Pith Number

pith:OZHDDVR4

pith:2026:OZHDDVR45WKM46UDJE4QJRKU5N

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Energy Management for Solar-Powered Electric-Bus Charging Station: A Data-Driven Method

Gregory Kish, Pasan Gunawardena, Supun Amarathunga, Xiaoting Wang, Yunwei (Ryan) Li

A data-driven energy management system for solar-powered electric bus charging stations handles uncertainties in solar output, prices, and bus states using limited data.

arxiv:2605.14282 v1 · 2026-05-14 · eess.SY · cs.SY

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\pithnumber{OZHDDVR45WKM46UDJE4QJRKU5N}

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Record completeness

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2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

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The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Claims

C1strongest claim

Case studies on a solar-powered EBCS with 20 EBs demonstrate the effectiveness of the proposed EMS and data-driven method.

C2weakest assumption

The polynomial chaos expansion surrogate built from limited uncertainty samples, together with the nonparametric inference method, accurately represents the joint distribution of solar PV output, electricity prices, and EB arrival/departure states of charge.

C3one line summary

A polynomial chaos expansion surrogate with nonparametric data enrichment enables effective energy management for solar-powered electric bus charging stations under multiple uncertainties.

References

18 extracted · 18 resolved · 0 Pith anchors

[1] Optimal control of s olar- powered electric bus networks with improved renewable ener gy on-site consumption and reduced grid dependence, 2022

[2] Optimal ev c harging scheduling at electric railway stations under peak load con straints, 2024

[3] A novel and cost- efﬁcient energy management system for plug-in electric bus charging depot owners, 2021

[4] Electric bus fast ch arging station resource planning considering load aggregation an d renewable integration, 2019

[5] Elect ric bus ﬂeet charging management: A robust optimisation framework addressing battery ageing, time-of-use tariffs, and energy consumpti on uncertainty, 2025

Receipt and verification

First computed	2026-05-17T23:39:10.275115Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

764e31d63ced94ce7a83493904c554eb5935c2dfc723be1c9d39cf0349df437b

Aliases

arxiv: 2605.14282 · arxiv_version: 2605.14282v1 · doi: 10.48550/arxiv.2605.14282 · pith_short_12: OZHDDVR45WKM · pith_short_16: OZHDDVR45WKM46UD · pith_short_8: OZHDDVR4

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Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/OZHDDVR45WKM46UDJE4QJRKU5N \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 764e31d63ced94ce7a83493904c554eb5935c2dfc723be1c9d39cf0349df437b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "838613d2e45ea7504476c88a3d6687f6a374c9288b374a9770641f1f511dc65e",
    "cross_cats_sorted": [
      "cs.SY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "eess.SY",
    "submitted_at": "2026-05-14T02:32:04Z",
    "title_canon_sha256": "ff878417dd45f1208838a3a44feb71668fbcd3ab67251f78f96080a37e77ad73"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.14282",
    "kind": "arxiv",
    "version": 1
  }
}