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Technology framing / Literature anchors

From material class to engineering decision — and the literature that supports it

This page is the reference layer for the homepage commercial theses. It restates the published evidence at a level of specificity sufficient for academic and investor diligence and labels what the literature does not prove. INFORM-specific outcomes remain validation targets.

“Graphene” is not a useful generic label

Material-class discipline is a first-order scientific governance requirement (INFORM Architecture v2.0 §2). Comparative evidence from adjacent classes is directional only.

Class
Typical optimal dosage (wt% / cement)
Peak compressive uplift
Peak GF reported
Percolation notes
Key literature
GO graphene oxide
0.03–0.08 wt%
~48% at 0.05 wt%
GF ≈ 35 at 0.05 wt%, w/c 0.35
Percolation ~0.1 wt% in paste
Jing et al., Nanomaterials 2021 (PMC7830615)
GNP graphene nanoplatelets
0.05–0.5 wt% (some work to 4 wt%)
3–8% compressive · 15–24% flexural at 0.05 wt%
GF in 10² range (Du et al. four-probe); ~42% resistivity drop at peak load (Rehman et al.)
Percolation as low as 0.007 wt% with excellent dispersion
Wang et al.; Rehman et al.
TG turbostratic / flash graphene
0.05–0.1 wt% (Tour-group claim)
~25% compressive at 0.05 wt%
Piezoresistive GF not yet systematically published; inferred from GNP equivalence
Expected lower percolation than GNP due to easier exfoliation
Luong et al., Nature 577, 647–651, 2020; IEEE Spectrum coverage
MWCNT (benchmark)
0.1–1 wt%
~15–30%
GF = 166.6 at 1 wt% (Yoo et al., 2018)
0.3–0.5 wt% typical; hybrid CNT + GNP can exceed
Yoo et al. 2018

Plain Portland cement paste resistivity sits at ~10⁶–10⁷ Ω·cm. Well-dispersed graphene-cement composites routinely achieve 10⁴–10⁵ Ω·cm. A 2023 CNT-coated-aggregate study (Xu et al., Constr. Build. Mater.) reported 28-day resistivity 1,076 Ω·cm at 0.41 wt% CNT — a useful upper-end benchmark for INFORM’s TG work. Single-group claims of rGO e-textile GF ≈ 2,000 (arXiv 2101.00140) are flagged as not independently replicated.

Raman / XRD fingerprints

How we know the material is what we think it is

The Raman signature of turbostratic graphene is a single-Lorentzian 2D band at ~2,680–2,700 cm⁻¹ (FWHM ~45–60 cm⁻¹) versus the four-component, broader 2D band of AB (Bernal) graphite. Tour-group FJH samples show a sharp, narrow 2D, very low D-band (I_D/I_G < 0.1) for high-quality flash graphene, and a TS1 (~1886 cm⁻¹) plus TS2 (~2031 cm⁻¹) combination band diagnostic of rotational disorder between layers. XRD: AB graphite shows a sharp (002) at 2θ = 26.5° (d = 3.35 Å); turbostratic graphene shows a broadened, downshifted (002) at ~25.5–26.0° corresponding to expanded interlayer spacing 3.42–3.48 Å, with loss of (101)/(100) ordering.

Flash Joule Heating economics

Synthesis: what the literature actually shows

Luong et al., Nature 577, 647–651, 2020 reports 3,000 K for 10 ms via ~200 V capacitor discharge with 7.2 kJ/g (~8 kWh/kg) electrical input, yielding 80–90% from high-carbon sources (carbon black, anthracite, calcined coke). Subsequent Tour-group work extended this to waste-tyre rubber, mixed plastics and coffee grounds. A 2025 rapid-Joule scale-up reports 100 g batches at ~5 kWh/kg. Commercial status: Universal Matter (Tour-affiliated spinout, Burlington, ON); First Graphene (ASX:FGR) with PureGRAPH at Henderson, WA; Levidian (UK) pursuing methane pyrolysis. Independent replication and production economics at >100 t/yr remain contested. Treat the Tour-group $50–$125/ton electricity figure as a theoretical lower bound, not a delivered price. No independently audited delivered price below ~$50/kg presently exists. Graphene oxide bulk: $100–$500/kg.

Dispersion science (WP3)

Energy threshold, PCE compatibility, colloidal stability

Probe ultrasonication at 20–24 kHz is the laboratory standard. Konsta-Gdoutos et al., Cement and Concrete Composites (2025) identified a definitive energy threshold for GNP exfoliation into few-layer material at ~3,600 kJ/L in the presence of PCE; sub-optimal energy leaves multilayer stacks, excessive energy (>~5,000 kJ/L) introduces defects and destabilises the colloid. Typical protocols: 50% amplitude, 6 s on / 4 s off pulse, 30 min net, ice bath, 50–500 mL laboratory-scale; scale-up replaces probe ultrasonication with high-shear mixing above ~1 L. PCE stabilises graphene via combined steric (PEG side-chains) and electrostatic (-COO⁻ backbone) mechanisms (Lu et al., 2020). Optimal PCE:graphene ratios: 8–10 wt% for high-shear mixing, 10–12 wt% for ultrasonication. Targets: |ζ| > 30 mV, PDI < 0.3, ≥ 4-month suspension stability. Hydrodynamic sizes after optimal sonication: few-layer GNP 200–800 nm; GO 100–500 nm; agglomerated suspensions > 2 μm. Compatible cement-dispersants include NSBs, NSA, CLS, methylcellulose, Triton X-100 and Pluronic F-127; SDS and Pluronic suspend in pure aqueous but fail in alkaline pore solution.

SHM via conductive concrete (WP6–WP7)

State of the art and the two dominant blockers

Piezoresistive cementitious composites (CNT/CNF/GNP/CF) report gauge factors 30–200 in lab with stress sensitivity 1–4 %/MPa. Field demonstrations include CNT-cement pavement sensors at MnROAD (I-94, Minnesota) detecting truck passes, the Ubertini / D’Alessandro / Laflamme group’s smart-shaking-table tests, carbon-microfibre concrete on the Valnerina composite bridge (Birgin et al., 2022), and self-sensing asphalt weigh-in-motion. No commercially certified self-sensing concrete product exists as of April 2026. Australian TRL framework: graphene-cement SHM at TRL 4–6; CNT-cement SHM at TRL 5–6; CF-cement SHM at TRL 6–7. The 2024 Construction and Building Materials bridge-SHM review identifies calibration stability and gauge-factor drift under real-world moisture, temperature, freeze-thaw and polarisation cycles as the two dominant blockers.

Digital twin (WP6 / PULSE)

Architecture, protocols, latency and economics

Architecture standards: ISO 23247 (digital twin framework, adapted to civil), the Digital Twin Consortium reference architecture, ISO 19650 (BIM, the de facto framework for infrastructure DTs), smartBIM IFC for interoperability, the UK CDBB Gemini Principles, and emerging work in ISO/IEC JTC 1/SC 41. Standard layered architecture: physical asset → data acquisition → ingestion/processing → twin model (semantic + geometric) → analytics/services → applications/UI. SHM sampling rates: 0.01–10 Hz quasi-static strain/tilt; 50–1,000 Hz vibration/modal; 1–100 kHz acoustic emission. Protocols: LoRaWAN, NB-IoT, 4G/5G, MQTT/CoAP, OPC-UA in industrial brownfield. Typical infrastructure DT SaaS lands at $100–$2,000 per asset per month. Predictive maintenance follows Rytter’s hierarchy (detection → localisation → quantification → prognosis). The 2024 SCSHM-DEIMC benchmark explicitly showed that no current method has been fully verified in realistic operational/environmental conditions.

Standards and certification

What does and does not exist for graphene-enhanced concrete

AS 3600:2018 (Amendment 2:2024) is the design code and does not explicitly treat nanomaterials. AS 1379, AS 3972, AS 3582.1-3 (SCMs; nano-silica not included), AS 5100.5 (bridge design) and AS 5100.7:2017 (the first formal SHM chapter for bridge assessment). ISO/TS 80004-1 defines nanomaterials but has no cement-specific provisions; ISO/TC 229 publishes ISO/TR 19733:2019 on graphene characterisation and ISO/TS 9651 (under development); ISO/TC 71 (concrete) has not yet issued a graphene-specific provision. RILEM Technical Committees remain the primary pre-standardisation venue. ASTM C09 relevant: C1856 (UHPC), C1609 (FRC flexural), C494 (admixtures — the likely path for graphene-PCE additives). Eurocode 2 and EN 206 have no nano-additive provisions. The standards gap is explicit and commercially material: no certified test method for (a) graphene dispersion quality in hardened cement, (b) piezoresistive gauge factor under realistic environmental cycling, (c) long-term durability of nano-enhanced concrete, or (d) EMI/electrical classification. Australian certification pathway: CodeMark for novel building products; NATA-accredited testing; state road-authority approval (TfNSW, DTP, TMR, MRWA) plus national harmonisation through Austroads; each authority typically requires 3–5 years of performance data before full acceptance. A pilot bridge deployment under Austroads supervision is plausibly the fastest credible path to TRL 7.

How INFORM compares against incumbent SHM methods

Competing technologies — honest TRL and cost.

Technology
Sensitivity
Unit cost guide
TRL
Primary limitation
FBG fibre optic
Micro-strain, pm λ shift
Interrogator $15–50k; sensors $100–500 each
8–9
T/ε cross-sensitivity; interrogator cost
Brillouin DFOS
~2 με, 0.1 °C, 20 cm–1 m resolution
Analyser $50–150k; fibre cheap
7–9
Expertise; interrogator cost
Rayleigh OFDR (Luna)
Sub-cm, high ε resolution
Sensuron static DFOS listed $16,495
7–8
Short range (tens of m)
PZT electromechanical impedance
10–500 kHz active
$20–100 per patch
6–7
Coupling to concrete; frequency selection
MEMS WSN (e.g. ADXL355)
Noise < 100 μg/√Hz
$100–500 per node
7–9
Low-frequency noise, sync, battery
Acoustic emission
μJ events
$500–5k per sensor
8–9
Noise rejection, localisation
CNT-cement
GF 100–200
Material only
5–6
No standards, moisture drift
Graphene-cement (INFORM)
GF 30–300 (lab)
Material only
4–6
Calibration, scale-up dispersion, standards
InSAR satellite
mm-level deformation
Per-km archive cost
7–8
Line-of-sight, slow cadence

What INFORM does not pretend to have solved

Key residual uncertainties, carried verbatim from the controlled brief.

(a)

No independent replication of Tour-lab flash-graphene economics at > 100 t/yr.

(b)

No commercially certified self-sensing concrete product despite 15 years of research.

(c)

2–4× spread in SHM market forecasts.

(d)

No Australian standard specifically addresses nano-additives to AS 3600 concrete.

(e)

Long-term environmental stability of graphene-cement gauge factor under Australian coastal / freeze-thaw conditions is not yet established at field scale.

Citation
discipline

All quantitative anchors above are drawn from the INFORM controlled research brief (21 May 2026) which consolidates 2020–2026 peer-reviewed literature and industry sources across seven domains. The brief itself is held in the data room; this page is the curated public extract. DOIs are flagged for Project Lead confirmation before final publication. INFORM does not represent that any of the literature outcomes will be reproduced under INFORM batch conditions.