Evidence map›Paper›PMID 42775149›Full record

ArticleiScience2026

Uncertainty aware resilience enhancement of energy hub integrated distribution networks under heterogeneous disturbance events.

Shahram Emaratkar, Majid Moradlou, Peyman Nazarian

Abstract read
In one paragraph

Article in iScience, 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

3 authors.

Shahram EmaratkarDepartment of Electrical Engineering, Za.C, Islamic Azad University, Zanjan, Iran.
Majid MoradlouDepartment of Electrical Engineering, Za.C, Islamic Azad University, Zanjan, Iran.
Peyman NazarianDepartment of Electrical Engineering, Za.C, Islamic Azad University, Zanjan, Iran.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

This study develops a 24 h mixed integer linear programming framework for resilient operation of an integrated electricity, gas, and heat distribution system with energy hubs under prescribed outages and operating uncertainty. Electrical and thermal demand and wind and photovoltaic shortfalls are represented through budgeted polyhedral adverse point scheduling. Five cases compare a no-event reference, a combined outage baseline, radial reconfiguration, energy storage, and coordinated electrical and thermal demand response on the IEEE 33-bus system. Energy storage provides the strongest overall performance, reducing operating cost, expected energy not supplied, and peak shedding by 20.33%, 49.26%, and 30.44% relative to the combined outage baseline. Reconfiguration reduces shedding hours from 19 to 9 and the longest interruption from 19 to 5 h. Sensitivity and fixed plan stress analyses preserve the favorable storage ranking, showing that coordinated multi-energy flexibility can improve service continuity under heterogeneous disturbances.

Indexed as

budgeted polyhedral adverse-point schedulingenergy hub-integrated distribution networkenergy storage systemheterogeneous outage eventsnetwork reconfigurationresilient operation

Identifiers

PMID42775149
PMCPMC13595218

What OpenQuestion holds

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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.