Data · dataset · 2026
Field Validation of Multi-Vendor IoT Sensing Platforms An Empirical Approach to Resilient Industrial Odor Mitigation
Listed in ZivaHub and Deakin Research Online — shown once because both records carry DOI 10.6084/m9.figshare.34029969.v1
<p dir="ltr"><i>Industrial odour mitigation and industrial odour instrumentation are evaluated at two different sites, and neither evaluation answers the operator's question.
Description
Abatement engineering is assessed at the stack, where purification efficiencies of up to 99.9% are documented; monitoring instrumentation is assessed in the laboratory or close to the emission. The nuisance that generates complaints is adjudicated at the receptor.
This article argues that field validation of multi-vendor IoT sensing platforms must therefore be conducted at the receptor on the </i><i>mitigated outcome</i><i>, not on instrument accuracy or removal efficiency separately, and that the resilience promised by multi-vendor acquisition is delivered at the platform layer rather than at the device layer. We assemble the published field evidence and show that it establishes three things firmly and omits three others.
Read the rest (2 more)
It establishes that abatement reduces emission and that reduced emission shrinks the dispersion range; that metal-oxide arrays can operate continuously for more than a year and that a field electronic nose can be stable under variable atmospheric conditions; and that vendor heterogeneity is a documented structural obstacle, with more than 300 IoT platforms forming closed ecosystems and proprietary formats rendering cross-vendor comparison impossible.
It does not establish multi-vendor co-deployment under field conditions, mitigation outcomes measured at the receptor, or behaviour under vendor failure. We propose a four-domain validation framework, specify platform-neutrality requirements, and state four falsifiable propositions.</i></p>
Links
Where it is published
- DOI doi.org/10.6084/m9.figshare.34029969.v1 ↗
DOI / persistent id · from zivahub uct ac za
Catalogue records · 1
- OAI-PMH record api.figshare.com/v2/oai?verb=GetRecord&metadataPrefix=oai_dc&identifier=oai%3Af… ↗
metadata API · from zivahub uct ac za
Topics
- From keywords
- Air pollution modelling and control · Air pollution modelling and control · Earth & Environmental Science · Earth & Environmental Science · Engineering · Engineering · Life cycle assessment and industrial ecology · Life cycle assessment and industrial ecology · Life Sciences · Life Sciences
Provenance · 2 source records, 15 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| ZivaHub | oai:figshare.com:article/34029969 | 5 d ago | JSON v1 |
| Deakin Research Online | oai:figshare.com:article/34029969 | 5 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| access_level | source · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | |
| concepts[field].anzsrc:field:401101 | mapping · dro deakin edu au | vocabulary-mapper@1.0.0 | keywords['Air pollution modelling and control'] |
| concepts[field].anzsrc:field:401101 | mapping · zivahub uct ac za | vocabulary-mapper@1.0.0 | keywords['Air pollution modelling and control'] |
| concepts[field].anzsrc:field:401105 | mapping · dro deakin edu au | vocabulary-mapper@1.0.0 | keywords['Life cycle assessment and industrial ecology'] |
| concepts[field].anzsrc:field:401105 | mapping · zivahub uct ac za | vocabulary-mapper@1.0.0 | keywords['Life cycle assessment and industrial ecology'] |
| concepts[field].local:field:earth-environmental | mapping · dro deakin edu au | connector:dro_deakin_edu_au@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | |
| concepts[field].local:field:engineering | mapping · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | |
| concepts[field].local:field:engineering | mapping · dro deakin edu au | connector:dro_deakin_edu_au@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · dro deakin edu au | connector:dro_deakin_edu_au@1.0.0 | |
| description | source · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | /metadata/dc/description |
| license | source · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | /metadata/dc/rights |
| publication_date | source · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | |
| title | source · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | /metadata/dc/title |