Wrap N Go http://wrapngo.net/ Fri, 28 Jul 2023 13:35:24 +0000 en-US hourly 1 https://wordpress.org/?v=6.3.1 https://wrapngo.net/wp-content/uploads/2021/10/icon-32-120x120.png Wrap N Go http://wrapngo.net/ 32 32 Europe Electrical Discharge Machine (EDM) Market Snapshot by 2028 – By Segment, Application & Region with Makino, Mitsubishi Electric, GF Machining Solutions Management, Sodick https://wrapngo.net/europe-electrical-discharge-machine-edm-market-snapshot-by-2028-by-segment-application-region-with-makino-mitsubishi-electric-gf-machining-solutions-management-sodick/ Thu, 27 Jul 2023 20:34:48 +0000 https://wrapngo.net/europe-electrical-discharge-machine-edm-market-snapshot-by-2028-by-segment-application-region-with-makino-mitsubishi-electric-gf-machining-solutions-management-sodick/ Electric Discharge Machine (EDM) Market Size and Forecast (2022-2028) The study examines in detail the impact of these key trends and outlines the growth opportunities in various segments based on how these trends will shape the Electric Discharge Machine (EDM) market in the future. Latest Update: This has resulted in several changes. This report also […]]]>

Electric Discharge Machine (EDM) Market Size and Forecast (2022-2028)

The study examines in detail the impact of these key trends and outlines the growth opportunities in various segments based on how these trends will shape the Electric Discharge Machine (EDM) market in the future.

Latest Update: This has resulted in several changes. This report also covers the impact of the current COVID-19 situation.

This report provides comprehensive data on emerging trends, market drivers, growth opportunities and restraints that may change the dynamics of this Electric Discharge Machine (EDM) market. The report assesses the size of the global Electric Discharge Machines (EDM) market and studies the strategy patterns adopted by major international players. Additionally, the report estimates the market size in terms of revenue for the forecast period. All data figures such as percentage share breakdowns and breakdowns are determined using secondary sources and verified using primary sources.

Get a sample PDF copy of the report @ https://www.reportsinsights.com/sample/633798

The report highlights key players and manufacturers and latest strategies including new product launches, partnerships, joint ventures, technology, regional and industry competition segmentation, profit and loss ratio and insights. of investment. An accurate assessment of effective manufacturing techniques, advertising techniques, market share size, growth rate, size, revenue, sales, and value chain analysis.

Major Competitors in the Global Electric Discharge Machines (EDM) Market are:
Mitsubishi Electric, Sodick, GF Machining Solutions Management, Makino, CHMER EDM, ONA Electroerosion, FANUC, Seoul Precision Machine, Exeron, Shanghai Esuntek Machinery, Excetek Technology, MC Machinery Systems, Beaumont Machine, Knuth Machine Tools

The “Global Electric Discharge Machine (EDM) Market Research Report” is a comprehensive and informative study on the current state of the Global Electric Discharge Machine (EDM) Market industry with a focus on global industry. The report presents key statistics on the market status of the global Electric Discharge Machine (EDM) manufacturers and is a valuable source of guidance and direction for companies and individuals interested in the industry.

The main types of products covered are:
wire cutting machine
Sinking EDM
Hole drilling EDM

The application coverage in the market is:
Medical device
Aerospace component
Automotive
Electrical and Electronic
Others

Scope of Electric Discharge Machine (EDM) Market:

ATTRIBUTES DETAILS
YEAR OF REFERENCE 2021
FORECAST YEAR 2022-2028
UNITY Value (million USD/billion)
CAGR Yes (%)
BY COMPANIES Mitsubishi Electric, Sodick, GF Machining Solutions Management, Makino, CHMER EDM, ONA Electroerosion, FANUC, Seoul Precision Machine, Exeron, Shanghai Esuntek Machinery, Excetek Technology, MC Machinery Systems, Beaumont Machine, Knuth Machine Tools
SECTORS COVERED Types, applications, end users, etc.
REPORT COVER Total Revenue Forecast, Company Ranking & Market Share, Regional Competitive Landscape, Growth Factors, Emerging Trends, Business Strategies, etc.
REGIONAL ANALYSIS North America, Europe, Asia-Pacific, Latin America, Middle East and Africa

To get this report at a cost effective rate. : https://www.reportsinsights.com/discount/633798

Regional Electric Discharge Machine (EDM) Market (Regional Production, Demand and Forecast by Country):-
North America (United States, Canada, Mexico)
South America (Brazil, Argentina, Ecuador, Chile)
Asia-Pacific (China, Japan, India, Korea)
Europe (Germany, UK, France, Italy)
Middle East Africa (Egypt, Turkey, Saudi Arabia, Iran) and more.

The research report studies the past, present and future performance of the global market. The report further analyzes the current competitive scenario, prevalent business models, and likely advances of offerings by prominent players in the coming years.

Important features of the report:
– Detailed analysis of the Global Electrical discharge machine (EDM) market
– Fluctuating industry market dynamics
–Detailed market segmentation
– Historical, current and projected market size in terms of volume and value
– Recent industry trends and developments
– Competitive landscape of the global electrical discharge (EDM) machine market
– Strategies of key players and product offerings
– Potential and niche segments/regions showing promising growth
– A neutral outlook towards the performance of the global Electric Discharge Machine (EDM) market

Access the full description of the report, Contentsfigure chart, graph, etc. @ https://www.reportsinsights.com/industry-forecast/electrical-discharge-machines-edm-market-research-report-2022-633798

Reasons for Buying Global Electric Discharge Machines (EDM) Market Report:
1. Current and future prospects of the global Electric Discharge Machine (EDM) Market in developed countries and emerging markets.
2. Analysis of various market perspectives using Porter’s five forces analysis.
3. The segment expected to dominate the global Electric Discharge Machine (EDM) market.
4. Regions that should witness fastest growing over the forecast period.
5. Identify the latest developments, global Electric Discharge Machine (EDM) Market shares and strategies employed by the Major market players.

In addition, the market study confirms the major global players in the global electrical discharge (EDM) machine market. their key Marketing strategies and advertising techniques have been highlighted to offer a clear understanding of the global Electric Discharge Machines (EDM) Market.

About Us:

Reports Insights is the research industry leader which offers contextual and data-centric research services to its clients worldwide. The firm helps clients develop business policies and achieve sustainable growth in their respective market domain. The industry provides consulting services, syndicated research reports, and custom research reports.

Contact us:

E-mail: [email protected]

Sales: [email protected]

]]> Does the brain learn the same way machines learn? https://wrapngo.net/does-the-brain-learn-the-same-way-machines-learn/ https://wrapngo.net/does-the-brain-learn-the-same-way-machines-learn/#respond Thu, 27 Jul 2023 11:24:00 +0000 https://wrapngo.net/does-the-brain-learn-the-same-way-machines-learn/ [ad_1] Credit: Pixabay / CC0 public domain Determining how neural activity changes with learning is anything but black and white. Recently, some have argued that learning in the brain, or biological learning, can be thought of in terms of optimization, which is how learning occurs in artificial networks like computers or robots. A new outlook […]]]>

[ad_1]

Credit: Pixabay / CC0 public domain

Determining how neural activity changes with learning is anything but black and white. Recently, some have argued that learning in the brain, or biological learning, can be thought of in terms of optimization, which is how learning occurs in artificial networks like computers or robots. A new outlook paper co-authored by researchers at Carnegie Mellon University and the University of Pittsburgh links machine learning to biological learning, showing that the two approaches are not interchangeable, but can be leveraged to provide valuable information on how the brain works.

“The way we quantify the changes we observe in the brain and in a subject’s behavior during learning is constantly evolving,” says Byron Yu, professor of biomedical engineering and electrical and computer engineering. “It turns out that in machine learning and artificial intelligence, there is a well-developed framework in which something learns, called optimization. We and others in the field have reflected on how the brain learns in relation to this framework, which was developed to train artificial agents to learn. “

The optimization point of view suggests that activity in the brain should change during learning in a mathematically prescribed way, in the same way that the activity of artificial neurons changes in a specific way when they are. trained to drive a robot or play chess.

“One thing we want to understand is how the learning process unfolds over time, and not just looking at a snapshot before and after learning,†says Jay Hennig, a recent PhD. graduated in Neural Computing and Machine Learning at Carnegie Mellon. “In this outlook article, we offer three takeaways that would be important for people to consider in the context of thinking about why neural activity might change throughout learning and which cannot be easily explained in terms of optimization. “

Points to remember include the inflexibility of neural variability throughout learning, the use of multiple learning processes even during simple tasks, and the presence of large non-task-specific activity changes.

“It’s tempting to take inspiration from successful examples of machine learning agents and assume that the brain has to do whatever it does,” suggests Aaron Batista, professor of bioengineering at the University of Pittsburgh. . “However, a specific difference between artificial learning and biological systems is that the artificial system usually only does one thing and does it very well. The activity in the brain is quite different, with many processes taking place. are happening at the same time. We and others have observed that there are things going on in the brain that machine learning models cannot yet explain. “

Steve Chase, professor of biomedical engineering at Carnegie Mellon and the Neuroscience Institute adds, “We see a theme building and a direction for the future. By drawing attention to those areas where neuroscience can inform machine learning and vice versa, we aim to connect them to the optimization view to ultimately understand, on a deeper level, how learning takes place in the brain.

This work is co-authored with Emily Oby, Bioengineering Research School at the University of Pittsburgh, and Darby Losey, Ph.D. studying neural computation and machine learning at CMU. The group’s work is ongoing and carried out in collaboration with the Center for Neural Basis of Cognition, an inter-university research and teaching program between Carnegie Mellon and the University of Pittsburgh that leverages the strengths of each institution to study the mechanisms cognitive and neuronal that give rise to biological intelligence and behavior.

Make the link between engagement and learning

More information:
Neuron (2021). DOI: 10.1016 / j.neuron.2021.09.005
Provided by
Carnegie Mellon University, Department of Biomedical Engineering

Quote:
Does the brain learn the same way machines learn? (2021, October 13)
retrieved on October 13, 2021
from https://medicalxpress.com/news/2021-10-brain-machines.html

This document is subject to copyright. Apart from any fair use for study or private research, no
part may be reproduced without written permission. The content is provided for information only.

[ad_2]

]]> https://wrapngo.net/does-the-brain-learn-the-same-way-machines-learn/feed/ 0 Volvo CE and Beam bundle electric machines with off-grid chargers https://wrapngo.net/volvo-ce-and-beam-bundle-electric-machines-with-off-grid-chargers/ Thu, 27 Jul 2023 08:32:32 +0000 https://wrapngo.net/volvo-ce-and-beam-bundle-electric-machines-with-off-grid-chargers/ Beam Global announced a partnership with Volvo Construction Equipment (Volvo CE) that allows Volvo CE’s 245 North American dealerships to bundle Beam EV ARC off-grid charging systems with the purchase of Volvo electrical equipment. RELATED: CASE gives a first look at the future electric mini excavator CX15 EV This joint offering enables construction sites to […]]]>

Beam Global announced a partnership with Volvo Construction Equipment (Volvo CE) that allows Volvo CE’s 245 North American dealerships to bundle Beam EV ARC off-grid charging systems with the purchase of Volvo electrical equipment.

This joint offering enables construction sites to rapidly deploy electric vehicle charging, without the need for electrical work, grid connections or fossil fuel generators, to power zero-emission construction equipment that runs on sunlight and does not generate no electricity bill.

“The construction industry has an opportunity to future-proof its business against noise, carbon emissions regulations and volatile fossil fuel costs by embracing electric machinery,” said Desmond Wheatley, CEO of Beam Global. “By supplying our sustainable electric vehicle charging systems alongside Volvo’s best electric machines, we are enabling this transition in the fastest, cleanest and most scalable way available. We are proud to partner with Volvo CE to electrify the construction industry. »

Volvo CE currently offers five models of electric machines in North America, the L20 and L25 electric wheel loaders and the EC18, ECR18 and ECR25 electric excavators.

Now Volvo dealers can bundle transportable off-grid solar EV charging systems with electric machine controls.

Together, ARC and Volvo electric EV machines produce zero emissions, dramatically reduce noise levels and energy costs, making them ideal for construction sites where emissions regulations, noise ordinances or hazards Indoor air pollution limits the use of diesel generators and construction equipment. .

The United Nations Environment Program found that the building and construction industry accounted for 38% of global carbon emissions in 2019.

In recent years, many governments have set targets to achieve net zero emissions by 2050 and electric machines could play a vital role in achieving these goals.

Thus, residential and commercial builders and equipment rental companies are likely to add electric vehicles to their fleets.

Government organizations in North America, such as the US Department of the Interior and the US Department of Agriculture, already use electric machinery in remote and environmentally sensitive areas.

“The Volvo CE range of zero-emission construction equipment can now be charged with a zero-emission power source provided by the EV ARC. Beam Global shares our vision to electrify mobility worldwide, a critical step towards mitigating climate change and reducing noise and air pollution,” said Ray Gallant, vice president of the product and productivity management at Volvo CE. “The construction industry is ready for an energy transition that reduces emissions and improves the performance, longevity and user-friendliness of machines. We are committed to an electric future and see Beam Global as a strategic partner in this journey. »

According to Volvo CE, Beam Global’s EV ARC is the fastest and cheapest electric vehicle charging system on the market and is the ideal solution for Volvo CE’s electric machines.

The EV ARC system can be configured and ready to use in minutes and is fully self-contained, meaning it generates, stores and delivers electricity independent of the grid. Whether the project is in a remote nature reserve or a densely populated city with strict zoning rules, the solar-powered ARC EV can be deployed without any electrical work or permits.

]]> Growth, Size, Share, Demand and Analysis of Major Motor Winding Repair Services Market Players – Research Forecast to 2027 https://wrapngo.net/growth-size-share-demand-and-analysis-of-major-motor-winding-repair-services-market-players-research-forecast-to-2027/ https://wrapngo.net/growth-size-share-demand-and-analysis-of-major-motor-winding-repair-services-market-players-research-forecast-to-2027/#respond Tue, 25 Jul 2023 23:06:34 +0000 https://wrapngo.net/growth-size-share-demand-and-analysis-of-major-motor-winding-repair-services-market-players-research-forecast-to-2027/ [ad_1] The global research report provides detailed analysis of the market. Based on the intensity of the competition and how the competition will take shape in the years to come. The report entitled Motor Winding Repair Services Market Assessment, with Key Company Analysis, Regional Analysis, Application / Type Breakdown Data, and Forecast to 2016-2027 first […]]]>

[ad_1]

The global research report provides detailed analysis of the market. Based on the intensity of the competition and how the competition will take shape in the years to come.

The report entitled Motor Winding Repair Services Market Assessment, with Key Company Analysis, Regional Analysis, Application / Type Breakdown Data, and Forecast to 2016-2027 first introduced the basics of motor windings repair service: Definitions, Classifications, Applications and Market Overview; Product specifications; manufacturing process; cost structures, raw materials, etc. The report takes into account the assessment of the market definition as well as the identification of the most important major key manufacturers. (Integrated Power Services, Delba Electrical, Continental Group, Whelco Industrial, Timken Power Systems (Smith Services), Lloyd Electric, Rogers Electric Motor Services, A Plus Winding Services) are analyzed with insistence by contrast of competitive landscape, with regard to Motor Winding Repair Service Price, Sales, Capacity, Import, Export, Market Size, Consumption, Gross, Gross Margin, Revenue and Market Share. Quantitative analysis of Motor Winding Repair Service industry from 2016 to 2020 by region, type, application and consumption assessment by regions.

Get Free Sample PDF (Including COVID19 Impact Analysis, Complete Table of Contents, Tables, and Figures) of Motor Winding Repair Services Market Report @ https://www.researchmoz.us/enquiry.php?type=S&repid3346689?utm_source=Sanjay

Impact of COVID-19 on the Motor Winding Repair Service Industry: Definitions of normal have changed and people around the world have had to be locked inside to prevent the virus from spreading. The research report assesses the impact of the COVID-19 pandemic and subsequent social restrictions on the global Motor Winding Repair Service market. The report offers a full version of the Motor Winding Repair Service market will include the impact of COVID-19 and the anticipated changes on the future outlook of the industry, taking into account political, economic, social, and technological parameters. It also sheds light on the challenges facing consumers as well as providers in the global Motor Winding Repair Service market.

The segmented market is as follows:

Based on end users / applications, This report focuses on the status and outlook for major applications / end users, sales volume, market share and growth rate of each application including: –

  • Oil & Gas Industry, Automotive Industry, Power Generation Industry, Home Appliances, Aerospace & Transportation, Others

Based on the product, This report displays the sales volume, revenue (USD Million), product price, market share and growth rate of each type, mainly divided into: –

  • AC Motor Repair Service, DC Motor Repair Service

Geographically, the detailed analysis of the consumption, revenue, market share and growth rate, historical and forecast (2021-2027) of the following regions is covered in Chapter 3, 4, 11, 12:

  • Asia Pacific (Vietnam, China, Malaysia, Japan, Philippines, Korea, Thailand, India, Indonesia and Australia)
  • Europe (Turkey, Germany, Russia UK, Italy, France, etc.)
  • North America (United States, Mexico and Canada.)
  • South America (Brazil etc …)
  • The Middle East and Africa (GCC countries and Egypt.)

Do you have a specific question or requirement? Ask our industry expert @ https://www.researchmoz.us/enquiry.php?type=E&repid3346689?utm_source=Sanjay

Contents:

Chapter 1: Motor Winding Repair Services Market Overview
1.1 Product Introduction and Scope of Motor Winding Repair Service
1.2 Motor Winding Repair Service Segment by Type
1.3 Motor Winding Repair Service Segment by Application
1.4 Global Market Growth Outlook
1.5 Global Market Size by Region

Chapter 2: Market Competition by Manufacturers
2.1 Global Motor Winding Repair Services Production Market Share by Manufacturers (2016-2021)
2.2 Global Motor Winding Repair Service Revenue Market Share by Manufacturers (2016-2021)
2.3 Motor Winding Repair Services Market Share by Business Type (Tier 1, Tier 2 and Tier 3)
2.4 Global Motor Winding Repair Service Average Price by Manufacturers (2016-2021)
2.5 Manufacturers Motor Winding Repair Service Production Sites, Area Served, Product Types
2.6 Motor Winding Repair Services Market Competitive Status and Trends

Chapter 3: Production and Capacity by Region

Chapter 4: Global Motor Winding Repair Services Consumption by Regions
4.1 Global Motor Winding Repair Services Consumption by Regions
4.2 North America
4.3 Europe
4.4 Asia-Pacific
4.5 Latin America

Chapter 5: Production, Revenue, Price Trend by Type

Chapter 6: Consumption Analysis by Application
6.1 Global Motor Winding Repair Services Consumption Market Share by Application (2016-2021)
6.2 Global Motor Winding Repair Services Consumption Growth Rate by Application (2016-2021)

Chapter 7: Profile of Key Companies

Chapter 8: Manufacturing Cost Analysis of Motor Winding Repair Service

Chapter 9: Marketing channel, distributors and customers
9.1 Marketing channel
9.2 List of Motor Winding Repair Service Distributors
9.3 Motor Winding Repair Service Customers

Chapter 10: Market Dynamics
10.1 Trends in Motor Winding Repair Services Industry
10.2 Growth Drivers of Motor Winding Repair Service
10.3 Challenges in the Motor Winding Repair Services Market
10.4 Motor Winding Repair Services Market Restrictions

Chapter 11: Forecast production and supply

Chapter 12: Forecasting Consumption and Demand
12.1 Analysis of Global Forecasted Demand for Motor Winding Repair Service
12.2 North America Engine Winding Repair Service Forecasted Consumption by Countries
12.3 Europe Market Forecasted Consumption of Motor Winding Repair Service by Countries
12.4 Asia-Pacific Market Forecasted Consumption of Motor Winding Repair Service by Region
12.5 Latin America Forecasted Motor Winding Repair Service Consumption by Countries

Chapter 13: Forecast by Type and Application (2022-2027)
13.1 Global Production, Revenue and Price Forecast by Type (2022-2027)
13.2 Global Forecasted Consumption of Motor Winding Repair Service by Application (2022-2027)

Chapter 14: Research Findings and Conclusion

Chapter 15: Methodology and data source
15.1 Methodology / Research approach
15.2 Data source
15.3 List of authors
15.4 Disclaimer

Some of the most important questions examined in the Business Intelligence report:

What are the major growth parameters of the global motor winding repair services market during the forecast period?
Which key players are expected to hold the largest market share during the forecast period?
Who are the major suppliers and manufacturers in the Global Motor Winding Repair Service Market?
âž What consumer trends have been shown to be effective during the global COVID-19 pandemic?
What are the key strategies adopted by the major players in the global Motor Winding Repair Services market for business development and geographic expansion?
Which end-use industries can trigger high demand in the market during the forecast period?
What are the key segments of the global Motor Winding Repair Service market?
Which regional Motor Winding Repair Service markets are expected to dominate the global market in terms of size?
âž‘ What is the impact of the novel coronavirus pandemic on manufacturing and production units operating in the global Motor Winding Repair Service market?
âž‘ What hurdles do new players need to overcome to gain a major position in the global motor winding repair services market?

Please contact us for more:

ResearchMoz.us
90 State Street,
Albany NY,
United States – 12207
E-mail: [email protected]
Follow me on Blogger: https://tendancerelease.blogspot.com/

[ad_2]

]]> https://wrapngo.net/growth-size-share-demand-and-analysis-of-major-motor-winding-repair-services-market-players-research-forecast-to-2027/feed/ 0 Agricultural Misting Machinery Market Size, Outlook and Forecast https://wrapngo.net/agricultural-misting-machinery-market-size-outlook-and-forecast/ Mon, 24 Jul 2023 22:52:25 +0000 https://wrapngo.net/agricultural-misting-machinery-market-size-outlook-and-forecast/ New Jersey, United States – the Agricultural Misting Machinery Market The research report offers comprehensive coverage of the Agricultural Misting Machinery Market over the forecast period 2022-2029. It provides historical, current and future market trends to help develop a robust market strategy. Additionally, it provides value chain analysis, key drivers and challenges, and includes upcoming […]]]>

New Jersey, United States – the Agricultural Misting Machinery Market The research report offers comprehensive coverage of the Agricultural Misting Machinery Market over the forecast period 2022-2029. It provides historical, current and future market trends to help develop a robust market strategy. Additionally, it provides value chain analysis, key drivers and challenges, and includes upcoming opportunities in the Agricultural Misting Machines market that will enable the business success.

The Agricultural Misting Machinery Market report provides a detailed analysis of global market size, regional and country level market size, segmentation market growth, market share, competitive landscape, sales analysis, impact of national and global market players, value chain optimization, trade. regulations, recent developments, opportunity analysis, strategic market growth analysis, product launches, regional market expansion and technological innovations.

Get Sample Full PDF Copy of Report: (Including Full TOC, List of Tables & Figures, Chart) @ https://www.verifiedmarketreports.com/download-sample/?rid=86636

Key Players Mentioned in the Agricultural Misting Machinery Market Research Report:

Conical System, Curtis Dyna-Fog, IGEBA Geraetebau, Micron, PulsFOG, Weihai Feiguan Mechanical and Electrical, Shouguang Jiafu Agricultural Machinery

This comprehensive Agricultural Misting Machines Market report helps to determine the gaps and issues faced by the dominating or new companies. It also provides information about the potential impact of the existing COVID-19 on the market scenario. Agricultural Misting Machinery market is split by Type and by Application. For the period 2018-2027, the growth between segments provides accurate calculations and forecasts of sales by type and application in terms of volume and value. This analysis can help you grow your business by targeting qualified niche markets.

Agricultural Misting Machinery Market Segmentation:

By Product Type, the market is primarily split into:

• Thermal agricultural misting machines
• Agricultural cold fogging machines

By application, this report covers the following segments:

• Closed
• Garden landscape
• Others

Get a discount on the purchase of this report @ https://www.verifiedmarketreports.com/ask-for-discount/?rid=86636

Scope of the Agricultural Misting Machinery Market Report

ATTRIBUTES DETAILS
ESTIMATED YEAR 2022
YEAR OF REFERENCE 2021
FORECAST YEAR 2029
HISTORICAL YEAR 2020
UNITY Value (million USD/billion)
SECTORS COVERED Types, applications, end users, and more.
REPORT COVER Revenue Forecast, Business Ranking, Competitive Landscape, Growth Factors and Trends
BY REGION North America, Europe, Asia-Pacific, Latin America, Middle East and Africa
CUSTOMIZATION SCOPE Free report customization (equivalent to up to 4 analyst business days) with purchase. Added or changed country, region and segment scope.

Geographic segment covered in the report:

The Agricultural Fogging Machines report provides information on the market area, which is sub-divided into sub-regions and countries/regions. In addition to the market share in each country and sub-region, this chapter of this report also contains information on profit opportunities. This chapter of the report mentions the market share and growth rate of each region, country and sub-region over the estimated period.

• North America (USA and Canada)
• Europe (UK, Germany, France and rest of Europe)
• Asia-Pacific (China, Japan, India and the rest of the Asia-Pacific region)
• Latin America (Brazil, Mexico and rest of Latin America)
• Middle East and Africa (GCC and Rest of Middle East and Africa)

Key questions answered in this Agricultural Misting Machinery market report

  1. How much revenue will the Agricultural Misting Machines market generate by the end of forecast period?
  2. Which market segment is expected to have the maximum market share?
  3. What are the influencing factors and their impact on the Agricultural Misting Machines market?
  4. Which regions are currently contributing the maximum share of the global Agricultural Misting Machinery market?
  5. Which indicators are likely to drive the Agricultural Misting Machines market?
  6. What are the key strategies of the major players in the Agricultural Misting Machines market to expand their geographical presence?
  7. What are the key advancements of the Agricultural Misting Machines market?
  8. How are regulatory standards affecting the agricultural misting machine market?

For more information or query or customization before buying, visit @ https://www.verifiedmarketreports.com/product/global-agricultural-fogging-machines-market-growth-2019-2024/

Visualize the Agricultural Misting Machines Market Using Verified Market Intelligence:-

Verified Market Intelligence is our BI platform for market narrative storytelling. VMI offers in-depth forecast trends and accurate insights on over 20,000 emerging and niche markets, helping you make critical revenue-impacting decisions for a bright future.

VMI provides a global overview and competitive landscape with respect to region, country and segment, as well as key players in your market. Present your market report and results with an integrated presentation function that saves you more than 70% of your time and resources for presentations to investors, sales and marketing, R&D and product development. products. VMI enables data delivery in Excel and interactive PDF formats with over 15+ key market indicators for your market.

Visualize the Agricultural Misting Machinery Market using VMI@ https://www.verifiedmarketresearch.com/vmintelligence/

Most Popular Reports

Global Code and Brand Printer Market Size and Forecast

Global Cartesian Robots Market Size and Forecast

Global Agricultural Misting Machinery Market Size and Forecast

Global Industrial Wireless Control Switches Market Size and Forecast

Global Industrial Gas Phase Filtration System Market Size and Forecast

Global Dual Fuel Generators Market Size and Forecast

Global Tactical Vehicles Market Size and Forecast

Global Multivariable Transmitter Market Size and Forecast

Global Automatic Milking Machines Market Size and Forecast

Global Agricultural Mowers Market Size and Forecast

About Us: Verified Market Reports

Verified Market Reports is a leading global research and advisory company serving over 5000 global clients. We provide advanced analytical research solutions while delivering information-enriched research studies.

We also provide insight into the strategic and growth analytics and data needed to achieve business goals and critical revenue decisions.

Our 250 analysts and SMEs offer a high level of expertise in data collection and governance using industry techniques to collect and analyze data on over 25,000 high impact and niche markets. Our analysts are trained to combine modern data collection techniques, superior research methodology, expertise and years of collective experience to produce informative and accurate research.

Our research spans a multitude of industries, including energy, technology, manufacturing and construction, chemicals and materials, food and beverage, and more. Having served many Fortune 2000 organizations, we bring a wealth of reliable experience that covers all kinds of research needs.

Contact us:

Mr. Edwyne Fernandes

USA: +1 (650)-781-4080
UK: +44 (753)-715-0008
APAC: +61 (488)-85-9400
US toll free: +1 (800)-782-1768

E-mail: [email protected]

Website: – https://www.verifiedmarketreports.com/

]]> Best Computerized Sewing Machines on Amazon India https://wrapngo.net/best-computerized-sewing-machines-on-amazon-india/ Mon, 24 Jul 2023 16:27:21 +0000 https://wrapngo.net/best-computerized-sewing-machines-on-amazon-india/ [ad_1] Computerized sewing machines are an innovative take on electric sewing machines that allow extremely precise stitches and allow you to create elaborate and detailed sewing patterns. Such sewing machines are very useful for those who are expert in sewing and want to give an innovative and creative touch to their sewing skills. Another added […]]]>

[ad_1]

Computerized sewing machines are an innovative take on electric sewing machines that allow extremely precise stitches and allow you to create elaborate and detailed sewing patterns. Such sewing machines are very useful for those who are expert in sewing and want to give an innovative and creative touch to their sewing skills. Another added benefit of using a computerized sewing machine is that these machines come with a stitch pattern memory which stores your previously created stitch patterns and can be useful when creating stitch patterns similar to the future. So, if you are a sewing professional who wants to create beautiful embroidery designs and other intricate stitch patterns on fabrics, you can do it easily by purchasing a computerized sewing machine. You can read below to know about some of the best computerized sewing machines available on Amazon.

Bernette b38-394 computerized sewing machine

The Bernette b38-394 computerized sewing machine is equipped with a full rotation hook system that offers you 7mm wide and 5mm long zig-zag stitches, which are strong and will not sag. do not come off easily. This product comes with 394 built-in stitch patterns which include 8-step buttonholes, 20 utility stitches, 25 quilting stitches, 2 darning stitches and 65 embroidery stitches among other designs to give you a chance to show off your skills of sewing by sewing different elegant patterns and create your small crafts at home. The Bernette b38-394 operates at a speed of 820 SPM, which allows you to embroider at a faster pace and finish your project in much less time. Other highlights include an automatic needle threader, feed dog removal function for embroidery, built-in memory and LCD display.

FS101 Computerized Brother Sewing Machine

The Brother FS101 Computerized Sewing Machine comes with 100 built-in sewing utility stitches including different designs for creating beautiful embroidery and quilting as well as using the machine for your basic sewing needs at home. It is equipped with one-touch start or stop function and easy-to-use speed control, which makes it convenient and easy to operate. The built-in armless allows you to sew on hard-to-reach areas like cuffs, sleeves and legs. It also comes with an automatic needle threader that threads the needle for you without any manual assistance. With this computerized sewing machine from Brother, you can give your sewing skills a more creative and innovative touch.

Usha Janome dream maker 120 computerized sewing machine

This Usha Janome dream maker 120 computerized sewing machine comes with a mirror image option for the stitch patterns that allows you to sew precise patterns and ensures skillful sewing. The manual thread tension controller allows you to manually adjust the thread tension for efficient sewing. This machine is equipped with a backlit LCD display which allows you to easily view all the parameters while using the machine and makes your sewing more efficient and convenient. The extension table in the design of this sewing machine allows you to easily sew sleeves and legs, and also makes this machine useful for large sewing projects. Built-in thread cutter, speed control slider and lock stitch button make it efficient and convenient to use. The stitch pattern memory capacity allows this sewing machine to memorize stitch patterns for future use and the double needle guard ensures maximum safety by protecting your fingers from damage that may occur with the needle.

Singer Brilliance 6180 sewing machine

When looking for a computerized sewing machine that will provide you with precise, elaborate sewing and long lasting use, you can’t go wrong with this Singer Brilliance 6180 sewing machine. This sewing machine from Singer comes with a metal internal frame. sturdy which gives this machine maximum stability during the sewing process and also guarantees long lasting use and durability. The 80 built-in stitches, including 8 basic, 58 decorative, 8 stretch and 6 buttonholes, meet your basic sewing needs and also allow you to create decorative patterns and give your sewing skills a creative boost. You can easily create perfectly sized buttonholes in no time with the 6 styles of fully automatic 1-step buttonholes that are built-in. The easy threading function of this Singer Brilliance 6180 sewing machine allows you to thread the entire machine from the spool to the eye of the needle in seconds, without wasting time. Other handy features like free arm operation and easy speed control make this sewing machine user friendly and easy to use.

[ad_2]

]]> Global Injection Molding Machines Market Report 2022-27: https://wrapngo.net/global-injection-molding-machines-market-report-2022-27/ Mon, 24 Jul 2023 09:54:59 +0000 https://wrapngo.net/global-injection-molding-machines-market-report-2022-27/ The latest research study “Injection Molding Machine Market: Global Industry Trends, Share, Size, Growth, Opportunity and Forecast 2022-2027” from IMARC Group, reveals that the global injection molding machine market size injection reached US$10.54 billion in 2021. , IMARC Group expects the market to reach a value of US$14.56 billion by 2027, growing at a CAGR […]]]>

The latest research study “Injection Molding Machine Market: Global Industry Trends, Share, Size, Growth, Opportunity and Forecast 2022-2027” from IMARC Group, reveals that the global injection molding machine market size injection reached US$10.54 billion in 2021. , IMARC Group expects the market to reach a value of US$14.56 billion by 2027, growing at a CAGR of 5.35% at during the period 2022-2027.

Impact of Covid-19:

We regularly monitor the direct effect of COVID-19 on the market, as well as the indirect influence of associated industries. These observations will be incorporated into the report.

Download a free sample brochure: https://www.imarcgroup.com/injection-molding-machines-market/requestsample

Industry definition and application:

Injection molding machines (IMM), also known as injection presses, are machines used to mass-produce identical parts or items. They work by injecting molten materials, such as glass, metal, elastomers and thermoplastic polymers, into custom molds. They offer flexibility, improved accuracy, superior strength, durability and customization. They are widely used to make electrical switches, automotive bumpers, disposable razors, power tool cases and syringes. As a result, injection molding machines find many applications in various industries including automotive, consumer goods, medical, packaging, and electronics.

Injection Molding Machine Market Trends and Drivers:

The global injection molding machine market is primarily driven by the growing adoption in various end-use sectors for manufacturing precise polymer components with complex shapes. Additionally, there has been widespread adoption of products to produce large volumes of medical supplies, such as air systems and syringes, amid the recent coronavirus disease (Covid-19) outbreak.
Also, the growing popularity of fully electric injection modeling machines due to their minimum power consumption, increased accuracy, high speed, reusability and low maintenance is positively influencing the growth of the market.

Additionally, recent technological advancements, such as the integration of Information and Communication Technology (ICT) and Internet of Things (IoT) solutions to improve overall product quality and manufacturing processes, propelled the growth of the market.
Other factors including the launch of innovative automated machines, rapid industrialization, and ongoing research and development (R&D) activities are also expected to create favorable market outlook.

Click here to view detailed information with table of contents: https://www.imarcgroup.com/injection-molding-machines-market

Report segmentation:

The report has segmented the market into the following categories:

Breakdown by type of machine:
• Hydraulics
• Electric
• Hybrid

Breakdown by material:
• Plastics
• Metals
• Others

Breakdown by application:
• Automotive
• Consumer goods
• Packaging
• Electronics
• Others

Breakdown by region:
• North America: (United States, Canada)
• Asia-Pacific: (China, Japan, India, South Korea, Australia, Indonesia, others)
• Europe: (Germany, France, United Kingdom, Italy, Spain, Russia, Others)
• Latin America: (Brazil, Mexico, others)
• Middle East and Africa

List of major key players:

The major market players are Arburg GmbH + Co. KG, Chen Hsong Holdings Limited, Engel Holding Gesellschaft mbH, Haitian International, Japan Steel Works Ltd., KraussMaffei (China National Chemical Corporation), Milacron Holdings Corp. (Hillenbrand Inc.), Nissei Plastic Industrial Co. Ltd., Shibaura Machine Co. Ltd., Sumitomo Heavy Industries Ltd., Toyo Machinery & Metal Co. Ltd. and Ube Machinery Corporation Ltd. (Ube Industries Ltd.).

Also read the latest research reports from the IMARC group:

Player Tracking Market Report: https://www.imarcgroup.com/player-tracking-market

Emergency Food Market Forecast: https://www.imarcgroup.com/emergency-food-market

Waste-to-energy market trends: https://www.imarcgroup.com/waste-to-energy-market

Contact us:

IMARC Services Private Limited.
30 N Gould St Ste R
Sheridan, Wyoming 82801 USA – Wyoming
Email: [email protected]
Such. :(D) +91 120 433 0800
Americas:- +1 631 791 1145 | Africa and Europe:- +44-702-409-7331 | Asia: +91-120-433-0800, +91-120-433-0800

About Us:

The IMARC Group is a leading market research firm providing management strategies and market research worldwide. We partner with clients across all industries and geographies to identify their most important opportunities, address their most critical challenges and transform their businesses.
IMARC’s information products include major business, scientific, economic and technological developments for business leaders in pharmaceutical, industrial and high-tech organizations. Market forecasts and industry analysis for biotechnology, advanced materials, pharmaceuticals, food and beverages, travel and tourism, nanotechnology and new processing methods are at the top of the list. company expertise.

This press release was published on openPR.

]]> Electric Discharge Machines Market Size, Share, Supply, Demand, Segments and Forecast 2022-2029 https://wrapngo.net/electric-discharge-machines-market-size-share-supply-demand-segments-and-forecast-2022-2029/ Sun, 23 Jul 2023 20:22:31 +0000 https://wrapngo.net/electric-discharge-machines-market-size-share-supply-demand-segments-and-forecast-2022-2029/ The Electric Discharge Machines Market report has focused on the comprehensive analysis of the current and future prospects of the Electric Discharge Machines industry. The Electric Discharge Machines market study will help clients analyze the market for the period considered, including revenue and volume. It also indicates potential open entries in the market research. Additionally, […]]]>

The Electric Discharge Machines Market report has focused on the comprehensive analysis of the current and future prospects of the Electric Discharge Machines industry. The Electric Discharge Machines market study will help clients analyze the market for the period considered, including revenue and volume. It also indicates potential open entries in the market research. Additionally, the Electric Discharge Machines research study highlights the impact of various components on forecasting or improving the market.

Get sample PDF report + all related charts and graphs @:

https://www.a2zmarketresearch.com/sample-request/277045

Market description:

The Electric Discharge Machines research report provides in-depth market definition and description. Readers are offered valid statistical data points associated with the global market and its various components: utilization, generation, revenue development, and CAGR. The research also provides net benefit, market share, engaging quality record, and value and volume growth for the most examined sections. Additionally, it highlights key developments, product innovations, markets served, and various areas that reflect the business development of the leading companies in the report.

Supplier Landscape:

The report includes EDM machines vendor information and competitive scenario of the market. Additionally, it gives insights into the major vendors of the market report along with their growth factors and business strategies. Some of the major companies profiled in this report are AA EDM CORP, ONA Electroerosion, Beaumont Machine, Chevalier Machinery, Sodick, MC Machinery Systems, Kent Industrial USA, Knuth Machine Tools USA, CHMER EDM, GF Machining Solutions, Makino Milling Machine, Excetek Technology.

Competitive Landscape:

The Electric Discharge Machines research study details the essential companies still operating in the market. In addition, the research includes key organizations’ recent developments, product portfolio, market served, and other areas that outline their progress in the business.

Classify the market into several Regions:

The report categorizes the crucial regions of the world, covering major areas such as

  • North America
  • South America
  • Asia and the Pacific
  • The Middle East and Africa
  • Europe

Global Electrical Discharge Machines Market Segmentation:

Market Segmentation: By Type

Wire EDM, Die Sinking EDM, Hole Drills

Market Segmentation: By Application

Automotive industry, chemical industry, aerospace industry

Get a special discount on the first purchase of this report @:

https://www.a2zmarketresearch.com/discount/277045

For a better understanding of the market, after coming to the overall market size, the analyst was able to accurately divide the market into numerous segments. The disaggregated market research report has served as the basis for recognizing the movements of the Electric Discharge Machines market in the global scenario and cross-checked data is offered to back up every argument. Hence, the analysts were able to arrive at an up-to-date decision of the market activities and were able to provide a fair report on the development forecast of the global Electric Discharge Machines market.

The report provides a comprehensive overview of the crucial market elements and elements such as drivers, restraints, past and present current trends, monitoring scenarios, and technological growth. A thorough analysis of these elements has been accepted to define the future growth prospects of the global Electric Discharge Machines market. Additionally, the report offers delineations, categories, and applications in a comprehensive table of industry chain structure. Finally, the global market research includes the history, valuation, and significant advancement status of the industry.

Research Objectives of Global Electric Discharge Machines Market:

  1. To study and analyze the global EDM Machine consumption (value & volume) by key regions/countries, product type and application, history data from 2016 to 2022, and forecast to 2029.
  2. To understand the structure of Electrical Discharge Machines market by identifying its various subsegments.
  3. Focuses on the key global Electric Discharge Machines manufacturers, to define, describe and analyze the sales volume, value, market share, market competition landscape, SWOT analysis and development plans. over the next few years.
  4. To analyze the Electric Discharge Machines with respect to individual growth trends, future prospects, and their contribution to the total market.
  5. Share detailed information on key factors influencing market growth (growth potential, opportunities, drivers, industry-specific challenges and risks).
  6. To project the consumption of Electric Discharge Machines submarkets, with respect to key regions (along with their respective key countries).
  7. Analyze competitive developments such as expansions, agreements, new product launches and acquisitions in the market.
  8. Establish a strategic profile of key players and analyze in depth their growth strategies.

Buy an exclusive report @: https://www.a2zmarketresearch.com/checkout

If you have any special requirements, please let us know and we will offer you the report you want.

Contact us:

Roger Smith

1887 WHITNEY MESA DR HENDERSON, NV 89014

[email protected]

+1 775 237 4147

]]> Thermoforming Packaging Machinery Market Outlook 2022 – LSMedia https://wrapngo.net/thermoforming-packaging-machinery-market-outlook-2022-lsmedia/ Sat, 15 Jul 2023 20:00:54 +0000 https://wrapngo.net/thermoforming-packaging-machinery-market-outlook-2022-lsmedia/ Thermoforming Packaging Machinery Market The research report includes specific segments by region (country), manufacturers, type and application. Each type provides information about the production during the forecast period 2016 to 2027. By application segment also provides the consumption during the forecast period 2016 to 2027. Understanding the segments helps to identify the importance of the […]]]>

Thermoforming Packaging Machinery Market The research report includes specific segments by region (country), manufacturers, type and application. Each type provides information about the production during the forecast period 2016 to 2027. By application segment also provides the consumption during the forecast period 2016 to 2027. Understanding the segments helps to identify the importance of the various factors that promote the growth of the market.

Download a FREE sample of this report @ https://www.grandresearchstore.com/report-sample/global-thermoforming-packaging-machines-2022-613

Segment by packing speed

  • Below 20 cycles / min
  • 20-50 cycles / minute
  • Above 50 cycles / min

Segment by application

  • Food and drink
  • Electricity and electronics
  • Medical and Pharmaceutical
  • Others

By company

  • ILLIG Maschinenbau
  • MULTIVAC
  • Brown machine
  • Kiefel
  • Irwin Research and Development, Inc.
  • Asano Laboratories
  • SCM Group
  • GABLER thermoforming
  • GEISS SA
  • WM thermoforming machines
  • Honghua machinery
  • GN thermoforming equipment
  • Jornen machines
  • AMUT Group
  • Agripak
  • SencorpWhite
  • Hamer packaging technology
  • ZED Industries
  • Colimatic
  • QS Group
  • Frimo
  • Scandivac
  • Veripack
  • BMB srl
  • MAAC machines

Production by region

  • North America
  • Europe
  • China
  • Japan

Consumption by region

  • North America
  • we
  • Canada
  • Europe
  • Germany
  • France
  • UK
  • Italy
  • Russia
  • Asia Pacific
  • China
  • Japan
  • South Korea
  • India
  • Australia
  • Taiwan
  • Indonesia
  • Thailand
  • Malaysia
  • Philippines
  • Vietnam
  • Latin America
  • Mexico
  • Brazil
  • Argentina
  • Middle East and Africa
  • Turkey
  • Saudi Arabia
  • United Arab Emirates

Reasons to buy our research report:

  • Analyze the market outlook with recent trends and SWOT analysis
  • Scenario of market dynamics, along with growth opportunities of the market in the years to come
  • Market segmentation analysis including qualitative and quantitative research integrating the impact of economic and non-economic aspects
  • Regional and country-level analysis integrating the demand and supply forces influencing the growth of the market.
  • Market Value (USD Million) and Volume (Million Units) data for each segment and sub-segment
  • Competitive landscape involving the market share of major players, along with the new projects and strategies adopted by players in the past five years
  • Comprehensive company profiles covering product offerings, key financial information, recent developments, SWOT analysis, and strategies used by major market players
  • Support for analysts, as well as support for data in Excel format.

Contents

1 Thermoforming Packaging Machinery Market Overview
1.1 Product Introduction and Scope of Thermoforming Packaging Machines
1.2 Thermoforming Packaging Machinery Segment by Packaging Speed
1.2.1 Global Thermoforming Packaging Machinery Market Size Growth Rate Analysis by Packaging Speed ​​2021 VS 2027
1.2.2 Below 20 cycles / min
1.2.3 20-50 cycles / minute
1.2.4 Above 50 cycles / min
1.3 Thermoforming Packaging Machinery Segment by Application
1.3.1 Global Thermoforming Packaging Machine Consumption Comparison by Application: 2016 VS 2021 VS 2027
1.3.2 Food and drink
1.3.3 Electricity and electronics
1.3.4 Medical and Pharmaceutical
1.3.5 Others
1.4 Global Market Growth Outlook
1.4.1 Global Thermoforming Packaging Machinery Revenue Estimates and Forecasts (2016-2027)
1.4.2 Global Thermoforming Packaging Machine Production Estimates and Forecasts (2016-2027)
1.5 Global Market Size by Region
1.5.1 Global Thermoforming Packaging Machine Market Size Estimates and Forecasts by Regions: 2016 VS 2021 VS 2027
1.5.2 North America Thermoforming Packaging Machinery Estimates and Forecast (2016-2027) 1.5.
1.5.3 Europe Thermoforming Packaging Machinery Estimates and Forecast (2016-2027) 1.5.
1.5.4 China Thermoforming Packaging Machinery Estimates and Forecast (2016-2027) 1.5.
1.5.5 Japan Thermoforming Packaging Machinery Estimates and Forecast (2016-2027) 1.5.

CONTACT US:
276 5th Avenue, New York, NY 10001, United States
International: (+1) 646 781 7170 / +91 8087042414
Follow us on linkedin: – https://www.linkedin.com/company/grand-research-store/

]]> CAREER Award: Teaching machines the art of human https://wrapngo.net/career-award-teaching-machines-the-art-of-human/ Fri, 14 Jul 2023 01:58:50 +0000 https://wrapngo.net/career-award-teaching-machines-the-art-of-human/ image: Jundong Li, an assistant professor of electrical and computer engineering, computer science and data science at the University of Virginia, won an award from the National Science Foundation’s CAREER program, one of the most prestigious awards in the NSF for early career teachers. The award recognizes Li’s leadership potential in research and education and […]]]>

image: Jundong Li, an assistant professor of electrical and computer engineering, computer science and data science at the University of Virginia, won an award from the National Science Foundation’s CAREER program, one of the most prestigious awards in the NSF for early career teachers. The award recognizes Li’s leadership potential in research and education and his expertise in data mining, machine learning and artificial intelligence.
to see After

Credit: Tom Cogill

Children attend preschool and kindergarten to learn the skills they need to thrive. They practice sharing and making friends. They learn to use words and numbers. They gain confidence through movement and self-control. Teachers have a range of techniques to help children develop these skills.

But how should they help struggling students? There is no shortage of opinions from educators, parents and policy makers on effective ways to teach children, based on observations of what happens in classrooms and children’s behavior inside and outside. outside the school. However, these observations may be missing something important – factors that are unseen, unrecognized, or unreported, but have a powerful influence on a student’s performance.

Jundong Liassistant professor of electrical and computer engineering, computer science, and data science at the University of Virginia, conducts research that could help teachers and administrators more accurately determine which learning methods work best for their students. younger students.

Li won a prestigious National Science Foundation CAREER Award for better understanding cause and effect in human decision-making in the age of big data. Li will use his $600,000 prize over five years to develop a suite of sophisticated algorithms and mathematical models, informed by human experience and intuition, to find cause and effect relationships in massive amounts of data. His work has the potential for broad applications in public health and medicine in addition to education.

The CAREER program, one of NSF’s most prestigious awards for early career faculty, recognizes the recipient’s potential for leadership in research and education. Li’s award recognizes his expertise in data mining, machine learning and artificial intelligence, which are part of a research strength area for the Charles L. Brown Department of Electrical and Computer Engineering within the School of Engineering and Applied Science at AVU.

“The fundamental problem here is that machine learning and data mining alone are often insufficient to make decisions for humans,” Li said. machine learning can find correlations and then use those correlations to make inferences and predict outcomes.”

Because machines cannot truly understand human needs, expectations, and behaviors, their predictions and recommendations may be based on false correlations.

“We all know that correlation doesn’t necessarily imply causation,” Li said. “To make a decision, we usually need to have a better understanding of cause and result. We want to find causal relationships between the variables at play.” This means creating what Li calls a causal inference model, which quantifies the strength of cause-effect relationships between different variables and uses the strongest to make a decision.

Research to improve the reasoning of machine learning algorithms and models these days is largely data-driven, Li said. to give the model the benefit of human wisdom when processing data and interpreting decision-making scenarios.”

Li has had preliminary success in his proposed approach, working in public health supported by a RAPID grant from UVA Global Institute for Infectious Diseases. Li collaborated with Daniel Mietchen, formerly at UVA’s School of Data Science and now a researcher at the Fraunhofer Institute for Biomedical Engineering in Germany, to assess the impact of COVID-19-related policies on outbreaks. Three members of Li’s research group participated in the study.

The team’s model shows how COVID-19 policies such as social distancing have affected county-level outbreaks, taking into account people’s alertness to the virus over time.

A county government may issue policies to enforce social distancing early in the pandemic, but if county residents tend to be more alert to COVID-19, they would likely have a lower likelihood of infection. In this case, vigilance is a confounding variable, influencing both the “treatment”, or the social distancing policy, and the outcome, or the number of individuals who fall ill.

Publicly available information online provided an important resource. For example, the team used the popularity of Google searches for COVID-19 at different times as a measure of resident alertness. Using this indicator and others, the team developed a framework that captures information from different time periods and manages information across counties to estimate how various policies have affected COVID-19 outbreaks. The framework shows the cause and effect of policies at different degrees of specificity, from a category of policies with a certain objective, to a single policy.

The team members presented the results of their study in a research paper, Assessing the Causal Impact of COVID-19 Related Policies on Epidemic Dynamics: A Case Study from the United Statespublished in the proceedings of the Association for Computing Machinery Web Conference 2022 in April.

“Our web conference paper captures the dynamics of outbreaks more accurately than statistical methods alone,” Li said. “In addition, our policy assessment is more consistent with existing epidemiological studies on COVID-19. This suggests that public health officials can use our framework when randomized controlled trials, the gold standard of cause-effect estimation, are not feasible.

Li’s next step involves collaborating with people who know the application areas, such as doctors, public health officials, and learning and development experts. It will also identify publicly available data in health and education that it can leverage to test and further develop its decision-making framework.

Ultimately, Li plans to develop sophisticated algorithms that will identify cause and effect, so doctors can use them to personalize treatments based on patient information, and decision makers can connect the algorithms to their own. data systems to propose policies that improve their constituents’ health, economic well-being and quality of life.

Warning: AAAS and EurekAlert! are not responsible for the accuracy of press releases posted on EurekAlert! by contributing institutions or for the use of any information through the EurekAlert system.

]]>