Energy harvesting applications
16-20Applies the interface mechanisms to photovoltaics, thermoelectrics, piezoelectrics, triboelectrics, and comparative hybrid-performance metrics.
Relevance: Core · 16 · 4. Energy harvesting applications
Kehinde Temitope Alao, Abdulhammed K. Hamzat, Kamaruzzaman Sopian, Syed Ihtsham Ul Haq Gilani, Taiwo Onaopemipo Alao, Zeshan Aslam, Hussein A. Kazem · Green Energy and Resources · 2026
Review of 2D-MOF/TMD hybrid systems for energy harvesting, linking material complementarity, interface engineering, defect and band-alignment mechanisms, synthesis routes, device metrics, durability caveats, and commercialisation barriers.
The review’s argument is preserved as a navigable set of section summaries.
Applies the interface mechanisms to photovoltaics, thermoelectrics, piezoelectrics, triboelectrics, and comparative hybrid-performance metrics.
Relevance: Core · 16 · 4. Energy harvesting applications
Identifies scale-up, cost, yield, defect control, batch reproducibility, environmental stability, and device compatibility as barriers to practical deployment.
Relevance: Core · 25 · 6. Challenges and limitations
Concludes that hybridisation offsets MOF conductivity limits and TMD stability/scalability challenges, but practical deployment needs scalable, reproducible, stable devices.
Relevance: Supporting · 29 · 8. Conclusion
Reviews solvothermal, hydrothermal, layer-by-layer, CVD, MOCVD, ALD, exfoliation, and multi-technique characterization methods needed to form and verify MOF-TMD interfaces.
Relevance: Supporting · 21 · 5. Fabrication and characterization techniques
Defines 2D-MOF and TMD structures, properties, synthesis/functionality links, pore and electrolyte caveats, TMD phases, layer dependence, and a comparative property table.
Relevance: Core · 8 · 2.3. Transition metal dichalcogenides
Outlines emerging synthesis trends, interfacial chemical design, ML/DFT-guided screening, multi-stressor durability protocols, and fully packaged device gaps.
Relevance: Core · 28 · 7.1.3. Critical research gaps limiting translation and reliability
Frames renewable-energy motivations, complementary strengths and weaknesses of 2D-MOFs and TMDs, and the review's interface-to-device contribution relative to earlier surveys.
Relevance: Core · 3 · 1. Introduction · Table 1
Develops the review's central mechanism: hybrid interfaces combine MOF porosity and active sites with TMD conductivity, edge states, and light absorption to improve charge separation, catalysis, and stability.
Relevance: Core · 13 · 3.2. Mechanisms of synergy in energy harvesting · Fig. 10
Classification systems are attributed to this review and are not treated as a global material registry.
Figures 1 and 20 organise 2D-MOF/TMD hybrids by multifunctional activity and future application domains rather than by a single device class.
Categories: energy production · interconversion · harvesting · solar cells · photocatalysis · wearable electronics · thermoelectric generator
29 · 7.3. Future applications in energy harvesting · Fig. 20
The characterization section links structural, chemical, optical, and dynamic probes to verifying synthesis, interface quality, charge transfer, and stability.
Categories: XRD/GIXRD · SEM/FESEM/EDS · Raman and 2D-IR · TEM/STEM/SAED · XPS · AFM/PFM · sorption · UV-vis/photoluminescence · time-resolved spectroscopy
24 · 5.2.4. Other key methods
Table 4 maps commonly measured materials descriptors to device-level FoMs and operational stress endpoints, useful for structuring Chapter 1 evidence around comparable mechanisms.
Categories: band alignment/interface quality · MOF stability as encapsulant · BET surface area and pore structure · pore hierarchy · hybrid device assembly · thermoelectric descriptors · piezoelectric descriptors · triboelectric descriptors · environmental durability
15 · Table 4
Table 3 contrasts porous metal-ligand 2D-MOFs with van der Waals layered TMDs, making complementarity the basis for hybrid design.
Categories: structure · electronic properties · magnetic properties · thermal properties · mechanical properties · catalytic properties · gas sensing · energy storage
12 · 2.4. Key differences between 2D-MOFs and TMDs · Table 3
The review explicitly decomposes hybrid performance into band alignment, charge-transfer kinetics, and defect-assisted active-site generation at the heterojunction.
Categories: type-II band alignment-driven charge separation · interfacial orbital hybridization and charge transfer kinetics · defect-mediated catalytic site generation
13 · 3.2. Mechanisms of synergy in energy harvesting
Table 6 groups vapour-phase deposition methods by benefits and limitations, especially temperature, uniformity, scale-up, and thickness-control trade-offs.
Categories: thermal CVD · plasma-enhanced CVD · atomic layer deposition · metal-organic CVD
22 · 5.1.2. CVD and other methods for TMDs · Table 6
Review-defined families retain their representative materials and conduction descriptions.
Atomically thin or layered metal-ligand frameworks with tunable pores, high surface area, and modifiable metal nodes/linkers.
Conduction: Porosity aids ion transport; pi-conjugation and metal-linker interactions can support charge delocalisation, but intrinsic conductivity is often a limitation.
Representative materials: Cu3(HHTP)2 · Ni-MOF · Cu-MOF · Zn-MOF · MOF-5 · 2DNiGA
Nodes / linkers: Cu · Ni · Co · Zn · Fe · HHTP/HHTATP-type conjugated ligands · BTC/BDC-type ligands · TCPP-Pt · graphene carboxyl groups in hybrids
4 · 2.2. Two-dimensional metal-organic frameworks
Porous MOFs whose low thermal conductivity and tunable electronic structure are considered for thermoelectric conversion, often requiring guest or dopant conductivity enhancement.
Conduction: MOFs can lower thermal conductivity through porosity and organic-inorganic hybrid structure, but conductivity gains may raise thermal conductivity too, creating a ZT trade-off.
Representative materials: Cu3(HHTP)2 · TCNQ@Cu3(BTC)2 · iodine-loaded 2D MOF
Nodes / linkers: Cu · HHTP · BTC · TCNQ guest molecules
18 · 4.2.1. Energy conversion via heat gradients
Composite or heterojunction architectures that integrate MOF porosity/active sites with TMD conductivity, edge states, and light absorption.
Conduction: Hybrid interfaces are described as lowering recombination, promoting charge transfer, and adding catalytic/ionic pathways compared with isolated components.
Representative materials: MoS2@MOF · MOF-5/WSe2@g-C3N4 · Cu3BHT/MoS2 · MoS2@VZnS//AC · Cu0.9Co2.1S4@MoS2
Nodes / linkers: Cu · Ni · Co · Zn · Mo · W · MOF organic linkers · thiolated ligands · carbon/graphene interfaces · chalcogen-vacancy bonding sites
13 · 3.1. Hybridization of 2D-MOFs and TMDs
TMD phases and nanostructured assemblies assessed for power factor, Seebeck coefficient, mobility, thermal conductivity, and ZT.
Conduction: Thermoelectric performance is framed through independently tuning electrical and thermal conductivity, including phase, gating, nanostructuring, and interface phonon scattering.
Representative materials: 1T'' MoTe2 · MoS2 · WSe2 · TMD nanoflake polymer composites
Nodes / linkers: Mo · W · chalcogen layers · polymer composite matrices
18 · 4.2. Thermoelectric applications
Layered MX2 materials where M is a transition metal and X is S, Se, or Te, held by weak van der Waals forces between X-M-X layers.
Conduction: TMDs provide tunable bandgaps, phase-dependent metallic or semiconducting behaviour, and high in-plane transport, with defects and layer number strongly affecting performance.
Representative materials: MoS2 · WS2 · WSe2 · MoSe2 · MoTe2 · ReSe2
Nodes / linkers: Mo · W · Ti · Re · chalcogen layers: S, Se, Te
8 · 2.3. Transition metal dichalcogenides
Review-level synthesis principles remain separate from primary-study recipes.
Use DFT, graph neural networks, active learning, and physics-informed models to screen band offsets, work functions, phase stability, and interfacial properties.
Claimed effects: Can narrow candidate spaces, predict charge-transfer barriers, and guide hybrid-pair validation faster than trial-and-error synthesis.
Controlling variables: band offset · work function · electron affinity · defect concentration · thermal properties · training dataset · active learning target
Representative materials: TMD/MOF hybrid interfaces · semiconductor interfaces · MoS2 polymorphs
Caveat: Model generalisation, data quality, and durability prediction remain limitations.
28 · 7.1.2. Technological evolution pathways for 2D-MOF/TMD hybrids
Vapour-phase growth routes for TMDs and related 2D films, emphasising layer number, crystal quality, composition, and wafer-scale uniformity.
Claimed effects: Can produce high-quality TMD films and controlled interfaces; low-temperature and MOCVD variants aid integration with temperature-sensitive components.
Controlling variables: temperature · pressure · gas flow · precursor selection · substrate · plasma conditions · deposition cycles
Representative materials: MoS2 · PtSe2 · WSe2 · MoS2-ReS2 heterojunctions
Caveat: Thermal budgets, cost, slow growth, scaling difficulty, substrate damage, and thickness-control limitations vary by CVD route.
22 · 5.1.2. CVD and other methods for TMDs · Table 6
Routes for producing monolayer or few-layer TMDs and MOF nanosheets by overcoming interlayer interactions.
Claimed effects: LPE is positioned as scalable and useful for high-surface-area energy applications, while mechanical/CVD routes are favoured for defect-free optoelectronic materials.
Controlling variables: solvent · ultrasonic power · centrifugation · ball milling · electrical potential · interlayer interaction strength
Representative materials: MoS2 · WS2 · WSe2 · Zn2(bim)4 nanosheets
Caveat: Defects must be controlled because excessive disorder can harm transport and device performance.
10 · 2.3.1. Properties and applications of TMDs
Design MOF/TMD contacts through metal-ligand coordination, pi-pi interactions, van der Waals stacking, covalent bonding, or vacancy-directed interfacial chemistry.
Claimed effects: Promotes charge separation, reduces recombination, improves catalytic turnover, enhances stability, and can outperform physically mixed counterparts.
Controlling variables: metal node · TMD phase · chalcogen vacancies · linker chemistry · interfacial energy barrier · pore size · lateral versus vertical geometry
Representative materials: MoS2@MOF · MOF-5/WSe2@g-C3N4 · Cu3BHT/MoS2
Caveat: Intrinsic defect effects must be decoupled from true interfacial synergy; physical mixing may show weak adhesion and batch variability.
27 · 7.1.2. Technological evolution pathways for 2D-MOF/TMD hybrids
Sequential substrate immersion or surface growth builds MOF thin films with controlled thickness and orientation.
Claimed effects: Provides fine control over film thickness and orientation, useful for thin-film energy and sensing devices.
Controlling variables: substrate · immersion sequence · metal-node solution · linker solution · cycle number · annealing
Representative materials: SURMOFs · Cu3(btc)2 · Zn-based MOF films · TCPP-Pt 2D MOF films
Caveat: Can be slow and may require careful surface chemistry for reproducible large-area films.
21 · 5.1.1. Solvothermal and hydrothermal methods for 2D-MOFs
Tune pore size, missing linkers, ligands, vacancies, dopants, and redox-active groups to balance ion transport, active sites, conductivity, and stability.
Claimed effects: Improves ionic conductivity, capacitance, catalytic activity, and transport, but can degrade electronic quality or durability if defects are excessive.
Controlling variables: pore size · defect density · dopant · ligand functional group · metal ratio · electrolyte · mass loading
Representative materials: UiO MOFs · Ni-BTC/IPA-x · Zn-MOF-derived carbon · Ni-Co LDH nanosheets
Caveat: The review stresses standardising electrolyte, current density, mass loading, and defect windows for fair comparisons.
28 · 7.1.3. Critical research gaps limiting translation and reliability
Use sealed, elevated-temperature reaction conditions to control 2D-MOF nucleation, morphology, defects, and crystal structure.
Claimed effects: Allows controlled morphology, defect concentration, and structural properties, but solvent choice and multistep conditions affect quality and reproducibility.
Controlling variables: solvent · temperature · pressure · reaction time · metal salt · organic ligand · modulator
Representative materials: CYCU-7 · CAU-11 · Ni/Co bimetallic MOF · Zn-MOF
Caveat: Scaling may suffer batch-to-batch inconsistency and lower yield; water-based and solvent-based methods can produce different defect populations.
21 · 5.1.1. Solvothermal and hydrothermal methods for 2D-MOFs
These are the review authors’ synthesis, not newly measured results.
The review repeatedly warns that electrolyte type, electrode mass loading, current density, device configuration, strain, light intensity and force must be standardised before comparing energy-harvesting metrics.
Evidence basis: review_reasoning
Caveat: This caveat should accompany any chapter use of the review's benchmarks.
9 · 2.3. Transition metal dichalcogenides
The review treats multi-technique characterization, including XRD, SEM, Raman, TEM/STEM, XPS, AFM/PFM and time-resolved spectroscopy, as necessary to verify interface quality and correlate it with device performance.
Evidence basis: review_reasoning
Caveat: Operando and in situ methods are still described as comparatively rare for MOF/TMD hybrids.
25 · 5.2.4. Other key methods
Scale-up is limited by yield, cost, surface defects, thickness non-uniformity, batch variability and device compatibility, especially when translating laboratory materials to commercial energy harvesters.
Evidence basis: multi_reference
Caveat: The review is prospective and does not provide a mature commercial roadmap.
26 · 6.1. Scalability and commercialization challenges
2D-MOFs and TMDs are presented as complementary: MOFs provide porosity, chemical tunability and active sites, while TMDs provide conductivity, catalytic edge states and strong optical absorption.
Evidence basis: multi_reference
Caveat: The review sometimes generalises across broad MOF and TMD subfamilies, so primary-paper confirmation remains necessary.
12 · 3. Synergy between 2D-MOFs and TMDs
Reported stability remains difficult to extrapolate because most protocols do not combine humidity, thermal cycling, UV exposure, electrical bias and mechanical fatigue under field-relevant conditions.
Evidence basis: review_reasoning
Caveat: This is a research-gap interpretation, not a measured result.
28 · 7.1.3. Critical research gaps limiting translation and reliability
Precise interface control during synthesis is described as fundamental because cooperative effects originate at the MOF-TMD interface.
Evidence basis: review_reasoning
Caveat: The review surveys route categories rather than extracting detailed recipes.
21 · 5. Fabrication and characterization techniques
The review argues that hybrid gains are not merely additive but arise at interfaces through band alignment, charge-transfer kinetics, and defect-mediated active-site generation.
Evidence basis: review_reasoning
Caveat: This is a synthesis claim; the review also notes the need to decouple intrinsic defect effects from interfacial synergy.
13 · 3.2. Mechanisms of synergy in energy harvesting
Piezoelectric and triboelectric harvesting are framed through symmetry breaking, surface morphology, polymer pairing and mechanical stress-response metrics.
Evidence basis: multi_reference
Caveat: The review notes that fully packaged PENG/TENG devices using hybrid materials remain at early development stages.
18 · 4.3. Piezoelectric and triboelectric energy harvesting
DFT and ML are presented as accelerators for predicting band offsets, work functions, defect effects and thermal properties, reducing candidate-screening time.
Evidence basis: single_reference
Caveat: The review highlights model quality and generalisation challenges.
20 · 4.4. Computational design and interface engineering
Guest-molecule or iodine loading can improve MOF electrical conductivity and thermoelectric power factor, but increased thermal conductivity may offset ZT gains.
Evidence basis: multi_reference
Caveat: Reported values are secondary and need primary extraction before quantitative ranking.
18 · 4.2.1. Energy conversion via heat gradients
For 2D-MOF-derived electrodes, pore size and pore hierarchy are linked to ion transport, rate capability and low-temperature electrochemical performance.
Evidence basis: multi_reference
Caveat: Electrochemical benchmarks are condition-sensitive and not thermoelectric measurements.
6 · 2.2.1. Properties and characteristics of 2D-MOFs
The review uses MoSe2/silicon and high-work-function interface examples to argue that TMD/MOF-adjacent interface design can improve photovoltaic PCE, Jsc, FF and Voc.
Evidence basis: multi_reference
Caveat: The photovoltaic examples include TMD/silicon and interface-layer systems, not always direct 2D-MOF/TMD devices.
17 · 4.1.2. Performance metrics
Thermoelectric discussion is organised around ZT = S2σT/κ, with hybrid interfaces expected to preserve charge transport while lowering thermal conductivity through phonon scattering.
Evidence basis: multi_reference
Caveat: The review reports few direct MOF/TMD thermoelectric devices; much of the thermoelectric discussion concerns TMDs or MOFs separately.
18 · 4.2.1. Energy conversion via heat gradients
TMD thermoelectric performance can be tuned by phase, field effect, dimensionality and nanostructuring, with low-dimensional assemblies reducing thermal conductivity.
Evidence basis: multi_reference
Caveat: Many claims derive from TMD-only work, not complete 2D-MOF/TMD thermoelectric devices.
18 · 4.2.2. Recent advancements
Type-II band alignment is treated as a central route to spatially separate electrons and holes, suppressing recombination at MOF/TMD heterojunctions.
Evidence basis: multi_reference
Caveat: Band offsets depend on composition and interface quality; defects or adsorbates can shift band edges.
13 · 3.2. Mechanisms of synergy in energy harvesting
Every row remains visibly secondary and links to a primary dossier only where the mapping is verified.
| Material | Property | Reported value | Context and quality | Primary evidence | Review source |
|---|---|---|---|---|---|
| SecondaryCu3BHT/MoS2 | specific capacitance | 329.9 F/g | Hybrid Cu3BHT grown on 1T(H)-MoS2; compared with approximately 155 F/g pristine MoS2 in Table 5 Table · Exact Reported | No verified corpus mapping | 20 · Table 5 · Table 5 |
| SecondaryCu3(HHTP)2 MOF with molecular iodine | thermoelectric power factor | 0.757 μW/m/K | Optimized through molecular iodine incorporation Text · Exact Reported | No verified corpus mapping | 18 · 4.2.1. Energy conversion via heat gradients |
| SecondaryFerroelectric metal-ligand cage composite device | peak output voltage and power density | 12.20 V; 14.85 μW/cm | Composite piezoelectric device based on MOF-like ferroelectric cage; review reports remnant polarization 6.84 μC/cm Text · Exact Reported | No verified corpus mapping | 20 · 4.3. Piezoelectric and triboelectric energy harvesting |
| SecondaryMoO3-interface MoSe2-based/silicon photovoltaic device | short-circuit current density | 31.4 mA/cm2 | High-work-function interface layer such as MoO3; Table 4 also reports PCE 28.96%, FF 80.8%, Voc 632 mV Table · Exact Reported | No verified corpus mapping | 15 · Table 4 · Table 4 |
| SecondaryMoS2 TMD nanoflake composite | thermoelectric power factor | 0.046-0.049 mW/m/K | Optimized morphology and concentration at 3 wt%-5 wt% MoS2 concentration Text · Range | No verified corpus mapping | 18 · 4.2.2. Recent advancements |
| SecondaryMoS2@VZnS//AC | energy density | 39.5 Wh/kg | Hybrid battery-supercapacitor; Table 5 reports approximately 25 Wh/kg for pristine MoS2 and 58.0% gain Table · Exact Reported | No verified corpus mapping | 20 · Table 5 · Table 5 |
| SecondaryMoSe2/silicon tandem photovoltaic | power conversion efficiency | 28.96% | Six-layer MoSe2 superlattice with optimized 40 nm SiO2 antireflective coating, compared with 23.28% c-Si cell in Table 5 Table · Exact Reported | No verified corpus mapping | 20 · Table 5 · Table 5 |
| SecondaryMoSSe Janus structure | piezoelectric coefficient | 0.058 C/m2; 0.081 C/m2 for MoSSe-BlueP heterojunction | Monolayer Janus MoSSe and van der Waals heterojunction with BlueP Text · Exact Reported | No verified corpus mapping | 19 · 4.3. Piezoelectric and triboelectric energy harvesting |
| Secondary1T'' MoTe2 | hole carrier mobility | 1434 cm2/V/s | Room temperature; thermoelectric TMD phase discussed in Section 4.2.1 and Table 4 Text · Exact Reported | No verified corpus mapping | 18 · 4.2.1. Energy conversion via heat gradients |
| Secondary1T'' MoTe2 | Seebeck coefficient | 750 μV/K | Reported as favourable Seebeck coefficient associated with high thermoelectric power factors Text · Exact Reported | No verified corpus mapping | 18 · 4.2.1. Energy conversion via heat gradients |
| SecondaryNi//Cu MOF and AC hybrid capacitor | energy density | 57 Wh/kg at 1500 W/kg | Hybrid capacitor at 1500 W/kg; maximum power density 48000 W/kg and 9 Wh/kg at 32 A/g also reported Text · Exact Reported | No verified corpus mapping | 17 · 4.1.2. Performance metrics |
| SecondaryTCNQ@Cu3(BTC)2 | electrical conductivity | 0.45 S/m | Guest molecule infiltration in MOF system; review notes thermal conductivity also increases Text · Exact Reported | research_0189 | 18 · 4.2.1. Energy conversion via heat gradients |
| SecondaryTMD nanoflake composite system | ZT | 0.04 at room temperature | Enabled by low thermal conductivity of 0.27 W/m/K in composite systems Text · Exact Reported | No verified corpus mapping | 18 · 4.2.2. Recent advancements |
Open questions are presented as review-author priorities, not conclusions from the primary database.
The field lacks robust design rules for defect densities that improve catalysis without degrading transport, mechanical integrity or stability.
Proposed direction: Use combinatorial designs and ML-assisted structure-property mapping across defect density, charge transport, catalysis and mechanical strength.
28 · 7.1.3. Critical research gaps limiting translation and reliability
Many methods remain energy-intensive, solvent-dependent or difficult to reproduce industrially.
Proposed direction: Prioritise mechanochemical, green-chemistry and eco-friendly synthesis routes with scalable quality control.
29 · 8. Conclusion
Electrolyte, mass loading, current density, strain, illumination, force, and device configuration are not consistently reported, limiting like-for-like comparison.
Proposed direction: Report and normalise device-relevant conditions alongside capacitance, PCE, power factor, output voltage/current and cycling retention.
11 · 2.3.2. TMDs in energy harvesting
Static XRD, SEM and XPS dominate, while dynamic ion migration, charge redistribution and strain evolution during operation remain under-characterised.
Proposed direction: Use operando X-ray absorption spectroscopy, time-resolved spectroelectrochemistry and advanced microscopy during device operation.
28 · 7.1.3. Critical research gaps limiting translation and reliability
Most studies remain materials-centric, with few fully packaged MOF/TMD energy harvesters, storage units, and power-management systems demonstrated under realistic conditions.
Proposed direction: Prioritise complete system demonstrations operating continuously for long periods in field-relevant environments.
28 · 7.1.3. Critical research gaps limiting translation and reliability
Long-term stability under coupled humidity, UV, temperature cycling, bias and mechanical stress is insufficiently explored.
Proposed direction: Adopt accelerated protocols combining high humidity, thermal cycling, UV exposure, electrical bias and failure-mode attribution.
28 · 7.1.3. Critical research gaps limiting translation and reliability
Commercial translation is limited by synthesis yield, batch-to-batch reproducibility, cost of ligands/precursors, thickness non-uniformity, and defects introduced at scale.
Proposed direction: Optimise synthesis yield, use cost-efficient precursors, and develop roll-to-roll, wafer-scale, flow-reactor and scalable exfoliation processes.
26 · 6.1. Scalability and commercialization challenges
The thermoelectric section relies heavily on separate TMD and MOF examples rather than mature 2D-MOF/TMD thermoelectric devices.
Proposed direction: Develop direct hybrid thermoelectric devices that quantify ZT, power factor, thermal conductivity, contact stability and cycling under temperature gradients.
18 · 4.2. Thermoelectric applications
Mappings show which printed review references have a verified counterpart in the frozen primary corpus.
| Reference | Study | Role and context | Corpus mapping |
|---|---|---|---|
| Ashraf et al. (2026)2026 | Synergistic of MOF-5/WSe2@g-C3N4 enhancing structural and electronic properties for superior hydrogen evolution reaction performance and electrochemical stability in advanced energy storage10.1016/j.jpcs.2025.112990 | hybrid_interface · energy_storage · HERUsed as a central example of 2D-MOF/TMD hybridization improving electrochemical stability and HER-related properties through charge transfer and structural robustness. | Unmapped |
| Bilc et al. (2021)2021 | Electronic and thermoelectric properties of transition-metal dichalcogenides10.1021/acs.jpcc.1c07088 | thermoelectric_context · TMD_transportCited with Ali et al. and Pallecchi et al. for low thermal conductivity and room-temperature ZT discussion in TMD composite systems. | Unmapped |
| Chen et al. (2024)2024 | Highly efficient organic/silicon hybrid solar cells with a MoO3 capping layer10.3390/nano14201630 | secondary_benchmark · photovoltaics · interface_layerUsed for interface-layer photovoltaic metrics and to support the review's argument that work-function alignment improves current collection and Voc. | Unmapped |
| Choudhary and Garrity (2024)2024 | InterMat: accelerating band offset prediction in semiconductor interfaces with DFT and deep learning10.1039/d4dd00031e | computational_design · DFT · machine_learningUsed to support the review's claim that DFT plus graph neural networks can predict band offsets and guide interface design. | Unmapped |
| Deng et al. (2020)2020 | In-plane assembly of distinctive 2D MOFs with optimum supercapacitive performance10.1016/j.isci.2020.101220 | secondary_benchmark · device_assembly · supercapacitorSelected device-level benchmark for a 2D-MOF hybrid capacitor with Ragone-relevant energy, power, and cycling stability. | Unmapped |
| Ge et al. (2020)2020 | Large thermoelectric power factor of high-mobility transition-metal dichalcogenides with 1 T ″ phase10.1103/physrevresearch.2.013134 | thermoelectric_benchmark · TMD_phase · transportSelected thermoelectric transport benchmark for mobility and Seebeck coefficient in 1T'' MoTe2. | Unmapped |
| Gonzalez-Juarez et al. (2023)2023 | Enhanced thermoelectric properties of a semiconducting two-dimensional metal–organic framework via iodine loading10.1021/acsami.2c20770 | thermoelectric_benchmark · MOF_transport · iodine_loadingSelected benchmark for molecular-iodine optimisation of a semiconducting 2D MOF's thermoelectric power factor. | Unmapped |
| Hosseini and Safarifard (2024)2024 | MoS2@MOF composites: design strategies and photocatalytic applications10.1016/j.mssp.2023.107892 | hybrid_design · photocatalysis · review_contextCited for design strategies and photocatalytic benefits of MoS2@MOF hybrids, especially improved photochemical stability and charge separation. | Unmapped |
| Hu et al. (2024)2024 | Tandem photovoltaics from 2D transition metal dichalcogenides on silicon10.1021/acsphotonics.4c00982 | secondary_benchmark · photovoltaics · TMD_siliconSelected for the review-reported MoSe2/silicon tandem photovoltaic PCE and comparison with c-Si cells. | Unmapped |
| Imran et al. (2024)2024 | Designing of high performance MoS2@VZnS//AC hybrid battery supercapacitor device for the electrochemical energy storage and glucose detection10.1088/1402-4896/ad295c | secondary_benchmark · battery_supercapacitor · hybrid_performanceUsed for a hybrid battery-supercapacitor benchmark and as an example of TMD hybrid systems outperforming pristine TMDs. | Unmapped |
| Miao et al. (2022)2022 | A facile morphology tunable strategy of Zn-MOF derived hierarchically carbon materials with enhanced supercapacitive performance through the solvent effect10.1039/d2dt02624d | pore_engineering · secondary_benchmark · supercapacitorSelected for pore hierarchy/pore-size tuning benchmarks and the review's caveat that pore and electrolyte conditions strongly affect electrochemical comparisons. | Unmapped |
| Pallecchi et al. (2020)2020 | Review on thermoelectric properties of transition metal dichalcogenides10.1088/2399-1984/ab92f4 | thermoelectric_context · TMD_transport · secondary_benchmarkUsed for TMD thermoelectric tunability and nanostructured MoS2 composite power factor benchmarks. | Unmapped |
| Prajesh et al. (2025)2025 | Flexible piezoelectric nanogenerator with a ferroelectric metal–ligand cage for self-powered sensor applications10.1021/acsaem.5c00269 | piezoelectric_benchmark · MOF_device · mechanical_energySelected MOF piezoelectric benchmark for output voltage, power density, and ferroelectric/piezoelectric confirmation. | Unmapped |
| Rana et al. (2022)2022 | Recent trends in 2D materials and their polymer composites for effectively harnessing mechanical energy10.1016/j.isci.2022.103748 | piezoelectric_context · triboelectric_context · mechanical_energyUsed for Janus TMD piezoelectric coefficients and 2D-material triboelectric polarity/output context. | Unmapped |
| Sun et al. (2023)2023 | Synergistic enhancement of capacitance of amorphous CuBHT/MoS2 hybrids10.1021/acs.energyfuels.3c01053 | secondary_benchmark · supercapacitor · hybrid_performanceSelected benchmark for capacitance gain in a CuBHT/MoS2 hybrid relative to pristine MoS2. | Unmapped |
| Talin et al. (2016)2016 | Metal–organic frameworks for thermoelectric energy-conversion applications10.1557/mrs.2016.242 | thermoelectric_context · MOF_transport · review_contextUsed to frame MOFs as low-thermal-conductivity thermoelectric materials and to note conductivity gains from guest-molecule infiltration. | research_0189 |