Pith Number

pith:YUYF6MQK

pith:2026:YUYF6MQKAWP4LITABRFHYZM4VK

not attested not anchored not stored refs pending

A Deep Learning Model for Battery State Prediction towards Intelligent Energy Management

Athanasios Koukosias, Kostas Kolomvatsos, Sotiris Athanasiou, Vasileios Tzanidakis

A deep learning model predicts battery remaining capacity and lifetime to support predictive maintenance and energy resource allocation.

arxiv:2605.00898 v2 · 2026-04-28 · eess.SP · cs.LG

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\usepackage{pith}
\pithnumber{YUYF6MQKAWP4LITABRFHYZM4VK}

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Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

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

The proposed approach provides a decision support mechanism for the optimal management of batteries facilitating both predictive maintenance and the efficient allocation of energy resources.

C2weakest assumption

That integrating advanced neural network architectures with large-scale training datasets will enable precise modeling of battery degradation dynamics without further specification of data quality, model architecture, or validation.

C3one line summary

A deep learning model is presented for forecasting battery health indicators to enable intelligent energy management and predictive maintenance.

Receipt and verification

First computed	2026-05-29T01:05:11.223651Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c5305f320a059fc5a2600c4a7c659caab42867962214fa388aea0a4c45764c64

Aliases

arxiv: 2605.00898 · arxiv_version: 2605.00898v2 · doi: 10.48550/arxiv.2605.00898 · pith_short_12: YUYF6MQKAWP4 · pith_short_16: YUYF6MQKAWP4LITA · pith_short_8: YUYF6MQK

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/YUYF6MQKAWP4LITABRFHYZM4VK \
  | 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: c5305f320a059fc5a2600c4a7c659caab42867962214fa388aea0a4c45764c64

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9a22390332bea0b7c3a50ac3a56f556a5e4e899efed8b23eb20e9c186bf55114",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "eess.SP",
    "submitted_at": "2026-04-28T09:56:38Z",
    "title_canon_sha256": "555a3374b2ecc61f4c0b2b150a55066fb2c5dd40bf289135d914d1592e79cf8f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.00898",
    "kind": "arxiv",
    "version": 2
  }
}