封面
市场调查报告书
商品编码
1636715

2030 年除尘系统市场预测:按产品、类型、系统、技术、应用、最终用户和地区进行的全球分析

Dust Control System Market Forecasts to 2030 - Global Analysis By Product, Type, System, Technology, Application, End User and By Geography

出版日期: | 出版商: Stratistics Market Research Consulting | 英文 200+ Pages | 商品交期: 2-3个工作天内

价格

根据 Stratistics MRC 的数据,全球除尘系统市场预计在 2024 年将达到 216.4 亿美元,到 2030 年预计将达到 339.6 亿美元,预测期内的复合年增长率为 7.8%。

除尘系统是专门为减少和管理各行业中的空气中的颗粒物和灰尘而设计的装置。这些系统采用多种设备和技术,包括喷水、集尘机、过滤器和空气洗涤器,来捕获和去除空气中的灰尘,减少环境污染并提高职场的安全性。控製粉尘对于保护工人健康、防止火灾危险以及透过维持空气品质标准来遵守环境法规至关重要。

根据美国人口普查局的数据,2022 年的建筑价值为 17,929 亿美元,比 2021 年的 16,264 亿美元增长 10.2%。

日益增长的健康和安全问题

随着人们越来越意识到空气中的颗粒物对工人呼吸健康和环境的有害影响,采矿、建筑和製造等行业正在增加对有效的抑尘技术的投资。严格的政府法规和职场安全标准进一步强调了防止粉尘积聚和最大限度减少粉尘暴露的系统的必要性。对工人健康和环境永续性的日益关注推动了抑尘系统市场的成长。

基础设施有限

许多行业,尤其是新兴国家的产业,缺乏实施和维护有效的除尘解决方案所需的基础设施。这使得满足环境法规和实现最佳性能面临挑战。此外,技术专业知识不足和对除尘技术的投资不足导致系统效率低落。这些限制限制了除尘系统的采用并阻碍了市场成长。

对环保和永续解决方案的需求不断增加

监管部门对工业领域减少环境影响的压力不断增加,推动了对有效抑尘技术的需求,以减少空气污染并保护工人健康。喷雾、湿式洗涤器和空气过滤等除尘系统在确保清洁生产方面发挥关键作用。人们对永续性的日益关注正刺激除尘技术的创新,从而开发出更节能、更环保的解决方案。随着企业优先考虑环境因素,这种向永续性的转变将推动市场成长。

安装和维护成本高

除尘系统的安装和维护成本高昂,是因为有效的除尘需要复杂的基础设施、先进的技术和专用的设备。这些系统通常需要大量的前期投资和定期维护,包括更换零件和技术纯熟劳工。结果,潜在客户不愿意投资这些解决方案,阻碍了整体市场的成长。

COVID-19 的影响

由于工厂停工、供应链中断以及建筑和工业计划延误,COVID-19 疫情最初减缓了除尘系统市场的发展。然而,疫情后的復苏,尤其是建筑业、采矿业和製造业等行业的復苏,正在推动对除尘解决方案的需求。对职场安全和卫生的日益关注以及更严格的环境法规进一步加速了除尘系统的采用。这场疫情也凸显了人们对清洁空气的需求,进而推动了长期市场成长。

道路抑尘部分预计将成为预测期内最大的部分

预计在整个预测期内,道路抑尘领域将占据最大的市场占有率。在道路抑尘方面,采用抑尘系统来最大限度地减少未铺砌道路上车辆通行产生的空气中粒状物。这些系统通常喷洒水、化学物质或聚合物来结合灰尘颗粒并防止其飘散在空气中。这些系统在农村地区、建筑工地和采矿区尤其重要,因为这些地区的未铺砌道路会产生大量灰尘,造成环境污染和安全隐患。

预计预测期内水泥和混凝土产业将出现最高的复合年增长率。

预计预测期内水泥和混凝土产业将以最高的复合年增长率成长。除尘系统对于水泥和混凝土产业至关重要,可以控制水泥和骨材生产、处理和运输过程中产生的空气中颗粒物。有效的除尘还可以防止设备和表面积聚灰尘,最大限度地减少对环境的影响,同时降低维护成本并提高水泥厂和混凝土生产设施的营运效率。

比最大的地区

由于工业化、都市化的快速发展以及建筑业和采矿业的扩张,预计亚太地区将在预测期内占据最大的市场占有率。由于环境法规的不断加强以及人们对粉尘污染相关健康风险的认识不断提高,中国、印度和日本等国家对这一增长做出了重大贡献。此外,该地区对提高职场安全标准、技术进步和政府措施的重视也在该地区市场发展中发挥关键作用。

复合年增长率最高的地区:

由于严格的环境法规,尤其是在建筑、采矿和製造等行业,预计北美在预测期内将实现最高的复合年增长率。美国和加拿大是主要市场,人们越来越意识到与粉尘暴露相关的健康风险以及对职场安全驱动需求的需求。此外,基础设施建设和工业扩张的投资不断增加也支持了北美对除尘系统的需求。

免费客製化服务:

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  • 公司简介
    • 全面分析其他市场参与者(最多 3 家公司)
    • 主要企业的 SWOT 分析(最多 3 家公司)
  • 地理细分
    • 根据客户兴趣对主要国家进行的市场估计、预测和复合年增长率(註:基于可行性检查)
  • 竞争性基准化分析
    • 根据产品系列、地理分布和策略联盟对主要企业进行基准化分析

目录

第一章执行摘要

第 2 章 前言

  • 概述
  • 相关利益者
  • 研究范围
  • 调查方法
    • 资料探勘
    • 资料分析
    • 资料检验
    • 研究途径
  • 研究资讯来源
    • 主要研究资讯来源
    • 二手研究资料资讯来源
    • 先决条件

第三章 市场走势分析

  • 驱动程式
  • 限制因素
  • 机会
  • 威胁
  • 产品分析
  • 技术分析
  • 应用分析
  • 最终用户分析
  • 新兴市场
  • COVID-19 的影响

第 4 章 波特五力分析

  • 供应商的议价能力
  • 买家的议价能力
  • 替代品的威胁
  • 新进入者的威胁
  • 竞争对手之间的竞争

第 5 章 全球除尘系统市场(按产品)

  • 袋式过滤器
  • 筒式收集器
  • 空气清净机
  • 集尘机
  • 抑尘系统
  • 其他产品

6. 全球除尘系统市场按类型划分

  • 湿式除尘系统
  • 干式除尘系统
  • 混合除尘系统

7. 全球除尘系统市场(依系统划分)

  • 集中除尘系统
  • 可携式除尘系统

8. 全球除尘系统市场(按技术)

  • 真空技术
  • 静电除尘
  • 喷洒浇水技术
  • 超音波雾化
  • 其他技术

第九章 全球除尘系统市场(按应用)

  • 除尘
  • 物料输送
  • 道路抑制尘
  • 加工厂的粉尘控制
  • 工地粉尘管理
  • 其他用途

第 10 章 全球除尘系统市场(依最终使用者划分)

  • 采矿和矿产
  • 水泥和混凝土
  • 发电
  • 化学品
  • 药品
  • 建筑和拆除
  • 其他最终用户

第 11 章 全球除尘系统市场(按区域)

  • 北美洲
    • 美国
    • 加拿大
    • 墨西哥
  • 欧洲
    • 德国
    • 英国
    • 义大利
    • 法国
    • 西班牙
    • 其他欧洲国家
  • 亚太地区
    • 日本
    • 中国
    • 印度
    • 澳洲
    • 纽西兰
    • 韩国
    • 其他亚太地区
  • 南美洲
    • 阿根廷
    • 巴西
    • 智利
    • 南美洲其他地区
  • 中东和非洲
    • 沙乌地阿拉伯
    • 阿拉伯聯合大公国
    • 卡达
    • 南非
    • 其他中东和非洲地区

第十二章 重大进展

  • 协议、伙伴关係、合作和合资企业
  • 收购与合併
  • 新产品发布
  • 业务扩展
  • 其他关键策略

第十三章 公司概况

  • Parker Hannifin Corporation
  • Emerson Electric
  • Donaldson Company, Inc.
  • Nederman Holding AB
  • Camfil Group
  • Dustcontrol AB
  • Savic Environmental Technologies
  • Griffin Filters
  • Benetech Inc.
  • Beltran Technologies Inc.
  • AirPol Inc.
  • Duztech AB
  • Babcock & Wilcox Enterprises Inc.
  • CECO Environmental Corporation
  • BossTek
Product Code: SMRC28356

According to Stratistics MRC, the Global Dust Control System Market is accounted for $21.64 billion in 2024 and is expected to reach $33.96 billion by 2030 growing at a CAGR of 7.8% during the forecast period. A dust control system is a specialized setup designed to minimize and manage airborne particulate matter or dust in various industries. These systems use a combination of equipment and techniques like water sprays, dust collectors, filters, and air scrubbers to capture and remove dust from the air, reducing environmental pollution and improving workplace safety. Dust control is essential to protect worker's health, prevent fire hazards, and comply with environmental regulations by maintaining air quality standards.

According to U.S. Census Bureau, in 2022, the value of construction was USD 1,792.9 billion, a 10.2% increase over the USD 1,626.4 billion spent in 2021.

Market Dynamics:

Driver:

Rising health and safety concerns

As awareness grows regarding the harmful effects of airborne particulate matter on worker's respiratory health and the environment, industries such as mining, construction, and manufacturing are increasingly investing in effective dust suppression technologies. Stringent government regulations and workplace safety standards further emphasize the need for systems that prevent dust accumulation and minimize exposure. This growing focus on worker well-being, alongside environmental sustainability, propels the growth of the dust control system market.

Restraint:

Limited infrastructure

Many industries, particularly in developing countries, lack the necessary infrastructure to implement and sustain effective dust control solutions. This leads to challenges in meeting environmental regulations and achieving optimal performance. Additionally, inadequate technical expertise and insufficient investment in dust control technologies result in inefficient systems. These limitations restrict the widespread adoption of dust control systems, stalling market growth.

Opportunity:

Growing demand for green and sustainable solutions

Industries are experiencing heightened regulatory pressures to mitigate environmental impacts, leading to an increased demand for effective dust suppression technologies that reduce air pollution and protect worker health. Dust control systems like misting, wet scrubbers, and air filtration play a key role in ensuring cleaner production. The increasing focus on sustainability drives innovation in dust control technologies, leading to the development of more energy-efficient, eco-friendly solutions. This shift towards sustainability fosters growth in the market as businesses prioritize environmental stewardship.

Threat:

High installation and maintenance costs

High installation and maintenance costs in dust control systems arise from the complex infrastructure, advanced technologies, and specialized equipment required for effective dust management. These systems often require significant upfront investment and regular upkeep, including replacement parts and skilled labour. As a result, it hampers overall market growth by deterring potential customers from investing in these solutions.

Covid-19 Impact

The covid-19 pandemic initially slowed the dust control system market due to factory shutdowns, supply chain disruptions, and delayed construction and industrial projects. However, post-pandemic recovery, especially in sectors like construction, mining, and manufacturing, has fuelled demand for dust control solutions. The increased focus on workplace safety and hygiene, along with stricter environmental regulations, has further accelerated the adoption of dust control systems. The pandemic also highlighted the need for cleaner air, driving long-term market growth.

The road dust suppression segment is expected to be the largest during the forecast period

The road dust suppression segment is predicted to secure the largest market share throughout the forecast period. In road dust suppression, dust control systems are used to minimize airborne particulate matter generated by vehicle traffic on unpaved roads. These systems typically involve the application of water, chemicals, or polymers to bind dust particles, preventing them from becoming airborne. They are especially important in rural areas, construction sites, and mining regions where unpaved roads generate significant dust, contributing to environmental pollution and safety hazards.

The cement & concrete segment is expected to have the highest CAGR during the forecast period

The cement & concrete segment is anticipated to witness the highest CAGR during the forecast period. In the cement and concrete industry, dust control systems are crucial for managing airborne particulate matter generated during the production, handling, and transportation of cement and aggregates. Effective dust control also prevents the accumulation of dust on equipment and surfaces, reducing maintenance costs while minimizing environmental impact and improving operational efficiency in cement plants and concrete production facilities.

Region with largest share:

Asia Pacific is expected to register the largest market share during the forecast period due to rapid industrialization, urbanization, and expanding construction and mining sectors. Countries like China, India, and Japan are major contributors to this growth, driven by increasing environmental regulations and heightened awareness of health risks associated with dust pollution. Additionally, the region's focus on improving workplace safety standards, technological advancements and government initiatives also play a key role in the market's development across the region.

Region with highest CAGR:

North America is expected to witness the highest CAGR over the forecast period driven by stringent environmental regulations, particularly in industries like construction, mining, and manufacturing. The United States and Canada are key markets, where increasing awareness of health risks associated with dust exposure and the need for workplace safety have fuelled demand. Additionally, growing investments in infrastructure development and industrial expansion support the demand for dust control systems across North America.

Key players in the market

Some of the key players profiled in the Dust Control System Market include Parker Hannifin Corporation, Emerson Electric, Donaldson Company, Inc., Nederman Holding AB, Camfil Group, Dustcontrol AB, Savic Environmental Technologies, Griffin Filters, Benetech Inc., Beltran Technologies Inc., AirPol Inc., Duztech AB, Babcock & Wilcox Enterprises Inc., CECO Environmental Corporation and BossTek.

Key Developments:

In September 2024, Donaldson Company has launched the Dalamatic(R) G2 Smart Dust Collector, a next-generation dust collection system designed to meet the evolving needs of industrial users. The product aims to address critical challenges like high operational costs, unplanned downtime, and maintenance inefficiencies, while enhancing overall serviceability and system performance.

In October 2022, Emerson has introduced the ASCO(TM) DPT Control System, an advanced solution designed to enhance the performance and efficiency of filtration and dust collector systems. This system offers precise low-level particulate monitoring, early leak detection, improved cleaning control, and real-time diagnostics, contributing to increased uptime and operational efficiency.

Products Covered:

  • Baghouse Filters
  • Cartridge Collectors
  • Air Purifiers
  • Vacuum Dust Collectors
  • Dust Suppression Systems
  • Other Products

Types Covered:

  • Wet Dust Control Systems
  • Dry Dust Control Systems
  • Hybrid Dust Control Systems

Systems Covered:

  • Centralized Dust Control Systems
  • Portable Dust Control Systems

Technologies Covered:

  • Vacuum Technology
  • Electrostatic Precipitation
  • Fogging & Sprinkler Technology
  • Ultrasonic Atomization
  • Other Technologies

Applications Covered:

  • Dust Collection
  • Material Handling
  • Road Dust Suppression
  • Processing Plant Dust Control
  • Construction Site Dust Management
  • Other Applications

End Users Covered:

  • Mining & Minerals
  • Cement & Concrete
  • Power Generation
  • Chemicals
  • Pharmaceuticals
  • Construction & Demolition
  • Other End Users

Regions Covered:

  • North America
    • US
    • Canada
    • Mexico
  • Europe
    • Germany
    • UK
    • Italy
    • France
    • Spain
    • Rest of Europe
  • Asia Pacific
    • Japan
    • China
    • India
    • Australia
    • New Zealand
    • South Korea
    • Rest of Asia Pacific
  • South America
    • Argentina
    • Brazil
    • Chile
    • Rest of South America
  • Middle East & Africa
    • Saudi Arabia
    • UAE
    • Qatar
    • South Africa
    • Rest of Middle East & Africa

What our report offers:

  • Market share assessments for the regional and country-level segments
  • Strategic recommendations for the new entrants
  • Covers Market data for the years 2022, 2023, 2024, 2026, and 2030
  • Market Trends (Drivers, Constraints, Opportunities, Threats, Challenges, Investment Opportunities, and recommendations)
  • Strategic recommendations in key business segments based on the market estimations
  • Competitive landscaping mapping the key common trends
  • Company profiling with detailed strategies, financials, and recent developments
  • Supply chain trends mapping the latest technological advancements

Free Customization Offerings:

All the customers of this report will be entitled to receive one of the following free customization options:

  • Company Profiling
    • Comprehensive profiling of additional market players (up to 3)
    • SWOT Analysis of key players (up to 3)
  • Regional Segmentation
    • Market estimations, Forecasts and CAGR of any prominent country as per the client's interest (Note: Depends on feasibility check)
  • Competitive Benchmarking
    • Benchmarking of key players based on product portfolio, geographical presence, and strategic alliances

Table of Contents

1 Executive Summary

2 Preface

  • 2.1 Abstract
  • 2.2 Stake Holders
  • 2.3 Research Scope
  • 2.4 Research Methodology
    • 2.4.1 Data Mining
    • 2.4.2 Data Analysis
    • 2.4.3 Data Validation
    • 2.4.4 Research Approach
  • 2.5 Research Sources
    • 2.5.1 Primary Research Sources
    • 2.5.2 Secondary Research Sources
    • 2.5.3 Assumptions

3 Market Trend Analysis

  • 3.1 Introduction
  • 3.2 Drivers
  • 3.3 Restraints
  • 3.4 Opportunities
  • 3.5 Threats
  • 3.6 Product Analysis
  • 3.7 Technology Analysis
  • 3.8 Application Analysis
  • 3.9 End User Analysis
  • 3.10 Emerging Markets
  • 3.11 Impact of Covid-19

4 Porters Five Force Analysis

  • 4.1 Bargaining power of suppliers
  • 4.2 Bargaining power of buyers
  • 4.3 Threat of substitutes
  • 4.4 Threat of new entrants
  • 4.5 Competitive rivalry

5 Global Dust Control System Market, By Product

  • 5.1 Introduction
  • 5.2 Baghouse Filters
  • 5.3 Cartridge Collectors
  • 5.4 Air Purifiers
  • 5.5 Vacuum Dust Collectors
  • 5.6 Dust Suppression Systems
  • 5.7 Other Products

6 Global Dust Control System Market, By Type

  • 6.1 Introduction
  • 6.2 Wet Dust Control Systems
  • 6.3 Dry Dust Control Systems
  • 6.4 Hybrid Dust Control Systems

7 Global Dust Control System Market, By System

  • 7.1 Introduction
  • 7.2 Centralized Dust Control Systems
  • 7.3 Portable Dust Control Systems

8 Global Dust Control System Market, By Technology

  • 8.1 Introduction
  • 8.2 Vacuum Technology
  • 8.3 Electrostatic Precipitation
  • 8.4 Fogging & Sprinkler Technology
  • 8.5 Ultrasonic Atomization
  • 8.6 Other Technologies

9 Global Dust Control System Market, By Application

  • 9.1 Introduction
  • 9.2 Dust Collection
  • 9.3 Material Handling
  • 9.4 Road Dust Suppression
  • 9.5 Processing Plant Dust Control
  • 9.6 Construction Site Dust Management
  • 9.7 Other Applications

10 Global Dust Control System Market, By End User

  • 10.1 Introduction
  • 10.2 Mining & Minerals
  • 10.3 Cement & Concrete
  • 10.4 Power Generation
  • 10.5 Chemicals
  • 10.6 Pharmaceuticals
  • 10.7 Construction & Demolition
  • 10.8 Other End Users

11 Global Dust Control System Market, By Geography

  • 11.1 Introduction
  • 11.2 North America
    • 11.2.1 US
    • 11.2.2 Canada
    • 11.2.3 Mexico
  • 11.3 Europe
    • 11.3.1 Germany
    • 11.3.2 UK
    • 11.3.3 Italy
    • 11.3.4 France
    • 11.3.5 Spain
    • 11.3.6 Rest of Europe
  • 11.4 Asia Pacific
    • 11.4.1 Japan
    • 11.4.2 China
    • 11.4.3 India
    • 11.4.4 Australia
    • 11.4.5 New Zealand
    • 11.4.6 South Korea
    • 11.4.7 Rest of Asia Pacific
  • 11.5 South America
    • 11.5.1 Argentina
    • 11.5.2 Brazil
    • 11.5.3 Chile
    • 11.5.4 Rest of South America
  • 11.6 Middle East & Africa
    • 11.6.1 Saudi Arabia
    • 11.6.2 UAE
    • 11.6.3 Qatar
    • 11.6.4 South Africa
    • 11.6.5 Rest of Middle East & Africa

12 Key Developments

  • 12.1 Agreements, Partnerships, Collaborations and Joint Ventures
  • 12.2 Acquisitions & Mergers
  • 12.3 New Product Launch
  • 12.4 Expansions
  • 12.5 Other Key Strategies

13 Company Profiling

  • 13.1 Parker Hannifin Corporation
  • 13.2 Emerson Electric
  • 13.3 Donaldson Company, Inc.
  • 13.4 Nederman Holding AB
  • 13.5 Camfil Group
  • 13.6 Dustcontrol AB
  • 13.7 Savic Environmental Technologies
  • 13.8 Griffin Filters
  • 13.9 Benetech Inc.
  • 13.10 Beltran Technologies Inc.
  • 13.11 AirPol Inc.
  • 13.12 Duztech AB
  • 13.13 Babcock & Wilcox Enterprises Inc.
  • 13.14 CECO Environmental Corporation
  • 13.15 BossTek

List of Tables

  • Table 1 Global Dust Control System Market Outlook, By Region (2022-2030) ($MN)
  • Table 2 Global Dust Control System Market Outlook, By Product (2022-2030) ($MN)
  • Table 3 Global Dust Control System Market Outlook, By Baghouse Filters (2022-2030) ($MN)
  • Table 4 Global Dust Control System Market Outlook, By Cartridge Collectors (2022-2030) ($MN)
  • Table 5 Global Dust Control System Market Outlook, By Air Purifiers (2022-2030) ($MN)
  • Table 6 Global Dust Control System Market Outlook, By Vacuum Dust Collectors (2022-2030) ($MN)
  • Table 7 Global Dust Control System Market Outlook, By Dust Suppression Systems (2022-2030) ($MN)
  • Table 8 Global Dust Control System Market Outlook, By Other Products (2022-2030) ($MN)
  • Table 9 Global Dust Control System Market Outlook, By Type (2022-2030) ($MN)
  • Table 10 Global Dust Control System Market Outlook, By Wet Dust Control Systems (2022-2030) ($MN)
  • Table 11 Global Dust Control System Market Outlook, By Dry Dust Control Systems (2022-2030) ($MN)
  • Table 12 Global Dust Control System Market Outlook, By Hybrid Dust Control Systems (2022-2030) ($MN)
  • Table 13 Global Dust Control System Market Outlook, By System (2022-2030) ($MN)
  • Table 14 Global Dust Control System Market Outlook, By Centralized Dust Control Systems (2022-2030) ($MN)
  • Table 15 Global Dust Control System Market Outlook, By Portable Dust Control Systems (2022-2030) ($MN)
  • Table 16 Global Dust Control System Market Outlook, By Technology (2022-2030) ($MN)
  • Table 17 Global Dust Control System Market Outlook, By Vacuum Technology (2022-2030) ($MN)
  • Table 18 Global Dust Control System Market Outlook, By Electrostatic Precipitation (2022-2030) ($MN)
  • Table 19 Global Dust Control System Market Outlook, By Fogging & Sprinkler Technology (2022-2030) ($MN)
  • Table 20 Global Dust Control System Market Outlook, By Ultrasonic Atomization (2022-2030) ($MN)
  • Table 21 Global Dust Control System Market Outlook, By Other Technologies (2022-2030) ($MN)
  • Table 22 Global Dust Control System Market Outlook, By Application (2022-2030) ($MN)
  • Table 23 Global Dust Control System Market Outlook, By Dust Collection (2022-2030) ($MN)
  • Table 24 Global Dust Control System Market Outlook, By Material Handling (2022-2030) ($MN)
  • Table 25 Global Dust Control System Market Outlook, By Road Dust Suppression (2022-2030) ($MN)
  • Table 26 Global Dust Control System Market Outlook, By Processing Plant Dust Control (2022-2030) ($MN)
  • Table 27 Global Dust Control System Market Outlook, By Construction Site Dust Management (2022-2030) ($MN)
  • Table 28 Global Dust Control System Market Outlook, By Other Applications (2022-2030) ($MN)
  • Table 29 Global Dust Control System Market Outlook, By End User (2022-2030) ($MN)
  • Table 30 Global Dust Control System Market Outlook, By Mining & Minerals (2022-2030) ($MN)
  • Table 31 Global Dust Control System Market Outlook, By Cement & Concrete (2022-2030) ($MN)
  • Table 32 Global Dust Control System Market Outlook, By Power Generation (2022-2030) ($MN)
  • Table 33 Global Dust Control System Market Outlook, By Chemicals (2022-2030) ($MN)
  • Table 34 Global Dust Control System Market Outlook, By Pharmaceuticals (2022-2030) ($MN)
  • Table 35 Global Dust Control System Market Outlook, By Construction & Demolition (2022-2030) ($MN)
  • Table 36 Global Dust Control System Market Outlook, By Other End Users (2022-2030) ($MN)

Note: Tables for North America, Europe, APAC, South America, and Middle East & Africa Regions are also represented in the same manner as above.