Pith Number

pith:F744IPNW

pith:2023:F744IPNWNR2N45GQRWC3DCRDWG

not attested not anchored not stored refs pending

A Deep Reinforcement Learning-based Reserve Optimization in Active Distribution Systems for Tertiary Frequency Regulation

Hanif Livani, Mohammad MansourLakouraj, Mohammed Benidris, Mukesh Gautam, Narayan Bhusal, Rakib Hossain

arxiv:2305.04163 v1 · 2023-05-07 · eess.SY · cs.SY

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{F744IPNWNR2N45GQRWC3DCRDWG}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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.

Receipt and verification

First computed	2026-07-05T06:07:45.379278Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2ff9c43db66c74de74d08d85b18a23b184264a76e13290ddacb545559ae3f9b4

Aliases

arxiv: 2305.04163 · arxiv_version: 2305.04163v1 · doi: 10.48550/arxiv.2305.04163 · pith_short_12: F744IPNWNR2N · pith_short_16: F744IPNWNR2N45GQ · pith_short_8: F744IPNW

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/F744IPNWNR2N45GQRWC3DCRDWG \
  | 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: 2ff9c43db66c74de74d08d85b18a23b184264a76e13290ddacb545559ae3f9b4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a81fff540aecb7c0dc181ef1ae6ac791ddccdf79218425f8f9b118fbec1384c6",
    "cross_cats_sorted": [
      "cs.SY"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "eess.SY",
    "submitted_at": "2023-05-07T02:29:18Z",
    "title_canon_sha256": "7941355d4dd1de4de3b2d085ab815295517cb7ab7ad186d7dce29af1a19dd3b9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.04163",
    "kind": "arxiv",
    "version": 1
  }
}