Sponberg, Simon; Daniel, Thomas L.; Sponberg, Simon N.; Fairhall, Adrienne L. (2016). Dual dimensionality reduction reveals independent encoding of motor features in a muscle synergy for insect flight control [Dataset]. http://doi.org/10.5061/dryad.q83d0
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    Dataset updated
    Mar 6, 2016
    Authors
    Sponberg, Simon; Daniel, Thomas L.; Sponberg, Simon N.; Fairhall, Adrienne L.
    Description

    What are the features of movement encoded by changing motor commands? Do motor commands encode movement independently or can they be represented in a reduced set of signals (i.e. synergies)? Motor encoding poses a computational and practical challenge because many muscles typically drive movement, and simultaneous electrophysiology recordings of all motor commands are typically not available. Moreover, during a single locomotor period (a stride or wingstroke) the variation in movement may have high dimensionality, even if only a few discrete signals activate the muscles. Here, we apply the method of partial least squares (PLS) to extract the encoded features of movement based on the cross-covariance of motor signals and movement. PLS simultaneously decomposes both datasets and identifies only the variation in movement that relates to the specific muscles of interest. We use this approach to explore how the main downstroke flight muscles of an insect, the hawkmoth Manduca sexta, encode torque during yaw turns. We simultaneously record muscle activity and turning torque in tethered flying moths experiencing wide-field visual stimuli. We ask whether this pair of muscles acts as a muscle synergy (a single linear combination of activity) consistent with their hypothesized function of producing a left-right power differential. Alternatively, each muscle might individually encode variation in movement. We show that PLS feature analysis produces an efficient reduction of dimensionality in torque variation within a wingstroke. At first, the two muscles appear to behave as a synergy when we consider only their wingstroke-averaged torque. However, when we consider the PLS features, the muscles reveal independent encoding of torque. Using these features we can predictably reconstruct the variation in torque corresponding to changes in muscle activation. PLS-based feature analysis provides a general two-sided dimensionality reduction that reveals encoding in high dimensional sensory or motor transformations.

  18. D

    Hub Reduction Axle Market Research Report 2033

    • dataintelo.com
    csv, pdf, pptx
    Updated Sep 30, 2025
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    Dataintelo (2025). Hub Reduction Axle Market Research Report 2033 [Dataset]. https://dataintelo.com/report/hub-reduction-axle-market
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    pdf, csv, pptxAvailable download formats
    Dataset updated
    Sep 30, 2025
    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

    Hub Reduction Axle Market Outlook



    According to our latest research, the global Hub Reduction Axle market size reached USD 5.4 billion in 2024, reflecting robust demand across diverse end-use industries. The market is expected to grow at a CAGR of 6.2% from 2025 to 2033, reaching a projected value of USD 9.3 billion by 2033. The primary growth factor driving this expansion is the increasing adoption of hub reduction axles in heavy commercial vehicles and off-highway applications, particularly in regions with rapidly developing infrastructure and industrial sectors.




    The growth of the Hub Reduction Axle market is significantly influenced by the rapid expansion in the construction, mining, and agricultural sectors, particularly in emerging economies. As these industries continue to invest in advanced machinery and heavy-duty vehicles, the demand for robust and efficient drivetrain solutions, such as hub reduction axles, is on the rise. These axles are preferred for their ability to deliver higher torque, improved load distribution, and enhanced durability, making them ideal for vehicles operating in challenging terrains and under heavy loads. Additionally, the global trend towards infrastructure modernization and the increasing focus on productivity and operational efficiency have further accelerated the adoption of hub reduction axles in various industrial applications.




    Another key driver for the hub reduction axle market is the technological advancements in axle design and manufacturing. The integration of advanced materials, precision engineering, and smart monitoring systems has led to the development of lighter, more durable, and highly efficient hub reduction axles. These innovations have not only improved the performance and reliability of vehicles but have also contributed to lower maintenance costs and extended service life. OEMs and aftermarket players are increasingly focusing on R&D activities to introduce next-generation products that meet the evolving needs of end-users. Furthermore, stringent regulatory standards related to vehicle emissions and safety have pushed manufacturers to develop more efficient and environmentally friendly axle solutions, thereby boosting market growth.




    The rising trend towards electrification and hybridization in commercial vehicles is also shaping the hub reduction axle market. With major automotive manufacturers investing in electric and hybrid heavy-duty vehicles, the need for specialized axle solutions that can handle high torque outputs and regenerative braking systems is growing. Hub reduction axles are well-suited for these applications, as they provide the necessary torque multiplication and support the integration of electric drivetrains. This shift is expected to open new avenues for market players, especially as governments worldwide continue to promote sustainable transportation and invest in green mobility infrastructure.




    From a regional perspective, Asia Pacific dominates the hub reduction axle market, accounting for the largest share in 2024, followed by North America and Europe. The strong presence of automotive and heavy equipment manufacturing industries in countries like China, India, and Japan, coupled with ongoing infrastructure development projects, has fueled market growth in this region. North America, with its mature commercial vehicle sector and focus on technological innovation, also represents a significant market. Europe, known for its stringent emission norms and advanced engineering capabilities, continues to be a key region for high-performance axle solutions. Meanwhile, Latin America and the Middle East & Africa are witnessing steady growth, driven by increasing investments in mining, agriculture, and construction sectors.



    Product Type Analysis



    The hub reduction axle market by product type is segmented into single reduction axles and double reduction axles. Single reduction axles are widely utilized in applications where moderate torque and load handling are sufficient, such as in light and medium-duty trucks and buses. These axles are favored for their simplicity, cost-effectiveness, and ease of maintenance. However, as industries demand higher efficiency and performance, the adoption of double reduction axles is gaining momentum, especially in heavy commercial vehicles and off-highway applications. Double reduction axles, characterized by two sets of reduction gears, offer superior torque multiplication, making them ideal for vehicles operating

  19. p

    Trends in Reduced-Price Lunch Eligibility (1999-2023): Double O Elementary...

    • publicschoolreview.com
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    Public School Review, Trends in Reduced-Price Lunch Eligibility (1999-2023): Double O Elementary School vs. Oregon vs. Double O School District 28 [Dataset]. https://www.publicschoolreview.com/double-o-elementary-school-profile
    Explore at:
    Dataset authored and provided by
    Public School Review
    License

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

    Area covered
    Double O School District 28
    Description

    This dataset tracks annual reduced-price lunch eligibility from 1999 to 2023 for Double O Elementary School vs. Oregon and Double O School District 28

  20. p

    Trends in Reduced-Price Lunch Eligibility (2002-2023): Double Springs...

    • publicschoolreview.com
    Updated Feb 9, 2025
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    Public School Review (2025). Trends in Reduced-Price Lunch Eligibility (2002-2023): Double Springs Elementary School vs. Alabama vs. Winston County School District [Dataset]. https://www.publicschoolreview.com/double-springs-elementary-school-profile
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    Dataset updated
    Feb 9, 2025
    Dataset authored and provided by
    Public School Review
    License

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

    Area covered
    Double Springs, Winston County
    Description

    This dataset tracks annual reduced-price lunch eligibility from 2002 to 2023 for Double Springs Elementary School vs. Alabama and Winston County School District

Share
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TwitterTwitter
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Click to copy link
Link copied
Close
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Yan Xiao; Jinchen Xie (2025). Indicator system of potential factors influencing the implementation of the double reduction policy in Chinaa. [Dataset]. http://doi.org/10.1371/journal.pone.0335183.t001
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Indicator system of potential factors influencing the implementation of the double reduction policy in Chinaa.

Related Article
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xlsAvailable download formats
Dataset updated
Nov 3, 2025
Dataset provided by
PLOShttp://plos.org/
Authors
Yan Xiao; Jinchen Xie
License

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

Description

Indicator system of potential factors influencing the implementation of the double reduction policy in Chinaa.

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