Evidence map›Paper›PMID 41507451›Full record

ArticleScientific reports2026

Fuzzy optimization of municipal solid waste collection routing under uncertain emissions.

Yuxiao Zhang, Yuhan Wei, Bokai Zhang, Yichen Wu, Shuai Pan

Abstract read
In one paragraph

Article in Scientific reports, 2026. 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

5 authors.

Yuxiao ZhangSchool of Economics and Management, Beijing Jiaotong University, Beijing, 100044, People's Republic of China.
Yuhan WeiSchool of International Economics and Trade, Lanzhou University of Finance and Economics, Lanzhou, 730101, People's Republic of China.
Bokai ZhangSchool of Economics and Management, Beijing Jiaotong University, Beijing, 100044, People's Republic of China.
Yichen WuSchool of Economics and Management, Beijing Jiaotong University, Beijing, 100044, People's Republic of China.
Shuai PanSchool of Traffic and Transportation, Beijing Jiaotong University, Beijing, 100044, People's Republic of China. halo0710@bjtu.edu.cn.

Funding

National Natural Science Foundation of China 62203468Science and Technology Development Program of China Railway Lanzhou Group Co., Ltd. LZJKY2022060-2
6 · The paper itself

Abstract

The uncertainty in municipal solid waste (MSW) emissions poses significant challenges to collection and transportation operations, causing vehicles to be under-loaded or overloaded; in some cases, waste may not be cleared in a timely manner, thereby affecting residents’ quality of life. To study the impact of uncertain waste emissions on MSW operations, this paper investigates the MSW vehicle routing problem from a fuzzy programming perspective. Firstly, based on fuzzy credibility theory, trapezoidal fuzzy numbers are introduced to represent the waste emissions at collection points, and a multi-depot MSW routing optimization model is formulated to minimize operational cost while incorporating the decision maker’s subjective preference constraints. Then, an improved adaptive large neighborhood search algorithm (ALNS-TS) is developed by combining 12 neighborhood criteria with a tabu search (TS) mechanism to enhance global search capability. Subsequently, case studies compare routing schemes under deterministic and uncertain emissions, evaluate multiple intelligent optimization algorithms in terms of solution quality and computational efficiency, and conduct a sensitivity analysis with respect to the subjective preference values. Finally, specific and effective managerial recommendations are provided to support practical decision-making in MSW collection and transportation operations. This study effectively addresses the challenges posed by uncertain waste emissions and offers value for MSW managers.

Indexed as

Fuzzy programmingMunicipal solid wasteUncertain emissionsVehicle routing optimization

Identifiers

PMID41507451
PMCPMC12873315

What OpenQuestion holds

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Registered trials

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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.