Evidence map›Paper›PMID 41275038›Full record

ArticleScientific reports2025

Embodied carbon emissions of pumped storage hydropower infrastructure construction in China across temporal-spatial and driving factors dimensions.

Zewen Ge, Jiayi Zhang, Zixin Qiu

Abstract read
In one paragraph

Article in Scientific reports, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

3 authors.

Zewen GeSchool of Accounting and Finance, Xiamen University Tan Kah Kee College, Zhangzhou, 363105, People's Republic of China. gezewen0410@163.com.
Jiayi ZhangSchool of Accounting and Finance, Xiamen University Tan Kah Kee College, Zhangzhou, 363105, People's Republic of China.
Zixin QiuSchool of Accounting and Finance, Xiamen University Tan Kah Kee College, Zhangzhou, 363105, People's Republic of China.

Funding

Xiamen University Tan Kah Kee College YM2023W02
6 · The paper itself

Abstract

To meet ambitious carbon neutrality targets, the transition to renewable energy has amplified demand for grid-scale storage, with pumped storage hydropower emerging as the dominant solution due to its technical maturity and economic viability. However, the embodied carbon emissions of pumped storage hydropower infrastructure construction remain critically underexplored. This study presents a systematic assessment of embodied carbon emissions from China's pumped storage hydropower development from 2000 to 2020, employing an environmentally extended input-output model combined with decomposition analysis. The results show that the cumulative emissions rose from 2.38 million tons (Mt) in 2000 to 23.83 Mt in 2020, with significant spatial variation. Anhui and Zhejiang had the largest embodied carbon emissions, while Henan and Inner Mongolia had the largest embodied carbon emission per unit of GDP. By employing the Logarithmic Mean Divisia Index (LMDI) decomposition model, five key driving factors of these emissions were identified: carbon emission intensity, investment efficiency, energy conversion efficiency, capacity generation efficiency, and economic scale. LMDI decomposition reveals that economic scale, investment efficiency, and energy conversion efficiency were the dominant drivers of emission growth, whereas carbon intensity of inputs and capacity generation efficiency exerted significant offsetting effects. These findings emphasize the need for continuous technical innovation, promotion of a circular economy, tailored regional policies, and efficient cost management to mitigate embodied carbon emissions from pumped storage hydropower projects, thereby promoting sustainable energy transitions.

Indexed as

Driving factorsEmbodied carbon emissionInput-output analysisLMDIPumped storage hydropower

Identifiers

PMID41275038
PMCPMC12748835

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.