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市场调查报告书
商品编码
1880444

塑胶热解市场预测至2032年：按原料类型、製程类型、反应器类型、产品产量、应用和地区分類的全球分析

Plastic Pyrolysis Market Forecasts to 2032 - Global Analysis By Feedstock Type, Process Type, Reactor Type, Product Output, Application 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 的一项研究，预计到 2025 年，全球塑胶热解市场价值将达到 54 万美元，到 2032 年将达到 105 万美元。

预计在预测期内，塑胶热解技术将以9.8%的复合年增长率成长。塑胶热解是一种在高温无氧条件下分解塑胶废弃物的技术。在此过程中，复杂的塑胶聚合物被分解成热解油、气态燃料和固态残渣等产品。它是一种有效减少塑胶污染、降低对传统石油资源依赖以及生产再生能源材料的方法。作为循环经济模式中的关键技术，塑胶热解能够促进永续的废弃物处理，并推动从废塑胶中回收资源。

向循环经济转型

各行各业和政府都在优先采用将塑胶废弃物转化为再生燃料和化学原料的技术。这项转变的驱动力在于减少对掩埋的依赖并遏制环境污染。热解技术能够使塑胶废弃物重新融入生产循环，有助于实现永续性目标。日益增长的监管压力促使企业实施资源高效利用的解决方案，加速了工业界对该技术的采用。随着企业专注于闭合迴路模式，塑胶热解正成为循环废弃物管理策略的核心要素。

原料品质和供应的不确定性

物料类型的多样性，包括混合塑胶、受污染的废弃物和多层包装，会降低製程效率。这种异质性会带来操作上的挑战，可能导致油品产量下降和预处理成本增加。缺乏标准化的收集系统进一步加剧了原料供应稳定性的难题。人工智慧分类和先进的物料回收设施等技术正在被应用以应对这些挑战。然而，原料的不可预测性仍是限制跨区域扩充性的关键因素。

技术进步和效率

先进的反应器设计、连续处理系统和改进的催化剂显着提高了转化率和产品品质。人工智慧驱动的製程优化实现了更稳定的生产和更低的能耗。与碳捕获系统和可再生能源的结合进一步扩大了热解的环境效益。这些进步吸引了寻求永续替代方案的石化和能源公司的投资。随着效率的提高，热解的成本竞争力日益大规模，并有望实现规模化商业性应用。

缺乏标准化和基础设施

各国法规结构的差异阻碍了投资和长期规划。塑胶废弃物收集、预处理和运输基础设施的匮乏增加了加工的门槛。热解油缺乏经认证的最终用途，造成了市场的不确定性。行业相关人员呼吁建立全球统一的认证体系，以提高市场接受度。如果监管不统一，基础设施无法扩展，市场发展可能会面临延误和碎片化。

新冠疫情的影响：

新冠疫情对塑胶热解产业产生了复杂的影响。供应链中断暂时影响了原料供应和计划进度。然而，医疗保健和包装领域塑胶废弃物产量的不断增长凸显了先进回收解决方案的迫切性。各国政府已开始加速推动永续性倡议，增强了对热解技术的长期需求。企业也已转向远端营运、数位化监控和分散式处理模式。

预计在预测期内，连续热解领域将占据最大的市场份额。

由于运作效率高，连续热解技术预计将在预测期内占据最大的市场份额。与间歇式系统相比，连续式系统能够实现稳定的处理、减少停机时间并确保产品产量的一致性。这些技术支援大规模废弃物处理作业，因此对工业企业极具吸引力。自动化程度的提高和先进反应器的运用进一步提升了生产率和产量。寻求长期商业部署的企业正越来越多地采用连续式系统。

预计在预测期内，石化原料领域将实现最高的复合年增长率。

由于各行业为支持脱碳目标而越来越多地采用再生原料，预计石化原料领域在预测期内将实现最高增长率。热解油可精炼成石脑油和其他塑胶生产的关键原料，进而促进循环生产流程。领先的石化公司正在投资大规模化学品回收合作项目，以确保原料的永续。强制性包装和消费品再生材料含量等监管压力进一步推动了需求。升级技术的进步正在提高炼油厂所需油品的品质。

占比最大的地区：

由于塑胶废弃物产生量庞大且政策支持力度强劲，亚太地区预计将在预测期内占据最大的市场份额。中国、印度和日本等国家正在加快对化学回收基础设施的投资。该地区正在应用热解技术，以减少掩埋的依赖并提高能源回收。快速的工业化和不断扩大的製造业支撑着对替代原料的持续需求。地方政府与全球技术供应商之间的策略伙伴关係正在巩固市场地位。

复合年增长率最高的地区：

预计在预测期内，北美将实现最高的复合年增长率，这主要得益于日益完善的环境法规和强大的创新生态系统。联邦和州政府的奖励正在推动先进回收设施的快速扩张。废弃物管理公司与石化公司之间的合作正在加速计划开发。消费者和品牌对再生材料的需求不断增长，推动了该地区的投资。催化热解和石油提质技术的进步正在进一步促进这些技术的应用。

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    • 根据主要参与者的产品系列、地理覆盖范围和策略联盟基准化分析

目录

第一章执行摘要

第二章 前言

  • 概述
  • 相关利益者
  • 调查范围
  • 调查方法
    • 资料探勘
    • 数据分析
    • 数据检验
    • 研究途径
  • 研究材料
    • 原始研究资料
    • 二手研究资料
    • 先决条件

第三章 市场趋势分析

  • 介绍
  • 司机
  • 抑制因素
  • 机会
  • 威胁
  • 应用分析
  • 新兴市场
  • 新冠疫情的影响

第四章 波特五力分析

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

5. 全球塑胶热解市场（按原始类型划分）

  • 介绍
  • 聚乙烯（低密度聚乙烯/高密度聚乙烯）
  • 聚丙烯（PP）
  • 聚苯乙烯（PS）
  • 宠物
  • PVC
  • 混合塑胶废弃物
  • 工业塑胶废弃物

6. 全球塑胶热解市场（依工艺类型划分）

  • 介绍
  • 间歇式热解
  • 半间歇式热解
  • 连续热解

7. 全球塑胶热解市场（依反应器类型划分）

  • 介绍
  • 固定台反应器
  • 流体化床反应器
  • 迴转窑反应器
  • 螺旋/螺旋钻反应器
  • 真空热解装置

8. 全球塑胶热解市场（依产品产量划分）

  • 介绍
  • 热解油
  • 热解解气
  • 木炭/固态残渣
  • 蜡
  • 化工原料/单体

9. 全球塑胶热解市场（按应用领域划分）

  • 介绍
  • 燃料
  • 石油化学原料
  • 电力和热力生产
  • 道路施工材料
  • 炭黑/活性碳
  • 其他用途

10. 全球塑胶热解市场（按地区划分）

  • 介绍
  • 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
  • 亚太地区
    • 日本
    • 中国
    • 印度
    • 澳洲
    • 纽西兰
    • 韩国
    • 亚太其他地区
  • 南美洲
    • 阿根廷
    • 巴西
    • 智利
    • 其他南美洲国家
  • 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

第十一章 重大进展

  • 协议、伙伴关係、合作和合资企业
  • 收购与併购
  • 新产品上市
  • 业务拓展
  • 其他关键策略

第十二章：企业概况

  • Plastic Energy
  • Vadxx Energy
  • Agilyx
  • Green Envirotec
  • Brightmark
  • Axens
  • Recycling Technologies
  • Shell
  • Nexus Circular
  • ExxonMobil
  • RES Polyflow
  • LyondellBasell
  • Klean Industries
  • Plastic2Oil
  • Renewlogy
Product Code: SMRC32584

According to Stratistics MRC, the Global Plastic Pyrolysis Market is accounted for $0.54 million in 2025 and is expected to reach $1.05 million by 2032 growing at a CAGR of 9.8% during the forecast period. Plastic pyrolysis involves breaking down plastic waste using high temperatures without allowing oxygen to enter the system. During this process, complex plastic polymers degrade into products like pyrolysis oil, gaseous fuel, and solid residue. It serves as an effective method to minimize plastic pollution, decrease reliance on conventional petroleum sources, and generate reusable energy materials. As a key technology in circular economy models, plastic pyrolysis enhances sustainable waste handling and promotes resource recovery from discarded plastics.

Market Dynamics:

Driver:

Shift towards a circular economy

Industries and governments are prioritizing technologies that convert plastic waste into reusable fuels and chemical feedstocks. This shift is motivated by the need to reduce landfill dependency and lower environmental pollution. Pyrolysis enables the reintegration of plastic waste into production cycles, supporting sustainability goals. Growing regulatory pressure to adopt resource-efficient solutions is accelerating industry adoption. As companies emphasize closed-loop models, plastic pyrolysis is becoming a central component of circular waste management strategies.

Restraint:

Inconsistent feedstock quality and availability

Variations in material types such as mixed plastics, contaminated waste, and multilayer packaging reduce process efficiency. These inconsistencies create operational challenges, sometimes lowering oil yield and increasing pre-processing costs. The lack of standardized collection systems further complicates stable feedstock availability. Technologies like AI-enabled sorting and advanced material recovery facilities are being adopted to mitigate these issues. However, feedstock unpredictability remains a key factor limiting scalability across regions.

Opportunity:

Technological advancements and efficiency

Advanced reactor designs, continuous processing systems, and catalytic enhancements are significantly improving conversion rates and product quality. AI-driven process optimization is enabling more consistent outputs and reduced energy consumption. Integration with carbon capture systems and renewable energy inputs is expanding the environmental benefits of pyrolysis. These advancements are attracting investment from petrochemical and energy companies seeking sustainable alternatives. As efficiency improves, pyrolysis is becoming more cost-competitive and commercially viable on a large scale.

Threat:

Lack of standardization and infrastructure

Inconsistent regulatory frameworks across countries hinder investment and long-term planning. Limited infrastructure for collecting, preprocessing, and transporting plastic waste increases processing barriers. The lack of certified end-use applications for pyrolysis oil creates market uncertainty. Industry players are calling for globally aligned certification systems to improve market acceptance. Without coordinated regulations and infrastructure expansion, market deployment may face delays and fragmentation.

Covid-19 Impact:

The COVID-19 pandemic had mixed effects on the plastic pyrolysis industry. Supply chain disruptions temporarily impacted feedstock flows and project timelines. However, rising plastic waste generation from medical and packaging applications highlighted the urgent need for advanced recycling solutions. Governments began accelerating sustainability initiatives, strengthening long-term demand for pyrolysis technologies. Companies shifted toward remote operations, digital monitoring, and decentralized processing models.

The continuous pyrolysis segment is expected to be the largest during the forecast period

The continuous pyrolysis segment is expected to account for the largest market share during the forecast period, due to its high operational efficiency. Continuous systems enable stable processing, reduced downtime, and consistent product output compared to batch systems. These technologies support large-scale waste management operations, making them highly attractive for industrial players. Improved automation and advanced reactors further enhance productivity and yield. Adoption of continuous systems is rising among companies aiming for long-term commercial deployment.

The petrochemical feedstock segment is expected to have the highest CAGR during the forecast period

Over the forecast period, the petrochemical feedstock segment is predicted to witness the highest growth rate, as industries increasingly adopt recycled feedstock to support decarbonization goals. Pyrolysis oil can be refined into naphtha and other key inputs for plastics production, encouraging circular manufacturing practices. Major petrochemical companies are investing in large-scale chemical recycling partnerships to secure sustainable raw materials. Demand is further driven by regulatory pressure to include recycled content in packaging and consumer goods. Advancements in upgrading technologies are improving oil quality for refinery use.

Region with largest share:

During the forecast period, the Asia Pacific region is expected to hold the largest market share, due to its massive plastic waste generation and strong policy support. Countries such as China, India, and Japan are accelerating investments in chemical recycling infrastructure. The region is adopting pyrolysis to reduce landfill dependence and enhance energy recovery. Rapid industrialization and expanding manufacturing sectors contribute to sustained demand for alternative feedstocks. Strategic collaborations between local governments and global technology providers are strengthening the market.

Region with highest CAGR:

Over the forecast period, the North America region is anticipated to exhibit the highest CAGR, supported by rising environmental regulations and strong innovation ecosystems. The region is witnessing rapid expansion of advanced recycling facilities backed by federal and state incentives. Partnerships between waste management firms and petrochemical companies are accelerating project development. Consumers and brands are increasingly demanding recycled content, boosting regional investment. Technological advancements in catalytic pyrolysis and oil upgrading are further driving adoption.

Key players in the market

Some of the key players in Plastic Pyrolysis Market include Plastic Ene, Vadxx Ene, Agilyx, Green Env, Brightmar, Axens, Recycling T, Shell, Nexus Circ, ExxonMob, RES Polyfl, LyondellB, Klean Indu, Plastic2O, and Renewlog.

Key Developments:

In November 2025, LyondellBasell (LYB) and Nippon Paint China, a leading paint manufacturer and service provider, have jointly launched their first collaboration to help close the loop for coating packaging barrels. The announcement was made at the China International Import Expo (CIIE) in November.

In April 2025, Exxon Mobil Corporation announced an agreement with Calpine Corporation, the nation's largest producer of electricity from natural gas, to transport and permanently store up to 2 million metric tons per annum (MTA) of CO2 from Calpine's Baytown Energy Center, a cogeneration facility near Houston. This is part of Calpine's Baytown Carbon Capture and Storage (CCS) Project that is designed to capture the facility's CO2 emissions.

Feedstock Types Covered:

  • Polyethylene (LDPE & HDPE)
  • Polypropylene (PP)
  • Polystyrene (PS)
  • PET
  • PVC
  • Mixed Plastic Waste
  • Industrial Plastic Waste

Process Types Covered:

  • Batch Pyrolysis
  • Semi-Batch Pyrolysis
  • Continuous Pyrolysis

Reactor Types Covered:

  • Fixed-Bed Reactor
  • Fluidized-Bed Reactor
  • Rotary Kiln Reactor
  • Screw/Auger Reactor
  • Vacuum Pyrolysis Unit

Product Outputs Covered:

  • Pyrolysis Oil
  • Pyrolysis Gas
  • Char / Solid Residue
  • Waxes
  • Chemical Feedstock/Monomers

Applications Covered:

  • Fuels
  • Petrochemical Feedstock
  • Electricity & Heat Generation
  • Road Construction Material
  • Carbon Black/Activated Carbon
  • Other Applications

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 2024, 2025, 2026, 2028, and 2032
  • 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 Application Analysis
  • 3.7 Emerging Markets
  • 3.8 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 Plastic Pyrolysis Market, By Feedstock Type

  • 5.1 Introduction
  • 5.2 Polyethylene (LDPE & HDPE)
  • 5.3 Polypropylene (PP)
  • 5.4 Polystyrene (PS)
  • 5.5 PET
  • 5.6 PVC
  • 5.7 Mixed Plastic Waste
  • 5.8 Industrial Plastic Waste

6 Global Plastic Pyrolysis Market, By Process Type

  • 6.1 Introduction
  • 6.2 Batch Pyrolysis
  • 6.3 Semi-Batch Pyrolysis
  • 6.4 Continuous Pyrolysis

7 Global Plastic Pyrolysis Market, By Reactor Type

  • 7.1 Introduction
  • 7.2 Fixed-Bed Reactor
  • 7.3 Fluidized-Bed Reactor
  • 7.4 Rotary Kiln Reactor
  • 7.5 Screw/Auger Reactor
  • 7.6 Vacuum Pyrolysis Unit

8 Global Plastic Pyrolysis Market, By Product Output

  • 8.1 Introduction
  • 8.2 Pyrolysis Oil
  • 8.3 Pyrolysis Gas
  • 8.4 Char / Solid Residue
  • 8.5 Waxes
  • 8.6 Chemical Feedstock/Monomers

9 Global Plastic Pyrolysis Market, By Application

  • 9.1 Introduction
  • 9.2 Fuels
  • 9.3 Petrochemical Feedstock
  • 9.4 Electricity & Heat Generation
  • 9.5 Road Construction Material
  • 9.6 Carbon Black/Activated Carbon
  • 9.7 Other Applications

10 Global Plastic Pyrolysis Market, By Geography

  • 10.1 Introduction
  • 10.2 North America
    • 10.2.1 US
    • 10.2.2 Canada
    • 10.2.3 Mexico
  • 10.3 Europe
    • 10.3.1 Germany
    • 10.3.2 UK
    • 10.3.3 Italy
    • 10.3.4 France
    • 10.3.5 Spain
    • 10.3.6 Rest of Europe
  • 10.4 Asia Pacific
    • 10.4.1 Japan
    • 10.4.2 China
    • 10.4.3 India
    • 10.4.4 Australia
    • 10.4.5 New Zealand
    • 10.4.6 South Korea
    • 10.4.7 Rest of Asia Pacific
  • 10.5 South America
    • 10.5.1 Argentina
    • 10.5.2 Brazil
    • 10.5.3 Chile
    • 10.5.4 Rest of South America
  • 10.6 Middle East & Africa
    • 10.6.1 Saudi Arabia
    • 10.6.2 UAE
    • 10.6.3 Qatar
    • 10.6.4 South Africa
    • 10.6.5 Rest of Middle East & Africa

11 Key Developments

  • 11.1 Agreements, Partnerships, Collaborations and Joint Ventures
  • 11.2 Acquisitions & Mergers
  • 11.3 New Product Launch
  • 11.4 Expansions
  • 11.5 Other Key Strategies

12 Company Profiling

  • 12.1 Plastic Energy
  • 12.2 Vadxx Energy
  • 12.3 Agilyx
  • 12.4 Green Envirotec
  • 12.5 Brightmark
  • 12.6 Axens
  • 12.7 Recycling Technologies
  • 12.8 Shell
  • 12.9 Nexus Circular
  • 12.10 ExxonMobil
  • 12.11 RES Polyflow
  • 12.12 LyondellBasell
  • 12.13 Klean Industries
  • 12.14 Plastic2Oil
  • 12.15 Renewlogy

List of Tables

  • Table 1 Global Plastic Pyrolysis Market Outlook, By Region (2024-2032) ($MN)
  • Table 2 Global Plastic Pyrolysis Market Outlook, By Feedstock Type (2024-2032) ($MN)
  • Table 3 Global Plastic Pyrolysis Market Outlook, By Polyethylene (LDPE & HDPE) (2024-2032) ($MN)
  • Table 4 Global Plastic Pyrolysis Market Outlook, By Polypropylene (PP) (2024-2032) ($MN)
  • Table 5 Global Plastic Pyrolysis Market Outlook, By Polystyrene (PS) (2024-2032) ($MN)
  • Table 6 Global Plastic Pyrolysis Market Outlook, By PET (2024-2032) ($MN)
  • Table 7 Global Plastic Pyrolysis Market Outlook, By PVC (2024-2032) ($MN)
  • Table 8 Global Plastic Pyrolysis Market Outlook, By Mixed Plastic Waste (2024-2032) ($MN)
  • Table 9 Global Plastic Pyrolysis Market Outlook, By Industrial Plastic Waste (2024-2032) ($MN)
  • Table 10 Global Plastic Pyrolysis Market Outlook, By Process Type (2024-2032) ($MN)
  • Table 11 Global Plastic Pyrolysis Market Outlook, By Batch Pyrolysis (2024-2032) ($MN)
  • Table 12 Global Plastic Pyrolysis Market Outlook, By Semi-Batch Pyrolysis (2024-2032) ($MN)
  • Table 13 Global Plastic Pyrolysis Market Outlook, By Continuous Pyrolysis (2024-2032) ($MN)
  • Table 14 Global Plastic Pyrolysis Market Outlook, By Reactor Type (2024-2032) ($MN)
  • Table 15 Global Plastic Pyrolysis Market Outlook, By Fixed-Bed Reactor (2024-2032) ($MN)
  • Table 16 Global Plastic Pyrolysis Market Outlook, By Fluidized-Bed Reactor (2024-2032) ($MN)
  • Table 17 Global Plastic Pyrolysis Market Outlook, By Rotary Kiln Reactor (2024-2032) ($MN)
  • Table 18 Global Plastic Pyrolysis Market Outlook, By Screw/Auger Reactor (2024-2032) ($MN)
  • Table 19 Global Plastic Pyrolysis Market Outlook, By Vacuum Pyrolysis Unit (2024-2032) ($MN)
  • Table 20 Global Plastic Pyrolysis Market Outlook, By Product Output (2024-2032) ($MN)
  • Table 21 Global Plastic Pyrolysis Market Outlook, By Pyrolysis Oil (2024-2032) ($MN)
  • Table 22 Global Plastic Pyrolysis Market Outlook, By Pyrolysis Gas (2024-2032) ($MN)
  • Table 23 Global Plastic Pyrolysis Market Outlook, By Char / Solid Residue (2024-2032) ($MN)
  • Table 24 Global Plastic Pyrolysis Market Outlook, By Waxes (2024-2032) ($MN)
  • Table 25 Global Plastic Pyrolysis Market Outlook, By Chemical Feedstock/Monomers (2024-2032) ($MN)
  • Table 26 Global Plastic Pyrolysis Market Outlook, By Application (2024-2032) ($MN)
  • Table 27 Global Plastic Pyrolysis Market Outlook, By Fuels (2024-2032) ($MN)
  • Table 28 Global Plastic Pyrolysis Market Outlook, By Petrochemical Feedstock (2024-2032) ($MN)
  • Table 29 Global Plastic Pyrolysis Market Outlook, By Electricity & Heat Generation (2024-2032) ($MN)
  • Table 30 Global Plastic Pyrolysis Market Outlook, By Road Construction Material (2024-2032) ($MN)
  • Table 31 Global Plastic Pyrolysis Market Outlook, By Carbon Black/Activated Carbon (2024-2032) ($MN)
  • Table 32 Global Plastic Pyrolysis Market Outlook, By Other Applications (2024-2032) ($MN)

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