# Recycling and remanufacturing or technology upgrading? emission reduction decisions of supply chain under carbon cap-and-trade mechanism

**Authors:** Xiaoyuan Wu, Wenqing Miao, Xingxian Zhang, Wenjin Zuo, Bingliang Shen

PMC · DOI: 10.1371/journal.pone.0318952 · 2025-03-31

## TL;DR

This paper compares two carbon reduction methods in supply chains under a cap-and-trade system and finds that raising carbon prices encourages better emission reductions.

## Contribution

The study introduces a Stackelberg game model to compare recycling & remanufacturing versus technology upgrading under cap-and-trade.

## Key findings

- Recycling and remanufacturing yield higher profits for manufacturers when consumer price sensitivity is low.
- Technology upgrading leads to better emission reduction effects compared to recycling and remanufacturing.
- Increasing carbon trading prices enhances emission reductions and lowers total carbon emissions in both methods.

## Abstract

Cap-and-trade mechanism can efficiently reduce carbon emissions, which makes it widely used around the world. This paper builds a Stackelberg game model for a manufacturer-led secondary supply chain and analyzes the best pricing, carbon reduction strategies, and the impacts of each variable on equilibrium results when using two emission reduction methods, recycling & remanufacturing, and technology upgrading under the cap-and-trade mechanism. The relationship between the variables was verified through case studies, and the economic benefits and emission reduction effects of the two emission reduction methods were compared. It is found that manufacturers’ profit in the recycling and remanufacturing mode is higher compared to that of the technology upgrading mode when consumer price sensitivity coefficient is low, but its emission reduction effect is less effective; raising the price of carbon trading can effectively increase the carbon reduction per unit low-carbon products and reduce total carbon emissions under the two modes. The government should boost the price of carbon to promote enterprises to reduce emissions, and it can also guide manufacturers to choose the technology upgrading emission reduction mode through other ways to minimize the total carbon emissions.

## Full-text entities

- **Chemicals:** carbon (MESH:D002244)

## Figures

50 figures with captions in the complete paper: https://tomesphere.com/paper/PMC11957341/full.md

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Source: https://tomesphere.com/paper/PMC11957341