Earticle

This study used a total of 205,565 datasets of 'voltage', 'current', '°C', and 'time(s)' to systematically analyze the properties and performance of solid electrolytes. As a method for characterizing solid electrolytes, a linear regression model, one of the machine learning models, is used to visualize the relationship between 'voltage' and 'current' and calculate the regression coefficient, mean squared error (MSE), and coefficient of determination (R^2). The regression coefficient between 'Voltage' and 'Current' in the results of the linear regression model is about 1.89, indicating that 'Voltage' has a positive effect on 'Current', and it is expected that the current will increase by about 1.89 times as the voltage increases. MSE found that the mean squared error between the model's predicted and actual values was about 0.3, with smaller values closer to the model's predictions to the actual values. The coefficient of determination (R^2) is about 0.25, which can be interpreted as explaining 25% of the data.

전고체 배터리는 차세대 배터리의 유력 후보 중 하나로 특히 미래 전기차 산업을 이끌 핵심 부품으로 주목받고 있다. 본 연구에서는 글로벌 소셜미디어인 레딧(Reddit)의 전고체 배터리 관련 댓글 10,280건을 분석하여 전고체 배터리와 관련된 정책 이슈 및 대중의 관심사를 파악한다. 수집된 글로벌 데이터에 빈도분석, 연관규칙분석, 토픽모델링 등 텍스트마이닝 기법과 감성분석을 적용하여 세계적 동향을 읽고, 이를 우리 정부의 전고체 배터리 발전전략과 비교 및 관련 국가R&D의 정책적 방향을 제시하고자 한다. 분석 결과, 2016년부터 2021년까지의 전고체 배터리 이슈에 대한 전반적인 감성은 긍정이 50.5%, 부정이 39.5%로 긍정인 것으로 나타났다. 또한 세부 감성을 분석한 결과, 대중들은 전고체 배터리에 대해 신뢰와 기대를 가지고 있음과 동시에 해결되지 않은 기술적 문제들에 대한 두려움과 우려의 감정이 공존함을 알 수 있었다. 본 연구에서는 전고체 배터리와 관련된 핵심 이슈 도출을 위한 텍스트마이닝 분석 방법을 적용하였고, 정부 정책 분석을 바탕으로 한 하향식 접근방법과 대중의 인식을 분석하는 상향식 접근방법을 수용하여, 보다 포괄적인 동향 분석 방법을 제시하였다.

All-solid-state batteries are one of the promising candidates for next-generation batteries and are drawing attention as a key component that will lead the future electric vehicle industry. This study analyzes 10,280 comments on Reddit, which is a global social media, in order to identify policy issues and public interest related to all-solid-state batteries from 2016 to 2021. Text mining such as frequency analysis, association rule analysis, and topic modeling, and sentiment analysis are applied to the collected global data to grasp global trends, compare them with the South Korean government's all-solid-state battery development strategy, and suggest policy directions for its national research and development. As a result, the overall sentiment toward all-solid-state battery issues was positive with 50.5% positive and 39.5% negative comments. In addition, as a result of analyzing detailed emotions, it was found that the public had trust and expectation for all-solid-state batteries. However, feelings of concern about unresolved problems coexisted. This study has an academic and practical contribution in that it presented a text mining analysis method for deriving key issues related to all-solid-state batteries, and a more comprehensive trend analysis by employing both a top-down approach based on government policy analysis and a bottom-up approach that analyzes public perception.

The increasing demand for high-performance energy storage systems has highlighted the limitations of conventional Li-ion batteries (LIBs), particularly regarding safety and energy density. All-solid-state batteries (ASSBs) have emerged as a promising next-generation energy storage system, offering the potential to address these issues. By employing nonflammable solid electrolytes and utilizing high-capacity electrode materials, ASSBs have demonstrated improved safety and energy density. Automotive and energy storage industries, in particular, have recognized the significance of advancing ASSB technology. Although the use of Li metal as ASSB anode is promising due to its high theoretical capacity and the expectation that Li dendrites will not form in solid electrolytes, persistent problems with Li dendrite formation during cycling remain. Therefore, the exploration of novel high-performance anode materials for ASSBs is highly important. Recent research has focused extensively on alloy-based anodes for ASSBs, owing to their advantages of no dendrite formation and high-energy density. This study provides a comprehensive review of the latest advancements and challenges associated with alloy-based anodes for ASSBs.

All solid state thin film micro-batteries consisting of lithium metal anode, an amorphous LiPON electrolyte and cathode of vanadium oxide have been fabricated and characterized, which were fabricated with cell structure of Li/LiPON/V$_2$O$\sub$5/Pt. The vanadium oxide thin films were formed by d.c. reactive sputtering on Pt current collector. After deposition of vanadium oxide films, in-situ growths of lithium phosphorus oxynitride film were conducted by r.f. sputtering of Li$_3$PO$_4$ target in mixture gas of N$_2$ and O$_2$. The pure metal lithium film was deposited by thermal evaporation on thin film LiPON electrolyte. The cell capacity was about 45${\mu}$Ah/$\textrm{cm}^2$ $\mu\textrm{m}$ after 200 cycle. No appreciable degradation of the cell capacity could be observed after 50 cycles .

흑연은 낮은 탈/리튬화 전압, 372 mAh/g의 높은 이론 용량, 낮은 가격 및 긴 수명 특성을 가져 지난 30년 동안 리튬이 온전지 음극 재료로 활용되었다. 최근 무기 고체 재료로 구성되어 높은 안정성을 가지는 전고체 리튬이온전지는 전기자동차 및 차세대 에너지 저장 장치로 엄청난 주목을 받고 있지만, 전고체 리튬이온전지 시스템에 잘 구동되는 흑연 연구는 부족한 실정이다. 그래서 우리는 탄소재료 표면에 존재하여 저항층으로 작용하는 비정질 탄소를 흑연으로부터 제거하여 흑연의 전기전도도 향상을 통해 황화물계 전고체 전지 음극 흑연 재료의 성능 향상을 유도했다. 400, 500 및 600 ℃ 공기 열처리된 흑연의 X-ray diffraction (XRD) 분석 결과, (002) 피크 반치폭(FWHM)이 bare 흑연보다 줄어들어 열처리 후 흑연의 결정성이 향상됨을 보였다. 또한 열처리 후 흑연의 결정성이 증가할수록 방전 용량, 초기 쿨롱효율(ICE) 및 수명 특성이 증가함을 확인했다. 500 ℃ 공기 열처리 한 흑연의 경우 331.1 mAh/g 및 ICE 86.2%와 10사이클 수명 측정 후 92.7%의 높은 용량 유지율을 나타내었다.

Graphite has been used as an anode material for lithium-ion batteries for the past 30 years due to its low de-/lithiation voltage, high theoretical capacity of 372 mAh/g, low price, and long life properties. Recently, all-solid-state lithium-ion batteries (ASSLB), which are composed of inorganic solid materials with high stability, have received great attention as electric vehicles and next-generation energy storage devices, but research works on graphite that works well for ASSLB systems are insufficient. Therefore, we induced the performance improvement of ASSLB anode electrode graphite material by removing the amorphous carbon present in the carbon material surface, acting as a resistive layer from the graphite. As a result of X-ray diffraction (XRD) analysis using heat treated graphite in air at 400, 500, and 600 ℃, the full width at half maximum (FWHM) at (002) peak was reduced compared to that of bare graphite, indicating that the crystallinity of graphite was improved after heat treatment. In addition, the discharge capacity, initial coulombic efficiency (ICE) and cycle stability increased as the crystallinity of graphite increased after heat treatment. In the case of graphite annealed in air at 500 ℃, the high capacity retention rate of 331.1 mAh/g and ICE of 86.2% and capacity retention of 92.7% after 10-cycle measurement were shown.

The preparation and electrical properties of LIPON electrolyte were investigated in order to fabricate all solid state thin film battery. The LIPON thin film was deposited by r.f. sputtering of Li$_3$PO$_4$ target in O$_2$-N$_2$ mixtures. The LIPON deposited at N$_2$+10% O$_2$ ratio had a conductivity at 25 $^{\circ}C$ of 1.8${\times}$10$\^$-6/S/cm. The ion conductivity of the LIPON films decreased as the O$_2$ content of the process gas increased.

All-solid-state thin-film lithium-ion batteries are important in the development of next-generation energy storage devices with high energy density. However, thin-film batteries have many challenges in their manufacturing procedure. This is because there are many factors, such as substrate selection, to consider when producing the thin film multilayer structure. In this study, we compare the fabrication and performance of all-solid-state thin-film lithium-ion batteries with a $LiNi_{0.5}Mn_{1.5}O_4$ cathode/LiPON solid electrolyte/$Li_4Ti_5O_{12}$ anode structure using stainless steel and Si substrates with different surface roughness. We demonstrate that the smoother the surface of the substrate, the thinner the thickness of the all-solid-state thin-film lithium-ion battery that can be made, and as a result, the corresponding electrochemical characteristics can be improved.

고에너지밀도 대용량 리튬이온전지를 채용한 전기자동차 및 에너지저장시스템에서 발생하고 있는 발화사고로 인해, 고안전성 전고체 리튬이차전지(All-solid-state Lithium Secondary Battery, ALSB)에 대한 연구가 국내외에서 활발히 진행되고 있다. 하지만, 단순히 액체전해질을 고체전해질로만 바꾸는 것이 아니라, 이로 인해 수반되는 전극 및 전지 설계와 해석이 크게 달라진다는 점에서 해결해야 될 이슈들이 산재해 있다. 특히, 전지는 전극 설계에 따라 그 성능이 굉장히 상이함에도 불구하고, 실질적인 전고체 전지 실험 구현의 어려움으로 전고체 전극(All-solid-state Electrode, ASSE) 설계에 따른 성능 차이를 체계적으로 비교 분석하여 최적화하는 연구는 매우 제한적이다. 이를 극복하기 위한 방안으로, 가상의 3차원 전고체 전극 구조체를 형성하고, 형성된 구조체를 바탕으로 다양한 성능 결정 파라미터를 도출하며, 더불어 분석 전극을 포함한 전지의 성능까지 예측할 수 있는 기술을 개발하는 연구가 주목을 받기 시작했다. 본 총설에서는 3차원 전고체 전극 구조체 형성부터 전고체 리튬이차전지의 성능을 예측하는 기술까지 각각의 기술들이 갖고 있는 장단점을 폭넓게 다룰 것이며, 나아가 본 기술이 나아갈 최종적인 목표까지 간략히 기술하고자 한다.

Lithium-ion battery (LiB) with high energy density and efficiency has been utilized for the electric vehicle (EV) and energy storage system (ESS) as well as portable devices. However, as explosion accidents have frequently happened till lately, all-solid-state lithium secondary battery (ALSB) began to get in a spotlight because it can secure a very high safety and energy density by substituting flammable organic liquid electrolyte to nonflammable inorganic solid electrolyte. In spite of ALSB's certain merits, it has shown much poorer performance of cells than one of LiB due to some challenges, which have been small or never dealt with in the LiB system. Hence, although plenty of studies made progress to solve them, an approach about design of all-solid-state electrode (ASSE) has been limited on account of difficulty of ALSB's experiments. That is why the virtual 3D structure of an all-solid-state electrode has to be built and used for the prediction of cell performance. In this study, we elucidate how to form the 3D ASSE structure and what to be needed for the simulation of characteristics on ALSB. Furthermore, the ultimate orientation of 3D modeling and simulation for the study of ALSB are briefly suggested.