Pith Number

pith:3H3L2H6H

pith:2026:3H3L2H6HJEELBO6M25MXYTO3HM

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IoT and Massive Connectivity: Massive MIMO Optimization for IoT Connectivity in 5G and Beyond Networks

Praveen Hegde, Robin Joseph Varughese

Massive MIMO optimization for IoT in 5G networks identifies an optimal balance among capacity, latency, and energy use through surveys of key techniques and supporting simulations.

arxiv:2605.16129 v1 · 2026-05-15 · cs.NI

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\pithnumber{3H3L2H6HJEELBO6M25MXYTO3HM}

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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

✓ 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

Simulation-based results reveal the trade-offs between capacity, latency, and energy utilization, indicating an optimal operating point that ensures optimal performance for diverse IoT applications.

C2weakest assumption

The assumption that the surveyed techniques and simulation setups are representative of real-world dense IoT deployments and that the identified optimal operating points generalize beyond the specific scenarios modeled.

C3one line summary

The paper reviews Massive MIMO techniques for IoT in 5G/B5G, covering pilot contamination, energy efficiency, user scheduling, channel estimation, hybrid beamforming, and ML-based allocation, with simulations illustrating capacity-latency-energy trade-offs.

References

2 extracted · 2 resolved · 0 Pith anchors

[1] • Björnson, E., Sanguinetti, L., Hoydis, J., & Debbah, M. (2015). Optimal design of energy-efficient multi-user MIMO systems: Is massive MIMO the answer? IEEE Transactions on Wireless Communications, 2015 · doi:10.1109/twc.2015.2416656

[2] https://doi.org/10.1109/TNSM.2024.3389001 • Xu, X., Zhou, F., & Niu, B. (2022). Lightweight protocol design for low-power IoT devices in massive MIMO systems. IEEE Internet of Things Journal, 9(12), 8 2024 · doi:10.1109/tnsm.2024.3389001

Formal links

2 machine-checked theorem links

Receipt and verification

First computed	2026-05-20T00:01:54.052546Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d9f6bd1fc74908b0bbccd7597c4ddb3b2cc5466e51b3fc508797a0b262f2d84b

Aliases

arxiv: 2605.16129 · arxiv_version: 2605.16129v1 · doi: 10.48550/arxiv.2605.16129 · pith_short_12: 3H3L2H6HJEEL · pith_short_16: 3H3L2H6HJEELBO6M · pith_short_8: 3H3L2H6H

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/3H3L2H6HJEELBO6M25MXYTO3HM \
  | 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: d9f6bd1fc74908b0bbccd7597c4ddb3b2cc5466e51b3fc508797a0b262f2d84b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2c20c14ef860acbf28ba9e5c85f9dddee0d849aa41613129aaba63b7b3263948",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.NI",
    "submitted_at": "2026-05-15T16:14:24Z",
    "title_canon_sha256": "77682a3e8ab670ac9881fe719bbf77f8e5dced6b5f9029e8f1a5039ddf9786f7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.16129",
    "kind": "arxiv",
    "version": 1
  }
}