SILICON-NANOGRAPHITE AEROGEL-BASED ANODES FOR BATTERIES
20220336798 · 2022-10-20
Inventors
Cpc classification
Y02E60/10
GENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
H01M4/583
ELECTRICITY
H01M2004/021
ELECTRICITY
H01M4/133
ELECTRICITY
H01M10/0525
ELECTRICITY
International classification
H01M10/0525
ELECTRICITY
H01M4/36
ELECTRICITY
H01M4/583
ELECTRICITY
Abstract
The present invention relates to a silicon-nanographite aerogel for use as an anode in a battery, such as a lithium ion battery, comprising a matrix of nanographite flakes consisting of a mixture of graphene, multilayer graphene and graphite nanoplatelets, and silicon nanoparticles having a diameter between 1 nm and 100 nm, whereby the aerogel has a three-dimensional structure with pores between the flakes, whereby the specific surface area accommodates a volume expansion of the silicon nanoparticles of at least 400% during lithiation, and wherein the surfaces of the nanographite flakes are for 10 to 90% covered with nanoparticles of silicon or wherein the aerogel has a specific surface area between 10 and 500 m.sup.2/g as measured using a BET (Braunauer-Emmett-Teller). The invention also relates to a method of making the aerogel and an electrode comprising the aerogel.
Claims
1. A silicon-nanographite aerogel for use as an anode in a battery, such as a lithium ion battery, comprising a matrix of nanographite flakes consisting of a mixture of graphene, multilayer graphene and graphite nanoplatelets, and silicon nanoparticles having a diameter between 1 nm and 100 nm, whereby the aerogel has a three-dimensional structure with pores between the flakes, whereby the specific surface area accommodates a volume expansion of the silicon nanoparticles of at least 400% during lithiation, and wherein the surfaces of the nanographite flakes are for 10 to 90% covered with nanoparticles of silicon.
2. A silicon-nanographite aerogel for use as an anode in a battery, such as a lithium ion battery, comprising a matrix of nanographite flakes consisting of a mixture of graphene, multilayer graphene and graphite nanoplatelets, and silicon nanoparticles having a diameter between 1 nm and 100 nm, whereby the aerogel has a three-dimensional structure with pores between the flakes, whereby the specific surface area accommodates a volume expansion of the silicon nanoparticles of at least 400% during lithiation, and wherein the aerogel has a specific surface area between 10 and 500 m.sup.2/g as measured using a BET (Braunauer-Emmett-Teller).
3. The silicon-nanographite aerogel according to claim 1, wherein the surfaces of the nanographite flakes are for 10 to 90/o covered with nanoparticles of silicon and wherein the aerogel has a specific surface area between 10 and 500 m.sup.2/g as measured using the BET (Braunauer-Emmett-Teller).
4. The silicon-nanographite aerogel according to claim 1, wherein the amount of silicon nanoparticles is at least 3 wt %, wherein wt % are weight percentages of the total weight of the aerogel.
5. The silicon-nanographite aerogel according to claim 1, wherein at least 50% of the surfaces of the nanographite flakes are at least for 10% or 50% covered with nanoparticles of silicon.
6. The silicon-nanographite aerogel according to claim 1, whereby the ratio of nanographite to silicon is about 0.1 to 40:1.
7. The silicon-nanographite aerogel according to claim 1, wherein the nanographite flakes have a thickness between 0.34 nm and 100 nm and a length between 100 nm and 50 μm.
8. An electrode for use as an anode in a battery, such as a lithium ion battery, comprising the silicon-nanographite aerogel according to claim 1, and added untreated nanographite, and a binder, such as sodium alginate.
9. The electrode according to claim 8, whereby the electrode has a specific capacity of 455 mAh/g after 50 to 200 cycles with a coulombic efficiency of 97% at a current density of 100 mA/g.
10. The electrode according to claim 8, whereby an electrical conductivity of the electrode is in the range of 2.5×10.sup.3 kS/m to 10×10.sup.3 kS/m.
11. A method for manufacturing the silicon-nanographite aerogel according to claim 1, comprising the steps of: 1) dispersing the silicon particles in a water-soluble biodegradable, biocompatible, and nontoxic polymer solution, such as polyvinyl alcohol, 2) adding nanographite flakes consisting of a mixture of graphene, multilayer graphene and graphite nanoplatelets, 3) heating the aerogel to at least 500° C., in an inert atmosphere, thereby vaporizing the silicon particles, 4) cooling the aerogel to room temperature, thereby condensing the silicon vapor on the surfaces of the nanographite flakes, whereby the product obtained in step 4) is coated with carbon from vaporized carbon present in the polymer solution used in step 1).
12. The method according to claim 11, wherein the nanographite flakes have a thickness between 0.34 nm and 100 nm and a length between 100 nm and 50 μm.
13. The method according to claim 11, wherein the weight ratio of silicon to nanographite flakes is 0.1 to 40:1.
14. The method according to claim 11, wherein the condensed silicon nanoparticles have a diameter between 1 and 100 nm.
15. The silicon-nanographite aerogel according to claim 1, prepared by 1) dispersing the silicon particles in a water-soluble biodegradable, biocompatible, and nontoxic polymer solution, such as polyvinyl alcohol, 2) adding nanographite flakes consisting of a mixture of graphene, multilayer graphene and graphite nanoplatelets, 3) heating the aerogel to at least 500° C. in an inert atmosphere, thereby vaporizing the silicon particles, 4) cooling the aerogel to room temperature, thereby condensing the silicon vapor on the surfaces of the nanographite flakes, whereby the product obtained in step 4) is coated with carbon from vaporized carbon present in the polymer solution used in step 1).
Description
BRIEF DESCRIPTION OF THE DRAWINGS
[0063] The invention will now be explained more closely by the description of different embodiments of the invention and with reference to the appended figures.
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DETAILED DESCRIPTION
Definitions
[0071] As used herein “powder” means micrometer sized silicon. The size of the silicon powder particles is between 0.5 micrometer and 100 micrometer.
[0072] As used herein “nanoparticles” means silicon particles having a size of between 1 nanometer and 100 nanometer.
[0073] As used herein “nanographite” means graphite consisting of graphene, multilayer graphene, and graphite nanoplatelets, whereby the flakes have a thickness of between 0.34 nanometer and 100 nanometer and a length or lateral size between 100 nanometer and 50 micrometer.
[0074] As used herein “room temperature” means a temperature between 16 and 25° C.
[0075] As used herein “inert atmosphere” means an atmosphere devoid of reactive gases.
[0076] The invention relates to a silicon-nanographite aerogel comprising a matrix of nanographite flakes consisting of a mixture of graphene, multilayer graphene and graphite nanoplatelets, and silicon nanoparticles.
[0077] The silicon nanoparticles may have a diameter between 1 nm to 2 μm, or between 1 nm to 1 μm, or between 1 nm and 500 nm, or between 1 nm and 250 nm, or between 1 nm and 150, or between 1 nm and 100 nm, or between 5 and 100 nm. The silicon nanoparticles are made from silicon microparticles having a diameter between 0.5 μm and 100 μm, or between 0.5 μm and 50 μm, or between 0.5 μm and 25 μm, or between 0.5 μm and 10 μm, or between 0.5 μm and 5 μm, or between 0.5 and 1.5 μm.
[0078] The nanographite flakes may have a thickness between 0.34 nm and 100 nm, or between 0.34 nm and 75 nm, or between 0.34 nm and 60 nm, or between 0.34 nm and 50 nm.
[0079] The nanographite flakes may have a length between 100 nm and 50 μm, or between 100 nm and 25 μm, or between 100 nm and 10 μm.
[0080] The aerogel has a three-dimensional structure with pores between the flakes, whereby the specific surface area accommodates a volume expansion of the silicon nanoparticles of at least 400% during lithiation. The specific surface area of the aerogel can be used as a measure for the porosity of the aerogel. The aerogel may have a specific surface area between 10 and 750 m.sup.2/g as measured using a BET (Braunauer-Emmett-Teller). The specific surface area may be between 10 and 500 m.sup.2/g, or between 10 and 250 m.sup.2/g, or between 10 and 150 m.sup.2/g, or between 10 and 100 m.sup.2/g, or between 10 and 90 m.sup.2/g, or between 20 and 90 m.sup.2/g, or between 30 and 90 m.sup.2/g, or between 40 and 90 m.sup.2/g. The specific surface area may be around 1000 m.sup.2/g or less, or 750 m.sup.2/g or less, or 600 m.sup.2/g or less. In an aspect the specific surface area is 400 m.sup.2/g or less. In another aspect, the specific surface area is 125 m.sup.2/g or less, or 100 m.sup.2/g or less.
[0081] The surfaces of the nanographite flakes are covered with nanoparticles of silicon. The surfaces may be covered for 10 to 90% with nanoparticles of silicon. Some flakes may only be covered for 10 to 30%, while other flakes may be covered for 50 to 99%. At least 50 to 75% of the surfaces of the nanographite flakes may be for 10 to 90%, or 20 to 90%, or 30 to 90%, or at least for 20% or 50% covered with nanoparticles of silicon.
[0082] The surfaces of the nanographite flakes may be for 10 to 90% covered with nanoparticles of silicon and the specific surface area may be between 10 and 500 m.sup.2/g as measured using the BET (Braunauer-Emmett-Teller). Or the surface may be for 30 to 90% covered with nanoparticles of silicon and the specific surface area may be between 30 and 100 m.sup.2/g. Or the surface may be for 50 to 90% covered with nanoparticles of silicon and the specific surface area may be between 50 and 100 m.sup.2/g.
[0083] The amount of silicon nanoparticles in the aerogel may be at least 3 wt %, wherein wt % are weight percentages of the total weight of the aerogel. The amount may be at least 5 wt %, or at least 6 wt %, or between 3 and 100 wt %, or between 4 and 98 wt %, or between 6 and 80 wt %.
[0084] The ratio of nanographite to silicon may about 0.1 to 40:1, or 1:1 to 4:1. The ratio of nanographite to silicon may be about 1 to 4:1, or about 1.5 to 4:1.
[0085] The invention also relates to an electrode for use as an anode in a battery comprising the silicon-nanographite aerogel as defined anywhere above together with and added untreated nanographite, and a binder.
[0086] The electrode may comprise the silicon-nanographite aerogel comprising or consisting of a matrix of nanographite flakes consisting of a mixture of graphene, multilayer graphene and graphite nanoplatelets, and silicon nanoparticles having a diameter between 1 nm and 90 nm, whereby the nanographite flakes have a thickness between 0.344 nm and 90 nm and a length between 100 nm and 25 μm, and the amount of silicon nanoparticles in the aerogel may be at least 5 wt %, and the specific surface area is between 25 and 125 m.sup.2/g.
[0087] The binder may be selected from the group comprising or consisting of polyvinylidene fluoride (PVDF), sodium carboxymethyl cellulose (CMC), lithium polyacrylate (Li-PAA), sodium polyacrylate (PAANa), polyacrylic acid (PAA), chitosan, alginate, gelatine, poly(methacrylic acid), polyvinyl alcohol, polyamide, chitosan oligosaccharides, and the like. The binder may be sodium alginate.
[0088] The electrode may have a specific capacity of 455 mAh/g after 50 to 200 cycles, or after 100 to 200 cycles, or after 150 to 200 cycles, or after at least 200 cycles, with a coulombic efficiency of 97% at a current density of 100 mA/g.
[0089] The electrode may have an electrical conductivity of the electrode is in the range of 2.5×10.sup.3 kS/m to 10×10.sup.3 kS/m.
[0090] The invention also relates to a method for manufacturing the silicon-nanographite aerogel as defined anywhere above, comprising or consisting of the steps of:
[0091] 1) dispersing the silicon particles in a water-soluble biodegradable, biocompatible, and nontoxic polymer solution,
[0092] 2) adding nanographite flakes consisting of a mixture of graphene, multilayer graphene and graphite nanoplatelets,
[0093] 3) heating the aerogel to at least 500° C. in an inert atmosphere, thereby vaporizing the silicon particles,
[0094] 4) cooling the aerogel to room temperature, thereby condensing the silicon vapor on the surfaces of the nanographite flakes,
[0095] whereby the product obtained in step 4) is coated with carbon from vaporized carbon present in the polymer solution used in step 1).
[0096] The polymer solutions may be selected from the group comprising or consisting of polyacrylic acid, sodium alginate, nylon, polyethylene, polyester, Teflon, cellulose. The polymer solutions may be polyvinyl alcohol.
[0097] The silicon microparticles in step 1) may have a diameter between 0.5 μm and 100 μm, or between 0.5 μm and 50 μm, or between 0.5 μm and 25 μm, or between 0.5 μm and 10 μm, or between 0.5 μm and 5 μm.
[0098] The condensed silicon nanoparticles may have a diameter between 1 and 100 nm, or between 5 and 100 nm.
[0099] The method defined above may be used to manufacture a silicon-nanographite aerogel comprising or consisting of a matrix of nanographite flakes consisting of a mixture of graphene, multilayer graphene and graphite nanoplatelets, and silicon nanoparticles having a diameter between 1 nm and 90 nm, whereby the nanographite flakes have a thickness between 0.34 nm and 90 nm and a length between 100 nm and 25 μm, and the amount of silicon nanoparticles in the aerogel may be at least 5 wt %, and the specific surface area is between 25 and 125 m.sup.2/g.
[0100] Experimental
[0101] Materials and Methods
[0102] Polyvinyl alcohol (PVA) (Average molecular weight: 9000-10000) and sodium alginate were purchased from Sigma Aldrich. Nanographite (NG) was produced using a large-scale tube shear process that allows the high volume and low-cost production of nanographite-based devices according to routes described in Blomquist, N. et al. Large-scale production of nanographite by tube-shear exfoliation in water. PLoS One 11, 1-11 (2016), and Blomquist, N. et al. Metal-free supercapacitor with aqueous electrolyte and low-cost carbon materials. Sci. Rep. 7, 39836 (2017)., without further modification.
[0103] Nanographite is produced by hydrodynamic tube-shearing process which can produce large quantities of nanographite. This process produces micrometer-wide and nanometer-thick flakes of nanographite. The exfoliation occurs in an aqueous environment without using any toxic chemicals or organic solvents, making the process environmentally friendly.
[0104] Nanographite is a mixture of graphene, multilayer graphene, and graphite nanoplatelets. The particles are less than 100 nm thick. Silicon powder, with particle size about 1 μm, measured by SEM, was obtained from VestaSi Europe AB. 0.25 g of silicon was dispersed in PVA solution (2 wt %) under vigorous stirring for 30 min using Ultra-Turrax T25 with an S 25 N-10 G shear head at 10 k rpm. Then, 0.5 g of exfoliated nanographite was added to the suspension and stirred for 30 min to form a silicon/nanographite suspension. The suspension was stirred during heating at 90° C. using a magnetic stirrer at 1200 rpm to form silicon-nanographite hydrogels. The hydrogels were washed several times with distilled water and freeze dried at −30° C. for 24 h. Subsequently, the hydrogels were heat in a tube furnace at 800° C. for 2 h in a nitrogen atmosphere to form the silicon-nanographite aerogels (SNGA). A schematic of the preparation of SNGA is shown in
[0105] Material Characterization
[0106] Structural characterization was conducted using X-ray diffraction (XRD, Bruker D2 phaser) with Cu-Kα (λ=1.54184 Å) radiation in the 2θ range 10° to 80° with the step width 0.01°. Raman spectra of the samples were obtained using a Raman microscope (Horiba XploRA PLUS, laser excitation at 532 nm) in a frequency range of 50-3000 cm.sup.−1. The microstructure of the SNGA and surface morphology of the electrodes was investigated using a field emission scanning electron microscope at 2 kV (FESEM; MAIA3, TESCAN) and a transmission electron microscope at 300 kV (Tecnai F30). Thermogravimetric analysis of SNGA and Silicon was performed using the instrument Mettler Toledo TGA-1 in order to calculate the weight percentage of silicon in the SNGA structure. The sample was heated to 850° C. in nitrogen atmosphere at 20° C./min rate, followed by a 10 min isotherm at 400° C. Afterwards, the measurement was changed to oxygen atmosphere and heated from 400 to 1100° C. at 20° C./min heating rate.
[0107] Electrochemical Measurement
[0108] The SNGA, nanographite, and sodium alginate (as a binder) were mixed at a weight ratio of 60:30:10 using Ultra-Turrax T25 with an S 25 N-10 G shear head at 10 k rpm for 1 h. Sodium alginate was selected as a binder due to its rich content of carboxylic groups, high Young's modulus, and electrochemical stability, which significantly enhances the columbic efficiency, specific capacity, and cycle stability. The mixture of SNGA, NG and binder was deposited on copper foil (1 mg cm.sup.−2) to prepare the electrodes (label: SNGA/NG). Two reference electrodes were prepared by mixing i) nanographite and sodium alginate binder (weight ratio 90:10) labeled as NG and ii) silicon, nanographite and sodium alginate (weight ratio 21:69:10) labeled as SNG. The half cells of these electrodes were assembled in a glove box filled with highly pure argon gas (H.sub.2O<0.1 ppm and O.sub.2<0.1 ppm). Lithium metal foil was used as reference and counter electrode. The electrolyte used was LP40, that is, 1 M Lithium hexafluorophosphate (LiPF.sub.6 in a mixture of ethylene carbonate (EC) and diethyl carbonate (DEC) in a 1:1 weight ratio. Celgard 2325 was used as a separator.
[0109] Cyclic voltammetry (CV) tests were performed between 0.01 and 2.0 V at a scan rate of 0.1 mV s.sup.−1 using a VersaSTAT 4 Potentiostat. Galvanostatic charge-discharge tests of the cells were performed using a LabVIEW-based PXI system in a voltage range between 0 and 1.5 V at various current densities. The capacities and current densities were calculated based on the weight of the active materials (total weight of SNGA+NG in case of SNGA/NG electrode, weight of NG in case of NG electrode and total weight of Si+NG in case of SNG electrode) without binder. All of the electrochemical measurements were conducted at room temperature.
[0110] Results and Discussion
[0111] TGA measurement of the SNGA and Silicon was performed by heating/cooling in nitrogen atmosphere 30-850-400° C. with at the rate of 20° C./min. followed by 10 min. isotherm at 400° C. and is shown in
[0112] The XRD patterns of Si, NG, and SNGA are shown in
[0113] Raman spectroscopy was carried out to study the structural aspects of Si, NG and SNGA samples.
[0114] SEM images of the SNGA structure are shown in the
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[0116] Electrode Analysis
[0117] SEM images of the NG and SNGA/NG electrodes at 20 μm and 100 μm are shown in
[0118] The charging/discharging mechanism of the SNGA/NG electrode (as an anode) for lithium-ion batteries was investigated using CV. The CV measurements were performed on half cells in a voltage range between 0.01 to 2.0 V at a scan rate of 0.1 mV s.sup.−1 for five cycles as shown in
[0119] To study the electrochemical performance of the SNGA/NG electrode, galvanostatic charge-discharge measurements were conducted at a current density of 100 mA g.sup.−1 (equivalent to 0.09 C) in a voltage range of 0 to 1.5 V. Galvanostatic charge-discharge measurements of the NG and SNG electrodes were also conducted at the same current density and voltage range for comparison. The typical charge-discharge profiles of the SNGA/NG electrode at the 1.sup.st, 5.sup.th, 25.sup.th, 50.sup.th, 100.sup.th, and 200.sup.th cycles is shown in
[0120]
[0121] The electrodes SNGA/NG and SNG has the same percentage of silicon but there is a significant difference in their capacities and capacity retention.
[0122] The charge-discharge studies of the SNGA/NG, NG and SNG electrodes were conducted at different current densities of 0.1 A g.sup.−1 (0.09 C), 0.3 A g.sup.−1 (0.27 C), 0.5 A g.sup.−1 (0.45 C), and 1 A g.sup.−1 (0.9 C) and the corresponding results are provided in
[0123] The specific capacity of the SNGA/NG electrode for the first cycle is 1050 mAh g.sup.−1 (that is almost equivalent to the theoretical capacity 1084 mAh g.sup.−1 calculated based on the weight of the silicon and nanographite) which decreases to 603.1 mAh g.sup.−1 after 30 cycles measured at the current density of 0.1 A g.sup.−1. The capacity retention of SNGA/NG electrode is 57% for the 30.sup.th cycle. Comparing it with previous studies of pristine silicon, milled silicon and heat-treated silicon that show capacity retention of 33%, 32% and 52% respectively for 30.sup.th cycle measured at the current density of 0.1 A g.sup.−1. Further for 100th cycle, the capacity retention for SNGA/NG is 52% while for pristine silicon, milled silicon and heat-treated silicon the capacity retention is 17%, 31% and 19% respectively.
[0124] Jiang et. al. (Free-Standing Si/Graphene Paper Using Si Nanoparticles Synthesized by Acid-Etching Al—Si Alloy Powder for High-Stability Li-Ion Battery Anodes. Electrochim. Acta 188, 777-784 (2016)) have synthesized Si nanoparticles (size ˜ 10 nm) via acid-etching Al—Si alloy powder and further prepared the Si/GO paper followed by thermal reduction at 700° C. The electrochemical study reveals, the said electrode has capacity fade of 47% from initial capacity (3200 mAh g.sup.−1 to 1500 mAh g.sup.−1 for 3.sup.rd cycle). The capacity was calculated based on the weight of active silicon particles only. Based on these calculations, the SNGA/NG electrode, has capacity of 2365 mAh g.sup.−1 after 100 cycles which is 58% higher than this report..sup.33 Lyu et. al. has prepared silicon-based gel in which Si core is covered with phytic acid shell layers through a facile high-energy ball milling method. The capacity was calculated based on the weight of active silicon particles. The gel-based electrode has the capacity of 1300 mAh g.sup.−1 at 0.42 A g.sup.−1 while SNGA/NG electrode has shown the capacity of 1915 mAh g.sup.−1 at 0.5 A g.sup.−1 after 50.sup.th cycle. which is 47% higher than gel electrode.
[0125] In comparison with the above results, SNGA/NG electrode prepared using micron sized silicon particles have shown much better specific capacity and capacity retention. SNGA is prepared by simple, scalable, and cost-efficient method as compared with the methods explained above. The specific energy of SNGA/NG electrode was found to be 787 Wh kg.sup.−1 for the first cycle and for 200.sup.th cycle, the energy density was 341.25 Wh kg.sup.4 which is significantly higher than commercial automotive batteries based on the Si anodes.
TABLE-US-00001 TABLE 1 Comparison of specific capacities based on expected and actual weight percentage of nanosilicon and nanographite Contribution Expected in the Actual contribution specific Specific Contribution from capacity capacity from nanosilicon based on of the nanographite Expected in the Actual the actual No of SNGA/NG in specific weight of specific weight of weight of cycles electrode capacity nanosilicon capacity nanosilicon nanosilicon 30 603.1 mAh g.sup.−1 238.7 mAh g.sup.−1 10.41% 364.4 mAh g.sup.−1 6.2% 217 mAh g.sup.−1 200 455 mAh g.sup.−1 238.7 mAh g.sup.−1 6.2% 217 mAh g.sup.−1 6.2% 217 mAh g.sup.−1
[0126] From
[0127] Analyzing further for 200.sup.th cycle, the specific capacity of SNGA electrode is 455 mAh g.sup.−1, the expected contribution from nanosilicon in specific capacity is 218 mAh g.sup.−1, which corresponds to 6.2% of weight percent of nanosilicon in the final electrode. The theoretical value of the weight percentage of nanosilicon (6.2%) matches closely with the actual calculated value of 6.2%. This implies that the specific capacity is mainly due to silicon nanoparticles.
CONCLUSIONS
[0128] A simple, scalable, and cost-efficient method for the manufacturing of silicon nanoparticles attached to the nanographite flakes was studied and reported. The presence of silicon/silica nanoparticles attached to the nanographite flakes was confirmed from the SEM and TEM studies. The electrochemical measurements prove a stable specific capacity even at high current rates and good cyclic stability for aerogel-based electrodes. The electrodes show a specific capacity of 455 mAh g.sup.−1 for 200.sup.th cycles with a coulombic efficiency of 97% at a current density of 100 mA g.sup.−1. This performance is fully explained by the contribution of nanosilicon in the electrode. This electrode is made from a scalable and low-cost aerogel method. Electrode performance for 200.sup.th cycle i.e. 455 mAh g.sup.−1 corresponds to 341 Wh kg.sup.−1 which is higher value than currently reported best value of 260 Wh kg.sup.−1 in literature..sup.41 Measured nanosilicon weight was 6.2% and matches closely to the expected weight calculated from electrochemical performance of 6.2%.