Evidence map›Paper›PMID 40572345›Full record

ArticleMicromachines2025

A Path-Driven Fluid Routing and Scheduling Method for Continuous-Flow Microfluidic Biochips with Delay Time Optimization.

Zhisheng Chen, Bowen Liu, Hongjin Su, Zhen Chen, Genggeng Liu, Xing Huang

Abstract read
In one paragraph

Article in Micromachines, 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
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0citing papers in PubMed
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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

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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

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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

6 authors.

Zhisheng ChenSchool of Informatics, Xiamen University, Xiamen 361004, China.ORCID 0000-0003-3626-8183
Bowen LiuCollege of Computer and Data Science, Fuzhou University, Fuzhou 350116, China.
Hongjin SuCollege of Computer and Data Science, Fuzhou University, Fuzhou 350116, China.
Zhen ChenCollege of Computer and Data Science, Fuzhou University, Fuzhou 350116, China.
Genggeng LiuCollege of Computer and Data Science, Fuzhou University, Fuzhou 350116, China.ORCID 0000-0002-3099-4371
Xing HuangSchool of Big Data, Fuzhou University of International Studies and Trade, Fuzhou 350202, China.ORCID 0000-0002-5396-110X

Funding

the China Postdoctoral Science Foundation 2024M751778the Fujian Natural Science Funds 2023J06017the National Natural Science Foundation of China 62372109
6 · The paper itself

Abstract

Routing and application mapping are critical stages in the design of continuous-flow microfluidic biochips (CFMBs). The routing stage determines the channel network connecting components and ports, while application mapping schedules fluid transportation and wash operations based on the designed biochip architecture. Existing methods typically handle these stages separately: routing focuses solely on physical metrics without considering subsequent scheduling requirements, while application mapping adopts one-shot scheduling strategies that can lead to suboptimal solutions. This paper proposes an integrated path-driven methodology that jointly optimizes routing and application mapping. For routing, we develop a hybrid particle swarm optimization algorithm that incorporates conflict awareness and channel utilization strategies. For application mapping, we introduce an iterative approach that leverages historical scheduling information to progressively optimize fluidic-handling and wash operations. Experimental results on both real and synthetic benchmarks demonstrate significant improvements over state-of-the-art methods, achieving reductions of 22.05% in total channel length, 21.79% in intersections, 21.97% in total delay time, and 8.30% in biochemical reaction completion time. The proposed methodology provides an effective solution for the automated design of CFMBs with enhanced physical and operational efficiency.

Indexed as

application mappingconflict awarenesscontinuous-flow microfluidic biochipsparticle swarm optimizationrouting

Identifiers

PMID40572345
PMCPMC12195421

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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.