Santanu 
            Ghora
          
          
        
       , 
      
        
          
            Rishika 
            Chakraborty
, 
      
        
          
            Rishika 
            Chakraborty
          
          
        
       , 
      
        
          
            Saheb 
            Bag
, 
      
        
          
            Saheb 
            Bag
          
          
        
       , 
      
        
          
            Mopidevi Manikanta 
            Kumar
, 
      
        
          
            Mopidevi Manikanta 
            Kumar
          
          
        
       and 
      
        
          
            C. 
            Retna Raj
 and 
      
        
          
            C. 
            Retna Raj
          
          
        
       *
*
      
Functional Materials and Electrochemistry Lab, Department of Chemistry, Indian Institute of Technology Kharagpur, Kharagpur, 721302, West Bengal, India. E-mail: crraj@chem.iitkgp.ac.in
    
First published on 26th December 2024
Electrically rechargeable zinc–air batteries (ZABs) are emerging as promising energy storage devices in the post-lithium era, leveraging the oxygen reduction reaction (ORR) and the oxygen evolution reaction (OER) at the air cathodes. Efficient bifunctional oxygen electrocatalysts, capable of catalyzing both the ORR and OER, are essential for the operation of rechargeable ZABs. Traditional Pt- and RuO2/IrO2-based catalysts are not ideal, as they lack sufficient bifunctional ORR and OER activity, exhibit limited long-term durability, require high overpotentials and are expensive. In contrast, non-precious metal-based catalysts, including transition metal phosphides (TMPs), have gained significant attention for their promising bifunctional catalytic properties, making them attractive candidates for ZABs. Despite encouraging lab-scale achievements, translating these advancements into market-ready applications remains challenging due to suboptimal energy performance. Rationally engineered bifunctional TMPs hold great potential for overcoming these challenges and meeting the requirements of rechargeable ZABs. This feature article reviews recent progress in the development of TMP-based catalysts for ZABs, providing a comprehensive overview of ZAB fundamentals and strategies for catalyst design, synthesis, and engineering. A particular emphasis is placed on widely studied bifunctional Fe, Co, and Ni phosphides, along with approaches to enhance their catalytic performance. Key performance metrics are critically evaluated, including the potential gap (ΔE) between the ORR and the OER, specific capacity, peak power density, and charge–discharge cycling stability. Finally, this feature article discusses the challenges faced in TMP-based ZABs, proposes strategies to address these issues, and explores future directions for improving their rechargeability to meet the demands of commercial-scale energy storage technologies.
The growing demand for clean energy is directing attention towards sustainable and environmentally friendly energy technologies. Aqueous rechargeable metal–air batteries (MABs) are particularly promising for meeting sustainability objectives and providing a reliable power supply. Their semi-open design facilitates a continuous intake of air from the atmosphere, contributing to both reduced weight and cost-effectiveness. MABs typically comprise a metal anode (such as lithium, magnesium, aluminum, iron, calcium, or zinc), a porous air cathode, and an electrolyte. Specifically, aqueous lithium–air batteries (LABs) require a lithium-ion conducting separator to mitigate the risk of violent reactions between the lithium anode and water. The operational mechanism of rechargeable MABs involves the stripping and plating of the metal anode, along with the oxygen reduction reaction (ORR) and oxygen evolution reaction (OER) occurring at the air cathode during the discharge and charge cycles, respectively. LABs exhibit a remarkable theoretical energy density of 3458 W h kg−1 and a cell voltage of 2.96 V.5 However, the high cost and reactivity of lithium present significant challenges for the design and safe operation of LABs, undermining their longevity and market competitiveness.6 Although non-aqueous electrolytes can support higher energy densities, they often compromise on cost and safety. In comparison, aluminum–air (Al–air) and magnesium–air (Mg–air) batteries demonstrate impressive theoretical energy densities of 2796 W h kg−1 and 2840 W h kg−1, with operating voltages of 2.71 V and 3.09 V, respectively, which are comparable to those of LABs.7 Nevertheless, their practical applications are largely restricted by anode corrosion induced by the hydrogen evolution reaction (HER) and issues related to non-rechargeability stemming from thermodynamic limitations. Conversely, zinc–air (Zn–air) and iron–air (Fe–air) batteries can be rechargeable when their air cathodes are bifunctionally active. Zinc–air batteries (ZABs) offer several advantages, including enhanced safety, high stability, a cell voltage of 1.65 V, a theoretical energy density of 1084 W h kg−1, low cost (∼$10 per kW h), and abundant availability of raw materials (Fig. 1).8,9
|  | ||
| Fig. 1 Radar plot comparing the theoretical OCV, specific capacity, specific energy density, cost of metal anodes of Li-ion, Zn–air, Mg–air, Al–air, and Fe–air batteries. | ||
The first primary ZAB was developed in the 1870s using Pt-loaded porous carbon.10 Subsequent efforts11 aimed at creating practical devices continued until the 1930s, when Heise and Schumacher12 successfully manufactured and commercialized the first alkaline ZAB, featuring a waterproof porous carbon air cathode and a 20% sodium hydroxide electrolyte. By the late 1950s, miniaturized primary ZABs were demonstrated for low-current consumer applications, including hearing aids, remote communications, and railway signalling devices. Over time, primary ZABs evolved into rechargeable variants, significantly expanding their application range.13,14 However, the rise of LIBs in the late 1990s led to a decline in ZAB development. A turning point emerged in the 2000s as the limitations of LIBs became increasingly apparent, spurring renewed interest in ZAB technology. Current research, driven by advancements in nanotechnology and materials chemistry, is focused on enhancing the overall performance of ZABs. For a comprehensive overview of the history of ZABs and the various catalysts utilized in air cathodes, readers are encouraged to refer to the relevant literature.15
Despite substantial research on the development of rechargeable ZABs, the commercialization aspect has not significantly expanded since their initial market introduction in 2017 by NantEnergy (formerly fluidic energy). The company reported a limited energy density of approximately 35 W h kg−1, with no further breakthroughs reported to date.16 Notably, a groundbreaking development in zinc–air hybrid flow batteries has been shown to outperform LIBs. The battery storage costs approximately $250 per kW h for an 8-hour system, decreasing to $100 per kW h for a 32-hour system and $60 per kW h for 100 h.17 In contrast, LIBs typically cost roughly $300 per kW h for durations exceeding eight hours. This advancement could potentially transform the utility-scale energy-storage market.
The slow electron transfer kinetics associated with the ORR and OER at the air-cathode, as well as parasitic reactions and the HER at the anode, pose significant challenges in the advancement of efficient rechargeable ZABs. The HER not only corrodes the zinc anode but also reduces the overall lifespan of the battery. The direct four-electron reduction of oxygen to water is highly preferred, as the two-electron reduction generates hydrogen peroxide (HO2−), which can poison active sites and damage battery components due to its strong oxidizing properties. The air-cathode for a rechargeable ZAB requires an efficient bifunctional electrocatalyst that can facilitate the ORR and OER electron transfer kinetics at low overpotential. The ORR and OER involve complex reaction mechanisms with different active sites. The traditional Pt/C and Ir/Ru-based catalysts exhibit significant activity for the ORR and OER, respectively. However, these catalysts lack bifunctional oxygen electrocatalytic activity and demonstrate suboptimal long-term stability. Moreover, their less abundance largely limits their practical applications. In practical scenarios, the operating voltage of ZABs typically falls below 1.2 V, despite their standard cell voltage being 1.65 V (RHE). This voltage loss is primarily attributed to polarization effects in the ZABs, resulting in a notably low energy efficiency of <60%.
|  | (1) | 
The theoretical specific capacity of ZABs is 820 mA h gZn−1. However, several studies report the specific capacities exceeding the theoretical capacity without any rationale.18,19 It is hypothesized that this discrepancy is possibly due to the lack of high-precision methods for measuring mass changes and the difficulty in cleaning the discharged anodes of the by-products that adhere firmly to the anode surface.
| Energy density = specific capacity × discharge voltage | (2) | 
| Power density = current density × voltage | (3) | 
|  | (4) | 
The discharge voltage of ZABs is generally lower than the charge voltage due to internal resistance and other factors.
|  | (5) | 
The inverse of the coulombic efficiency is often called the charging factor.
|  | (6) | 
In the pursuit of efficient non-precious electrocatalysts, transition metal-based materials, including oxides, sulfides, carbides, nitrides, and phosphides, have been extensively investigated for oxygen electrocatalysis. One of the major concerns in bifunctional oxygen electrocatalysis is that the ORR and OER processes have distinctive reaction pathways that require different active sites, necessitating careful selection of the catalyst. To facilitate efficient electron transfer kinetics for both the ORR and OER, the binding of oxygen species during bifunctional electrocatalysis must be optimized. Atomic-scale engineering of catalysts is a powerful approach to modulate the electronic structure, achieving optimal catalyst binding strength. The encapsulation of the active catalyst inside heteroatom-doped graphitic carbon, creating cation and anion vacancies, doping with metal cations, and heterostructuring have been explored to modulate the electronic properties.24–33
It is essential to recognize that metallic M–M bonds coexist with both P–P and M–P bonds, providing the materials with enhanced chemical stability and mechanical strength. This coexistence also facilitates comprehensive compositional modifications of TMPs, resulting in the formation of metal-rich phosphides (MxPy; x > y), stoichiometric phosphides (MxPy; x = y), and phosphorus-rich phosphides (MxPy; y > x).39 Phosphorus-rich TMPs typically demonstrate greater activity toward the OER due to their abundant P–P bonding. Under high positive potentials, the phosphorus atoms oxidize into inorganic phosphate species and (oxy)hydroxides, which enhances surface wettability and significantly improves catalytic performance.40 TMPs serve as pre-catalysts and the surface oxide/(oxy)hydroxide species generated on oxidation are the true active form of the electrocatalyst.41 Metal-rich TMPs (MP or M2P) with abundant metallic M–M bonding, exceptional chemical stability, and electronic conductivity exhibit great OER activity as was first observed in 1989 by Kupka and Budniok.42
 ; M, M′ = Fe, Co, Ni) have been obtained by reducing metal carbonyl or metal acetylacetonate precursors with oleylamine in the presence of a phosphidating agent and non-coordinating co-solvents.49 The M
; M, M′ = Fe, Co, Ni) have been obtained by reducing metal carbonyl or metal acetylacetonate precursors with oleylamine in the presence of a phosphidating agent and non-coordinating co-solvents.49 The M![[thin space (1/6-em)]](https://www.rsc.org/images/entities/char_2009.gif) :
:![[thin space (1/6-em)]](https://www.rsc.org/images/entities/char_2009.gif) P ratio of TMPs can be adjusted by varying the amount of the phosphidating agent and reaction temperature.50 The solvothermal synthesis of phase pure CoP required harsh reaction conditions in terms of the TOP quantity and reaction temperature compared to Co2P.51 While monodisperse phase-pure TMPs have been synthesized via a solvothermal method, the complex procedures involving high-boiling, flammable solvents, and air-free experimental setups significantly limit their scalability. A notable disadvantage of the solvothermal method is the requirement for oxygen-free synthetic environments, typically achieved using a glove box or Schlenk line.
P ratio of TMPs can be adjusted by varying the amount of the phosphidating agent and reaction temperature.50 The solvothermal synthesis of phase pure CoP required harsh reaction conditions in terms of the TOP quantity and reaction temperature compared to Co2P.51 While monodisperse phase-pure TMPs have been synthesized via a solvothermal method, the complex procedures involving high-boiling, flammable solvents, and air-free experimental setups significantly limit their scalability. A notable disadvantage of the solvothermal method is the requirement for oxygen-free synthetic environments, typically achieved using a glove box or Schlenk line.
        To mitigate the problems associated with conventional solid-state strategies, our group has demonstrated universal solid-state strategies for the synthesis of heteroatom-doped carbon-encapsulated TMPs.61–65 The nitrogen-doped carbon encapsulated MoP and WP core–shell nanostructures were synthesized in two steps using phytic acid (PA) as a phosphidating agent.61 This method involves the (i) self-assembling of polyoxometalate (M = Mo/W) and PA on the positively charged polyethylenimine (PEI) backbone, leading to the formation of supramolecular aggregates, and (ii) thermal decomposition of the aggregate in an inert atmosphere at 800 °C (Fig. 3). The metal precursors and PA are anionic due to the presence of abundant negatively charged oxygen atoms, while PEI is positively charged. The electrostatic and hydrogen bonding interactions of PA and the metal precursor with PEI are crucial for regulating the growth of metal phosphide. The key advantage of this method is the use of environmentally friendly PA as a phosphidating agent, while the supramolecular aggregate serves as the source of metals, P, N, and C. The mechanism involves the carbothermal reduction of the metal precursor and the subsequent phosphidation. Thermal annealing of the mixture of metal precursor and PA yields the corresponding pyrophosphate (MP2O7) underscoring the pivotal role of PEI. The self-assembled polyoxometalate is initially converted to pyrophosphate and then carbothermally reduced and phosphidated during the reaction. Furthermore, PEI facilitates the self-assembling of the metal precursors and PA, and serves as a carbon source for reducing the metal precursors. Subsequently, with the insights gained from the synthesis of MoP and WP core–shell nanostructures, we developed a novel approach for the general synthesis of TMPs using a single source precursor without additional phosphidating agents. The synthesis approach is very simple, and the product yield is very high. This approach involves the carbothermal reduction of a transition metal polypyridyl complex with the hexafluorophosphate counter anion to the corresponding TMP encapsulated with heteroatom-doped graphitic carbon.62–64 In this method, the polypyridyl complex serves as a single-source precursor, with the counter anion serving as the phosphorous source. The growth of TMP largely depends on the amount of carbon. The growth of TMPs is highly dependent on the carbon content; an adequate amount of carbon, derived from either the coordinating ligands or external sources such as sucrose or melamine, is essential for the formation of phase-pure TMPs. In contrast, insufficient carbon results in the exclusive formation of pyrophosphate.62 For instance, the thermal annealing of the tris(2,2′-bipyridine)cobalt(II) bis(hexafluorophosphate) ([Co(bpy)3](PF6)2) or the bis(2,2′:6′2′-terpyridine)cobalt(II) bishexafluorophosphate ([Co(terpy)2](PF6)2) complex produces only CoP2O7 while the bis(4′-pyridyl-2,2′:6′2′-terpyridine)cobalt(II)bis(hexaflurophosphate) ([Co(pyterpy)2](PF6)2) complex yields the desired phase pure CoP. However, [Co(terpy)2](PF6)2 as well as [Co(bpy)3](PF6)2 complexes yield the desired CoP in the presence of a large excess of melamine or sucrose. Heteroatom-doped carbon-encapsulated phosphides of Co, Fe, and Ni were synthesized from the corresponding polypyridyl complexes using melamine/dicyanamide for electrochemical water splitting and bifunctional oxygen electrocatalysis (Fig. 4).62–64 The thermal decomposition of the hexafluorophosphate anion produces PF5(g) in the temperature range of 200 to 600 °C66 and the in situ generated PF5(g) is believed to phosphidate the metal. The annealing temperature significantly influences the crystallinity and electrocatalytic activity of the materials. The TMPs synthesized at 900 °C exhibit high crystallinity and enhanced activity compared to those obtained at lower temperatures.63 In the synthesis of FeP, the encapsulating carbon was doped with nitrogen and phosphorus. The hexafluorophosphate anion acted as a phosphidating agent for metal and a doping agent of P.63 The doping of phosphorus into carbon was not observed in the synthesis of other metal phosphides and the mechanism of P doping is not fully understood. The major advantage of this synthetic method is the high purity and crystallinity of TMPs, and the encapsulation of TMPs within graphitic carbon. The encapsulation enhances both the durability and catalytic activity of the TMPs. The synergistic interaction between the TMP core and the heteroatoms of the encapsulating carbon shell improves the catalytic performance. However, the TMP nanostructures obtained in this carbothermal reduction approach have a wide particle size distribution, ranging from 10 to 150 nm.
|  | ||
| Fig. 3 Synthesis of MoP and WP core–shell nanostructures using phytic acid (PA) as a phosphidating agent. The TEM images of WP and MoP are given in the inset. Adapted from ref. 61. | ||
The size and shape of the nanoscale electrocatalysts play a decisive role in the catalytic activity primarily due to the change in the geometric and electronic properties. The effect of the particle size is closely linked to the catalyst's surface area, where variations in the size influence the coordination of surface atoms and, consequently, catalytic performance. It is well established that decreasing the particle size enhances catalytic activity; smaller particles not only provide a larger surface area but also exhibit modified intrinsic properties.67 We successfully synthesized nitrogen and phosphorus-doped carbon-encapsulated OsP2 (OsP2@NPC) nanoparticles with an average size of 1.8 nm to achieve high electrocatalytic activity through a solid-state approach.65 This involved the thermolysis of a homogeneous mixture of TPP, melamine, and ammonium hexachloroosmate(IV) at elevated temperature, resulting in near-monodispersed OsP2@NPC. TPP serves both as a phosphidating and a doping agent (Fig. 5). Notably, thermal annealing of the osmium complex and melamine in the absence of TPP produced osmium nanoparticles encapsulated in nitrogen-doped carbon, underscoring the critical role of TPP in the phosphidation process. Interestingly, the nanosized OsP2@NPC demonstrated exceptional electrocatalytic activity.
|  | ||
| Fig. 5 Synthesis of OsP2@NPC using TPP as a phosphidating agent. Reproduced with permission from ref. 65. Copyright 2019 Royal Society of Chemistry. | ||
The P/M ratio, the reaction temperature and time, and the nature of the phosphidating agent significantly influence the growth and the properties of resulting TMPs. Nickel phosphides with different compositions, including M-rich phases (Ni2P and Ni5P4) and P-rich phases (NiP2 and NiP3), were obtained by adjusting the P/M ratio.68 The metal-rich phosphides are known for their metallic character,69 while the P-rich phosphides are highly stable in acidic media and exhibit promising catalytic activity.70 In the impregnation-pyrolysis approach for the controlled synthesis of palladium phosphides (Pd3P, Pd5P2, and PdP2), the crystal phase of the phosphides is determined by fine-tuning the Pd/P ratio.71 These PdmPn catalysts exhibit varying catalytic performances despite having closely similar morphologies. Similarly, the degree of phosphidation of cobalt during the synthesis of CoxPy is controlled by adjusting the ratio of cobalt to phosphorus precursors.72 The growth of monometallic phosphides and heterostructured phosphides from the same precursors has been achieved by tuning the reaction temperature. For instance, thermal annealing of the supramolecular gel precursor made of phosphidating agent PA, graphene oxide, Brij 58, and Co precursor CoCl2·6H2O at 900 °C in a reducing atmosphere yielded a CoP–Co2P heterostructure. In contrast, annealing the same gel precursor at 800 °C and 1000 °C yielded CoP and Co2P, respectively.73
The electrodeposition of phosphorus alloys with transition metals like Ni and Co dates back to the 1950s.74 A Ni or Co alloy containing a maximum of 15% phosphorus was obtained in an acidic solution with phosphites and chloride or sulfate metal precursors at 75 °C, with current density ranging from 5 to 30 A dm−2. The direct electrochemical growth of TMPs was further advanced between 1980s and 1990 with various bath compositions.75 Early studies primarily focused on Ni and Co-based phosphides, with most electrochemical deposits resulting in amorphous materials. For instance, Ni- and Co-based phosphorus alloys (phosphides) were galvanostatically deposited at different current densities from a deposition bath containing NaH2PO2, sodium acetate, H3BO3, and NH4Cl, along with the appropriate amount of metal precursor under normal temperature and pressure conditions.76,77 The electrochemically grown amorphous Ni–Co–P and Co–P were thermally transformed into crystalline Co2P and Ni5P2 at 773 K. Since then, various mono- and bimetallic phosphides have been electrochemically synthesized for different applications.78,79 Additives such as glycine, oxalic acid, sodium citrate, boric acid, etc. have been utilized to control the electrodeposition. Various conducting substrates like carbon paper, carbon fibres, Pt, and nickel have been employed for deposition.
A reductive electrosynthetic approach is demonstrated recently for the synthesis of trimetallic Ni–Co–Mn phosphide using a structure-regulating agent P123 in an acidic electrolyte.36 The morphology and composition of the trimetallic TMP are tailored by controlling the current density, deposition time, and bath composition. P123 played a crucial role in regulating the growth of porous Ni–Co–Mn–P. It non-covalently interacts with the metal precursors and adsorbs on a particular crystal facet. Such adsorption largely reduces the surface energy and favors the growth of selected facets. The pulse electrodeposition with the dynamic hydrogen bubble template approach has been demonstrated to produce hierarchically porous TMPs like NiCu–P, Ni–Fe–P, Cu–Co–Px, etc. (Fig. 6).80–82 The hydrogen bubbles generated on the electrode surface during the electroreduction of metal ions serve as a template for the convenient generation of a highly porous 3D dendritic structure. The phosphidating agent H2PO2− is also reduced to P during the reduction of metal ions on the electrode surface and diffuses to the metallic crystal lattice and yields TMPs. The pulse electrodeposition approach often yields hydrophilic/superhydrophilic TMPs as evidenced by small contact angles80,83 and electrocatalytically high activity. The hydrogen bubble template significantly increases the electrochemically active surface area of the catalyst and the surface morphology and surface structure can be conveniently tailored by tuning the bath composition and pH, and electrochemical deposition parameters. The current collector (substrate) plays a significant role in regulating the surface morphology and porosity of TMPS. Carbon cloth and metal (Ni and Cu) foams/foils have been widely used and the metal foam substrates afford highly porous TMPs.
|  | ||
| Fig. 6 (a) Schematic representation of pulse electrodeposition of TMPs using the dynamic hydrogen bubble template approach. (b)–(i) Corresponding FESEM image of synthesized porous TMPs. Reproduced with permission from ref. 82. Copyright 2019 American Chemical Society. | ||
Two primary mechanisms for the electrodeposition of TMPs have been proposed: (i) direct and (ii) indirect mechanisms. In the direct mechanism, the precursor phosphorus oxyacid is partially reduced to hypophosphite in the negative potential region. The electrochemically generated hypophosphite is further reduced to P (eqn (7) and (8)).84,85 It is important to note that the metalloids cannot be deposited alone; however, they can be co-deposited with the metals (induced co-deposition).84 The metal cations and the hydrogen ions are reduced at negative potential to metal and hydrogen. The direct reduction of hypophosphite and metal ions is expected to produce an M–P alloy with a high P content (eqn (9) and (10)). In contrast, the indirect mechanism involves the in situ generation of PH3 and the subsequent deposition of the M–P alloy (eqn (11) and (12)). The efficiency of the indirect mechanism is reported to be low as the generation of PH3 from phosphorus oxyacid depends on the H+ reduction. For a more comprehensive understanding of the electrodeposition mechanisms, readers are encouraged to consult the relevant literature.84,86,87
| H2PO3 + 2H+ + 2e → H2PO2− + H2O | (7) | 
| H2PO2− + H+ + e → P + 2H2O | (8) | 
| M2+ + 2e → M0 | (9) | 
| nM0 + P → M–P | (10) | 
| H2PO3 + 6H+ + 6e → PH3 + 3H2O | (11) | 
| 2PH3 + 3M2+ → 2P + 3M + 6H+ | (12) | 
|  | ||
| Fig. 7 (a) Polarization curves illustrating the bifunctional electrocatalytic activity of CoP integrated with heteroatom-doped carbon. (b) Charge–discharge cycling performance at 1 mA cm−2 of the rechargeable ZAB. Reproduced with permission from ref. 99. Copyright 2017 Wiley. | ||
Our group developed a novel approach for synthesizing heteroatom-doped graphitic carbon encapsulated monometallic TMPs (CoP, FeP, and Ni2P) using a single-source precursor (vide supra) and investigated their bifunctional oxygen electrocatalytic activity. The heteroatom-doped carbon-encapsulated CoP (NC-CoP), derived directly from [Co(pyterpy)2](PF6)2 without additional carbon and nitrogen sources, exhibited ΔE of only 0.84 V though it could promote the 4-electron reduction of oxygen to water, with an onset potential and a limiting current density of 0.82 V and 5.2 mA cm−2 (1600 rpm).62 It has limited ZAB performance, suffering over 2.5% voltaic efficiency loss after 30 h of charge–discharge cycling (Fig. 8). The limited bifunctional activity of NC-CoP can be attributed to the insufficient amount of heteroatom-doped carbon, which is necessary for synergistically enhancing the oxygen electrocatalysis and protecting the active CoP catalyst from aggregation and surface passivation. Moreover, the NC-CoP catalyst has the Brunauer–Emmett–Teller (BET) specific surface area of only 120 m2 g−1 with a small average pore size of 3.8 nm. On the other hand, the CoP catalyst (CoP@NC) synthesized from [Co(bpy)3](PF6)2 in the presence of an additional carbon and nitrogen source (melamine) demonstrated improved bifunctional oxygen electrocatalytic activity with a ΔE of 0.75 V. The BET surface area (190 m2 g−1) and the average pore size (21 nm) of CoP@NC are significantly higher than those of NC-CoP (vide supra). Unlike the NC-CoP catalyst, CoP particles in CoP@NC are encapsulated with nitrogen, resulting in a synergistic interaction between the core CoP and the encapsulating nitrogen-doped carbon (NC). This synergistic effect improves the electron transfer kinetics for the ORR.62–64 The observed decrease in ΔE (∼ 100 mV) compared to NC-CoP underscores the critical importance of the surface area and the encapsulation of the active catalyst with heteroatom-doped carbon. The rational heterostructure engineering of CoP@NC further improves the oxygen bifunctional activity (vide infra).
|  | ||
| Fig. 8 (a) Polarization curves illustrating the bifunctional electrocatalytic activity of NC-CoP. (b) Charge–discharge cycling performance at 5 mA cm−2 of the rechargeable ZAB. | ||
The FeP nanoparticles encapsulated within a N, P dual-doped graphitic carbon matrix (FeP@NPC) synthesized via carbothermal reduction-assisted phosphidation showed excellent catalytic activity for both the ORR and OER. The ORR onset potential was measured to be 0.975 V, which is comparable to that of the state-of-the-art Pt/C catalyst while displaying a small ΔE of 670 mV in 0.1 M KOH (Fig. 9). The ZAB exhibited a peak power density of 190.15 mW cm−2, an energy density of 706.5 W h kgZn−1, and a specific capacity of 785 mA h gZn−1 at 50 mA cm−2.63 Remarkably, the ZAB retained its initial voltaic efficiency, exhibiting only 0.9% loss after extended charge–discharge cycles. The bifunctional activity of FeP@NPC is significantly higher than that of the other FeP catalysts obtained from iron phytate precursors. The enhanced activity is attributed to the synergistic interaction between the FeP core and the encapsulating defect-rich carbon network, increased oxygen affinity, and modulation of the electronic properties of the carbon network due to phosphorus doping, as well as the substantial presence of pyridinic nitrogen (approximately 57%), which interacts favorably with FeP. Oxygen-containing species, including FeOOH/Fe–OH generated on the surface during the anodic sweep, efficiently catalyze the OER. FeP@NPC is highly active towards electrochemical water splitting and the ZAB could power an alkaline water-splitting cell for over 24 h without any significant attenuation of OCV. The ideal integration of the heteroatom-doped graphitic carbon with the FeP core boosts the bifunctional activity and durability. A wood-derived monolithic FeP catalyst showed good oxygen electrocatalytic activity with a ΔE of 680 mV.102 The DFT studies indicated that FeP facilitates the activation of water molecules, promoting the efficient dissociation of water to generate H+ ions necessary for the ORR. The ZAB delivered a specific capacity of 805 mA h gZn−1 at 10 mA cm−2, although the peak power density is limited to 144 mW cm−2. Furthermore, the solid-state ZAB delivered a peak power density of 59 mW cm−2 and maintained long charge–discharge cycling stability for over 40 h.
|  | ||
| Fig. 9 (a) Polarization curves of FeP@NPC and CoP@NC-Ru demonstrating their bifunctional oxygen activity. (b) Discharge polarisation curve of FeP@NPC showing the power density. Adapted from ref. 63 and 105. | ||
Nickel phosphide-based catalysts demonstrate significant potential for electrochemical water splitting due to their efficient formation of the oxygen intermediate *OOH.106,107 However, investigations into the ORR activity of nickel phosphides remain limited, likely due to the inferior activity of the pristine nickel phosphides.108,109 The MOF-derived NixP-NPC hybrid catalyst exhibits good bifunctional oxygen activity, characterized by an ORR onset potential of ∼0.9 V and an average H2O2 yield of 20%.110 Notably, the catalyst fails to produce a well-defined ORR polarization curve, indicating sluggish electron transfer kinetics. Despite these limitations, the ZAB utilizing this catalyst achieves a power density of 266 mW cm−2 and demonstrates charge–discharge stability for ∼30 hours. It is surprising to observe such high-power density when the ORR kinetics is sluggish with an average H2O2 yield of 20%.
|  | ||
| Fig. 10 Cyclic voltammogram illustrating the effect of surface-engineering on the surface covered with nickel. (a) As-synthesized and (b) surface-engineered Ni2P@NPC. Adapted from ref. 64. | ||
|  | ||
| Fig. 11 (a) Galvanostatic charge–discharge cyclability of the Ni2P@NPC-based ZAB at 5 mA cm−2. (b) Voltaic efficiency plots of Ni2P@NPC||Zn. Reproduced with permission from ref. 64. Copyright 2024 Wiley. | ||
The cation vacancy defects also modulate the electronic properties of TMPs and improve their catalytic performance. Cation vacancy-rich TMPs are very promising for electrochemical water splitting.117 However, the bifunctional oxygen electrocatalytic performance of cation vacancy-rich TMPs is not explored. The cation vacancy defects in TMPs can enhance the ORR reaction kinetics and deliver high discharge specific capacity.
Doping of a second metal into TMPs has a profound influence on the electrocatalytic activity toward water splitting120 as in the case of vacancy engineering. It alters their intrinsic properties and boosts the electrocatalytic performance. The metal-doping effect on the bifunctional oxygen electrocatalysis has recently been explored. The metal-doped (Mn, Cu, Cr, Co, etc.) TMPs deliver power density in the range of 40 to 224 mW cm−2 and OCV ranging from 1.35 to 1.5 V.121–124 The doping of Cu into Co2P weakens the binding of adsorbed oxygen intermediates and accelerates the ORR electron transfer kinetics.125 A specific capacity of 736 mA h gZn−1 and a power density of 236 mW cm−2 were achieved with the ZAB. The doping of Co into the FeP lattice modifies the d-band center of Fe and accelerates the proton-coupled electron transfer reaction for the 4-electron reduction of oxygen to water.126 The theoretical studies showed that the d-band center of Co-doped FeP is closer to the Fermi level compared to the undoped FeP. The Co-doped FeP has excellent oxygen electrocatalytic activity with a ΔE of 650 mV and a power density of 152 mW cm−2 is achieved with the ZAB. The device has extended charge–discharge cycling stability for 800 hours at 10 mA cm−2 without significant change in the voltage gap. The quasi-solid ZAB delivers a power density of 72 mW cm−2 and an OCV of 1.44 V and it has good charge–discharge cyclability for >150 cycles (Fig. 12). The W-doped Co2P catalyst has effectively facilitated the four-electron reduction of oxygen, exhibiting a half-wave potential of 0.86 V and a ΔE of 0.72 V.124 Notably, the specific capacity due to utilizing this catalyst is reported to be 881 mA h g−1, exceeding the theoretical specific capacity of zinc, which is 820 mA h g−1. Additionally, Fe-doped CoP has been evaluated for use in Li–O2 batteries and exhibited a high discharge-specific capacity.127 The incorporation of a sufficient amount of second metal into the lattice of parent TMPs leads to the formation of bimetallic phosphides. This integration modifies the electronic properties and enhances electron transfer kinetics at the bimetallic interface. By employing surface engineering and electronic modification strategies, the electrocatalytic properties of monometallic TMPs have been optimized. The addition of oxophilic metals, such as Co, is anticipated to further regulate the electronic properties and improve catalytic activity.
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| Fig. 12 (a) Plot illustrating the OCV of a quasi-solid-state ZAB based on CoFeP@NBC. (b) Discharge polarization and corresponding power densities curves of the quasi-solid-state ZAB. Inset in (a) is the digital image of the ZAB. Reproduced with permission from ref. 126. Copyright 2024 Wiley. | ||
The bimetallic TPMs based on Ni, Co, and Fe have shown promising oxygen bifunctional activity with ΔE values of 0.66 V to 0.86 V and specific capacity in the range of 602–793 mA h g−1 at 10 mA cm−2, and a power density of 122–183 mW cm−2 is achieved128–131 (Table S3, ESI†). Despite their superior water-splitting performance, the oxygen electrocatalytic activity of these bimetallic TMPs remains relatively modest. The FeNiP bimetallic nanostructure supported on nitrogen- and phosphorus-doped carbon catalyzes the ORR and the OER at low overpotential.132 OER current density as high as 100 mA cm−2 was achieved at an overpotential of 470 mV and a ΔE of 0.8 V, and is comparable to those of most of the monometallic phosphides. The specific capacity (602.7 mA h g−1) and power density (163 mW cm−2) obtained with the ZAB are not superior to those of the monometallic phosphide-based device. FeCoP2 embedded into graphene-like carbon exhibited moderate bifunctionality with a ΔE of 0.814 V and battery performance with a maximum power density of 122.5 mW cm−2 and a charge–discharge cycle lifetime of 160 h.128 In a recent study, MoCoP supported on nitrogen- and phosphorus-doped carbon showed outstanding electrocatalytic performance towards the ORR and OER with an ORR onset potential of 0.96 V and an OER current density of 50 mA cm−2 at an overpotential of 369 mV with an ΔE of 0.66 V.129 The enhanced catalytic activity is attributed to increased surface hydrophilicity and electronic modulation resulting from the incorporation of molybdenum (Mo) as a second metal. Partial density of states (PDOS) analysis revealed (i) strong d–d orbital interactions between Co and Mo, which favor high electronic mobility, and (ii) an upward shift of the Co 3d orbitals toward the Fermi level, further enhancing catalytic performance. The MoCoP-based ZAB exhibited impressive cycling stability for 300 hours with an OCV of 1.50 V, outperforming ZABs based on monometallic phosphides (Fig. 13). The CoFeP bimetallic phosphide embedded in a N, P dual doped carbon matrix has been studied for both liquid and solid-state ZABs. The liquid ZAB exhibited a peak power density of 143.5 mW cm−2 and could run for more than 200 h during the charge–discharge cycle. The solid-state device displayed a peak power density of 72.6 mW cm−2.131
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| Fig. 13 Plots illustrating (a) the OCV, (b) discharge capacity, and (c) charge–discharge cycling stability of the MoCoP-NPC based rechargeable ZAB. Reproduced with permission from ref. 129. Copyright 2023 Wiley. | ||
The ORR activity of many bimetallic TMPs remains suboptimal, despite their notable performance in the OER. It is important to recognize that the mechanisms underlying the ORR and OER are fundamentally distinct, involving different active sites and complex multistep processes. Consequently, it is not reasonable to assume that all catalysts exhibiting strong OER activity will also demonstrate effective ORR activity. Design and synthesis of bimetallic TMPs with rationally selected metals that have distinct catalytic activity for the ORR and OER is required. Further investigations are also needed to elucidate the relationship between the electronic structure and the catalytic properties of these bimetallic phosphides.
The heterostructure based on V-doped crystalline Fe2P and V-doped amorphous FePOx encapsulated in phosphorous-doped graphene (V-Fe2P/FePOx@PG) demonstrated to have enhanced catalytic performances towards the ORR (E1/2 = 0.84 V) and OER (η10 = 270 mV).142 The PDOS analysis showed a higher density of states at the Fermi energy level for the heterostructure compared to the individual counterpart (V-Fe2P and V-FePO4) supporting the enhanced electrical conductivity of V-Fe2P/FePO4. The bifunctional catalytic performance of the heterostructured catalyst was evaluated by fabricating an air cathode for ZABs. The energy device showed extended cycling stability for 600 h with a peak power density of 137 mW cm−2 and a specific capacity of 642 mA h gZn−1. The synergistic effect between the crystalline V-Fe2P core, amorphous FePO4, and phosphorous-doped graphene accounts for enhanced catalytic activity and long-term durability. The ternary heterostructure consisting of FeP, Fe2P, and Cu3P coated with an ultrathin layer of phosphorus-doped carbon showed encouraging bifunctional activity with a ΔE of 0.74 V,143 a high specific capacity of 815 mA h gZn−1 and a peak power density of 158 mW cm−2 with a long cycle life of 1100 cycles at 2 mA cm−2. The carbon layer on the ternary heterostructure affords long cycling stability. The Co-based heterostructured phosphides are largely investigated for bifunctional oxygen electrocatalysis.139,144–146 The interfacial interaction between CoP and Co2P of the ZIF-derived CoP@Co2P heterostructure supported on nitrogen and phosphorus-doped carbon network boosts the electron transfer kinetics of the oxygen electrocatalytic reactions.145 The ZAB device based on this heterostructure delivered a high OCV of 1.56 V, a specific capacity of 689 mA h g−1, and a peak power density of 215 mW cm−2 with outstanding charge–discharge cycling stability for >580 h. The interfacial interaction between the phosphides modulates the electronic structure and optimizes the adsorption of oxygen intermediates, facilitating the reaction kinetics. The modulation of the energy barrier for an efficient oxygen electrocatalytic reaction has recently been demonstrated by incorporating a Cu3P/CoP heterostructure onto hollow porous nitrogen-doped carbon nanospheres.146 The holistic structural optimization resulting from the favorable interactions between the two phosphides and the nitrogen-doped carbon yields a high turnover frequency of 2.62 s−1 at 0.85 V for the ORR. However, the ORR diffusion-limited current density is significantly below the theoretically expected 6 mA cm−2 at 1600 rpm. SCN poisoning tests indicate that the Cu3P/CoP heterostructure is not well protected within the carbon shell, suggesting that the core heterostructure is primarily responsible for the observed catalytic activity. Theoretical studies reveal that strong coupling between the two phosphides reduces the energy barrier for the reaction. The ZAB device exhibits decent energy performance, showing a specific capacity of 765 mA h gZn−1 (∼93% of the theoretical capacity of zinc) and cycling stability exceeding 300 hours. The chemical nature of heteroatoms doped onto the carbon support has a vital role in controlling the catalytic activity of the heterostructure.147 The introduction of S onto the carbon network modulates the electronic properties of the N-doped carbon support and improves the electrocatalytic activity. The theoretical calculations showed that the carbon site connected to the S site is the main active site of the catalyst. The S-doping negatively shifts the d-band center of the carbon site making facile desorption of the adsorbed species, thereby enhancing the intrinsic activity of the catalyst. The integrated heterostructured catalyst with S- and N-doped carbon supports has good oxygen activity (ΔE = 0.684 V) and the ZAB has outstanding charge–discharge cycling stability for >900 h. The heterostructure engineering of CoP3 with oxygen vacancy-rich CeO2 regulates the electronic structure of CoP3 and generates sufficient catalytically active sites for the OER/ORR.148 The assembled ZAB delivered a large energy density (871 W h kgZn−1) owing to the high specific surface area and improved electrical conductivity of the CoP3/CeO2/C catalyst. The role of CeO2 is explained by the transformation that occurs between Ce3+ and Ce4+ states, which is responsible for reversible oxygen ion exchange and also acts as an effective buffer for the storage and release of oxygen.149,150 The integration of metal nanoparticles with TMPs is a promising approach to improve the catalytic properties of TMPs due to charge transfer from the metal center to the heterojunction interface.138,151,152 The heterostructured catalyst based on Co and Fe2P embedded/encapsulated inside nitrogen and phosphorus-doped porous carbon has outstanding activity towards the ORR and OER with a ΔE of 0.685 V.138 The catalyst is highly durable and retains >95% of the initial current for the ORR for a long period and the catalyst retains its phase purity after the durability test. The ZAB device delivered a maximum power density of 233 mW cm−2 and has superior charge–discharge cycling stability for >180 h. The coupling of Co with Fe2P electronically optimizes the adsorption energy of the intermediate species due to possible charge transfer from Co to Fe2P as illustrated by the theoretical studies (Fig. 14). The bamboo-like nitrogen-doped carbon nanotube confined-Co/Co2P heterojunction catalyst obtained by the pyrolysis of ball-milled precursors containing cobalt salt, melamine, and TPP has profound catalytic activity.153 The heterojunction catalyst highly favors the ORR with an E1/2 = 0.9 V higher than that of the commercial Pt/C catalyst though the diffusion-limited current density is lower than the theoretical current density of 6 mA cm−2. The self-reconstruction of the catalyst generates the OER active species and efficiently catalyzes the OER. Interestingly the zinc–air flow battery showed outstanding charge–discharge cycling stability for >1000 h. The device maintained the charge–discharge voltage gap even after being shelved for 3 days, with no change in energy efficiency and delivered a maximum power density of 330 mW cm−2. A major advantage of the zinc–air flow battery is its ability to significantly reduce dendritic growth, as the flowing electrolyte effectively rinses the anode surface and prevents the deposition of solid products and dendritic growth.
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| Fig. 14 The free energy diagram for Fe2P(111)–Co(111), Co(111), and Fe2P(111). Reproduced with permission from ref. 138. Copyright 2022 Royal Society of Chemistry. | ||
Recently, our group demonstrated the surface tailoring of nitrogen-doped carbon-encapsulated CoP (CoP@NC) nanostructures with an ultralow amount (0.56 atomic%) of Ru.105 The surface-tailored heterostructure exhibited outstanding trifunctional electrocatalytic activity toward the ORR, OER, and HER (Fig. 15). The surface modification significantly shifted the ORR E1/2 (66 mV positive shift) and increased the limiting current density by 26.8%. A notable decrease in ΔE (130 mV) supported the enhanced oxygen electrocatalytic performance induced by surface tailoring. The Ru particles modulated the electronic structure and boosted the catalytic activity. Strong synergistic electronic interactions through interfacial polarization between CoP and Ru nanoparticles promoted ORR and OER kinetics. The in situ-generated oxygen-containing species of high-valent Ru and Co served as active sites for the OER, while CoP, coupled with the encapsulating nitrogen-doped carbon, enhanced ORR activity. The experimental results aligned well with DFT calculations, which indicated that the introduction of Ru led to charge redistribution (Fig. 16) in the CoP nanostructure, thereby regulating the Gibbs free energy of the catalyst. Ru tailoring increased the density of states near the Fermi level, thereby improving electronic conductivity. The homemade ZAB device delivered a respectable specific capacity of 780 mA h gZn−1 and a high OCV of 1.51 V. The device retained its initial energy performance with a minimal voltage efficiency loss of 1.1% after 300 cycles. Interestingly, the heterostructured catalyst efficiently catalyzed the electrochemical water-splitting reaction, showing a low cell voltage of 1.47 V at 10 mA cm−2 and maintaining a stable current density of 25 mA cm−2 for 25 hours at 1.60 V.
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| Fig. 15 Schematic illustration of bifunctional electrocatalytic performances of CoP@NC-Ru towards the ORR, OER, and HER. Adapted from ref. 105. | ||
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| Fig. 16 (a) Electrocatalytic ORR activity of CoP@NC-Ru, (b) OCV of rechargeable ZABs. (c) and (d) Plot displaying the redistribution of charge density before (c) and after (d) surface trailing of CoP@NC with Ru. Reproduced with permission from ref. 105. Copyright 2024 American Chemical Society. | ||
The Pourbaix diagrams of transition metals and P show that TMPs have limited electrochemical stability in the high positive potential region. The transition metal and P species are not thermodynamically stable beyond OER onset potential (>1.23 V) at all the pHs. The corrosion of metals and the formation of a passive oxide or oxyhydroxide layer are inevitable. The formation of such a passive layer prevents the further dissolution of the metal. On the other hand, the P species transform into soluble species above the OER potential at all pHs. The leaching of P species and the in situ partial or complete transformation of metal species into oxide or oxyhydroxide species is now well established. The complete reconstruction of TMPs occurs only when the passivating layer is sufficiently thick. However, the TMPs undergo complete transformation when the potential is swept to a high positive side for an extended period of time.157 These reactions can be kinetically slow depending on the nature of TMPs, electrolytes, and the extent of potential sweep. The TMPs serve as a pre-catalyst and the surface reconstruction of TMPs during positive potential sweep generates the corresponding metal oxide or oxyhydroxy species.63 The in situ generated oxide or oxyhydroxide species serve as a catalyst for the OER. The XPS and XRD analyses of the post-OER durability test sample show a characteristic signature for metal-oxyhydroxide species and the loss of the XPS signature for P.63 The unoxidized TMPs at the core often considered to afford good conductivity to the catalyst, enhancing the catalytic activity.
Engineering TMPs through metal doping, creating anion/cation vacancies, and forming heterostructures with other materials (e.g., sulfides, carbides, oxides, metals, and nitrides) modulates their electronic properties and enhances bifunctional catalytic activity. Encapsulating TMPs with heteroatom-doped graphitic carbon significantly improves durability and boosts the ORR activity through a synergistic effect. The charge transfer interactions between the heteroatoms and TMPs enhance catalytic performance and reduce ΔE, making these catalysts highly suitable for rechargeable ZABs. The carbon shell prevents loss of the electrochemically active surface area by suppressing unwanted catalyst aggregation and dissolution. Surface-tailoring of heteroatom-doped carbon-encapsulated TMPs with nanoscale metal particles optimizes the adsorption energy of oxygen intermediates, facilitating favorable adsorption and desorption.
A benchmarking protocol to evaluate the bifunctional activity of cathodes and the energy storage performance of ZABs is lacking in the literature. In evaluating the ORR activity of TMPs, the number of electrons transferred should be determined using rotating ring-disk electrode (RRDE) analysis rather than rotating disk electrode (RDE) analysis, as the number of electrons involved depends on the potential. Many studies inaccurately report electron transfer numbers based solely on RDE analysis, which is inappropriate for quantifying hydrogen peroxide production. Catalysts that promote the 4-electron reduction of oxygen to water are ideal for ZABs, as excessive hydrogen peroxide generation can impair overall performance. Furthermore, it is recommended (i) evaluating ORR and OER catalytic activity in terms of exchange current density rather than relying solely on the Tafel slope, as the latter is often misrepresented; (ii) calculating faradaic efficiency for the OER, as the oxidation of low-valent metals to high-valent states can contribute to current at high positive potentials; (iii) calibrating the RDE system, since the ORR limiting current density should not exceed the theoretical maximum of ∼6 mA cm−2 at 1600 rpm, contrary to some reported values (>6 mA cm−2); and (iv) probing the surface structural changes of TMPs during the ORR and OER using in operando techniques. The kinetics of the ORR largely determines the discharge capacity of ZABs. Catalysts with sluggish ORR kinetics are suboptimal for ZAB applications. The role of heteroatom-doped carbon encapsulation in the OER remains poorly understood, and identifying active sites is crucial for elucidating the electron transfer mechanism in the ORR and its structure–property relationship. Therefore, establishing a comprehensive mechanism that links the structure and activity of various TMPs is essential. Advanced in operando studies could provide valuable mechanistic insights in this context. The stoichiometric ratio of metal to phosphorus (M/P) in TMPs significantly impacts their electrocatalytic performance. However, systematic exploration of the M/P ratio's effect on oxygen electrocatalysis is lacking, despite some studies demonstrating its influence in water splitting. Further investigations are needed to systematically examine the role of the M/P ratio in bifunctional oxygen electrocatalysis, enabling a deeper understanding of the correlation between the electronic structure and the catalytic properties.
Engineered TMPs exhibit remarkable catalytic and electron-transfer capabilities. However, they often fail to maintain structural integrity during prolonged operational cycles, particularly at high current densities. Surface oxidation of TMPs is a prevalent issue, leading to a decline in catalytic performance and, consequently, the charge storage efficiency over time. Suitable encapsulation of TMPs with a uniform thin layer of graphitic carbon can prevent such extensive surface oxidation. The choice of electrolyte significantly influences the charge storage performance of ZABs, including parameters such as energy density and lifespan. Currently, highly alkaline electrolytes (6 M KOH) are predominantly used in ZABs due to their ability to enhance catalytic activity. However, these electrolytes are corrosive to both the anode and cathode, which compromises long-term stability. In contrast, neutral or near-neutral electrolytes present an opportunity to mitigate corrosion and undesired side-product formation on the anode, potentially extending the ZAB lifespan. Nonetheless, the bifunctional oxygen electrocatalytic activity in neutral electrolytes is sluggish, highlighting the need for the development of suitable oxygen electrocatalysts that facilitate efficient electron transfer kinetics for both the ORR and OER. Additionally, the depth of discharge in rechargeable ZABs, an important parameter for practical applications, remains largely underexplored and warrants further investigation.158,159 Currently, the lab-scale demonstration of ZABs for practical applications is limited to powering alkaline water splitting and desalination devices, digital timers, and charging supercapacitors.27,31,63,160 Further works are essential to bring ZAB technology for industrial-scale applications.
Although numerous TMPs have been synthesized over the past decade, standardized protocols for their large-scale synthesis, crucial for the commercial development of ZAB technology, remain absent. Existing synthetic methods, such as hydrothermal and solid-state approaches, face several challenges, including high energy consumption, low yields, time-intensive processes, and uncontrolled growth of the product. Moreover, these methods present additional challenges, such as the need to remove capping agents in hydrothermal synthesis and the generation of toxic byproducts during solid-state synthesis. Consequently, the development of environmentally friendly, straightforward, and cost-effective methods for the large-scale synthesis of TMPs is urgently needed. Recent studies suggest that artificial intelligence (AI) and machine learning (ML) offer significant potential for the rational design and engineering of TMPs. These tools can facilitate the screening of catalytic activity and the evaluation of energy storage performance, thereby accelerating the commercialization of the ZAB technology.
| Footnote | 
| † Electronic supplementary information (ESI) available. See DOI: https://doi.org/10.1039/d4cc05498a | 
| This journal is © The Royal Society of Chemistry 2025 |