This paper studies how an edge recurrent neural network can improve a Battery Monitoring System (BMS). The proposed monitoring measures current, voltage, and temperature and infers the State of Charge (SoC) and State of Health (SoH) values through machine learning in an embedded system. The study relies on two test cases: a theoretical one using NASA’s battery dataset, where the high volume of data is best suited for a study, and a second one with a system built in the University of São Paulo where this paper can analyze more profound the practical results of its use. This system of the second test case consists of peripheral sensors integrated into an Internet of Things (IoT) platform, sending the data collected from a VRLA battery to a Single Board Computer (SBC) via Bluetooth Low Energy (BLE). The edge SBC concentrates this received data - from one or more IoT nodes - generating new data for supervision and enabling control. The SBC communicates with a Web server in a one-way route to send the battery data without any data request. The algorithm developed for the SoC uses a dense recursive network with Mean Absolute Error (MAE) up to 0.2, and for SoC above 10%, the Mean Absolute Percentage Error (MAPE) can reach 0.16%. As an SoH calculation method, the battery replacement performs the methodology when the capacity reaches 80% of its nominal capacity. It is essential to highlight that these results are from a devices with limited hardware availability without cloud communication.

The increasing installment of solar and wind renewable energy systems create a volatile energy demand to be met by electricity providers. A nuclear hybrid energy system is a nuclear reactor with energy storage that integrates into the grid with renewable energy sources. The Natrium design by TerraPower and GE Hitachi is a sodium fast reactor with molten salt energy storage. The Natrium design operates at steady state of 345 MW e and can boost up to 500 MW e for 5.5 hours. This study uses Dymola and the Modelica language to model the Natrium-based NHES. The dynamic system model is tested using hourly historical data form Texas (ERCOT) 2021 to show how renewables affect the electricity demand and how energy storage affects the Natrium system response to the demand. According to the results, while the available storage will allow the Natrium design to boost electricity production when the demand and electricity price is high making it more economically viable, the current molten salt storage is undersized for the ERCOT market.

Defect engineering and metal decoration onto 2-D materials have gained major attention as a means of creating viable hydrogen storage materials. This Density Functional Theory (DFT) based study presents lithium decorated single vacancy (SV) and Stone-Wales (SW) defective silicene as a viable media for storing hydrogen via physisorption. Introducing defects increases the Li adatom’s binding energy from -2.36 eV in pristine silicene to -3.44 eV and -2.73 eV in SV and SW silicene, respectively, thus preventing Li adatom clustering. The presence of defects and Li adatom further aid hydrogen adsorption onto the substrates with binding energies present in the US-DOE set range of -0.2 to -0.7 eV/H 2 with the highest binding energy measured to be -0.389 eV/H 2. It was seen that both the Li-decorated defective systems were able to effectively store multiple H 2 molecules up to 28 H 2 with the highest gravimetric density being 5.97 wt %. The projected density of state plots indicates a combined overlap of the Li (p) and Li (s) orbitals with the H (s) orbital leading to enhanced H 2 binding energies. Molecular dynamic simulations conducted at 300 K confirm the stability of the Li adatom as well as the adsorbed H 2 molecules at room temperature, establishing the viability of these systems as effective, high gravimetric density, physisorption-based hydrogen storage media.

Nanofiller-doped polymer electrolyte-based electrochemical devices are now emerged as a novel material for electrochemical devices. This paper reports a solid polymer electrolyte film doped with a new nanofiller synthesized by the solution casting technique. Electrical, Optical, and photoelectrochemical characterization are presented in detail. Electrochemical impedance spectroscopy (EIS) shows with the dispersion of nanofillers conductivity increases attains maxima and decreases. The maximum conductivity was at 0.05 wt% nanofiller concentration of 3.25 x 10 -5 S/cm. The calculated ionic transference value was 0.92 which shows the domency of the system as ionic. The linear sweep voltammetry confirms a high electrochemical stability window (ESW) of 4.01V. Sandwitched electrical double-layer capacitors (EDLC) has been developed using carbon-based electrodes and sandwitched nanofiller dispersed polymer electrolyte, showing a high specific capacitance value of ~ 200 F/g.

In last two decades, metallic particles of nano-sizes (~10 -9m) are tested profoundly in volumetric absorption solar collectors (VASC) due to their excellent optical properties and broadband absorption in entire solar spectrum. However, availability, ease to synthesise, toxicity, and non-biodegradable nature of these nanofluids are some of the challenges that still needs attention of scientific community for future commercialisation of this technology. Further, based on literature review, very limited studies are available for understanding the performance of integrated energy storage VASC system using nanofluids. Considering all these issues, a hybrid nanofluid of gold nanoparticles in Azadirachta Indica leaves extract has been synthesised by chemical route. The prepared hybrid nanofluid has shown good absorption in 400-700nm wavelength range and hence high photo-thermal conversion efficiency for VASC. Further, commercial available paraffin wax is used as phase change material (PCM) in thermal energy storage (TES) and further integrated with VASC to analyse thermal performance of system even after sunshine hours. The real-time experiments were conducted using different working fluids and at three mass flow rates i.e. 0.5 lpm, 1 lpm and 2 lpm, respectively during mild winter days under tropical climate of India. The study revealed a photo-thermal efficiency enhancement of about 17.1% when hybrid heat transfer fluid was used in VASC system with TES as compared to base fluid water without TES. Further, a maximum zero loss efficiency of 83.8% was estimated at optimal mass flow rate of 2 lpm for TES integrated VASC system.

One of the greatest alternatives to Li-ion batteries is an Al-air battery. The aluminium (Al) is more effective as a battery because of its viability and nontoxicity. The design of cell and electrode stacking affect the performance of Al-air battery. The present study focuses on designing an efficient air cathode host to lengthen the battery’s lifespan using highly porous carbon aerogel. Initially, the carbon aerogel (CA) material is synthesized using sol-gel polymerization process and characterized using XRD, SEM, and BET. The synthesized CA is used to fabricate the electrode stacking using the in-house-built Al-air cell. The performance of carbon aerogel coated on carbon cloth as air cathode has been evaluated using a galvanostatic discharge of the assembly at different current rates, and the specific capacity is recorded. The highest specific capacity observed is ~ 683 mAh g-1 at 2.551 mA cm -2 current density. The acquired results demonstrate the superiority of the present electrodes material compared to currently used air electrode. The improved electrochemical stability and the robust pore network in CA allow oxygen to pass through the cathode end for chemical reaction. Overall, this enhances kinetics and makes the interactions between oxygen and aluminum to generate higher current because of relatively faster chemical reaction.

A document by M Sterlin Leo Hudson. Click on the document to view its contents.

In the present study, an experimental test was conducted to investigate the energetic performance of a novel designed solar air heater (SAH), with and without phase change material (PCM). Two identical in dimensions SAHs were constructed and tested to compare their performance between them, the first is a jacket tube solar air heater (SAH 1), and the second SAH is similar to the first, filled with PCM (SAH 2). Experimental results showed that increasing air flow rate increases the thermal efficiency,. Thermal energy during day hours can be stored in the PCM and used after sunset. SAH 2 gave additional operating time after sunset for 4 hours at 0.01 kg/s, 2.5 hours at 0.035 kg/s, and one hour at 0.06 kg/s. Maximum improvement in the daily thermal efficiency was 15% at SAH 2, more than SAH 1 at 0.01 kg/s air flow rate. Employing PCM, as so as increasing air flow rate can reduce the daily thermal losses..

Thermal energy storage (TES) is an enabling system that provides uninterrupted energy from concentrated solar power (CSP) plants. Packed-bed TES systems have great opportunity to significantly enhance the cost-effectiveness, efficiency and sustainability of CSP plants by employing an affordable and sustainable packing material. The objective of this study is to design a packed bed TES system with a maximum storage capacity of 40 kWh, specifically tailored to store heat within the temperature range of 290 – 565 °C, thereby making it suitable for integration into CSP plants. Performance and thermal behavior of demolition waste-based packed-bed TES system was assessed through numerical analysis. The results demonstrate that a high discharging efficiency of 96.7% was achieved when the HTF flow rate was set at 300 kgh -1. However, it is important to note that at lower HTF flow rates, heat loss increases, leading to a decrease in discharging efficiency to 93.7%. The experiment also revealed a uniform thermal gradient within the packed-bed TES system, up to a fluid flow rate of 300 kgh -1. It is worth mentioning that lower flow rates can further improve the stratification effect; however, they may also result in increased heat loss and reduced storage capacity. Based on these findings, an optimal flow rate range of 100-200 kgh -1 is recommended to achieve the best performance for the packed-bed TES system.

Among organic phase change materials, paraffin is most commonly used, but it is not environmentally friendly due to its petrochemical content. For efficient utilization of solar or thermal energy, new phase change materials are urgently needed, or it is necessary to improve the thermal properties of existing materials. Therefore, the utilization of lamb’s tail fat as a latent heat storage material is of particular importance for the evaluation of bio based waste oils. T-history is one of the simplest and most reliable and the simple equipment setup and reliable results make the T-History method attractive. In this study, new phase change materials were improved by using different concentrations of cyclophosphazene derivatives as an additive to the starting lamb tail fat material. According to the results, 1% HEHCP-doped lamb tail fat can be proposed for application in thermal energy storage systems when used for insulation. In addition, it is found that if the phase change materials developed by inclusion of HBACP can be operated as cooling liquid for photovoltaic panels or as working fluid in concentrated solar power systems, owing to higher fusion of heat value of 1% HBACP and higher specific heat capacity of 2% HBACP consisting lamb tail fat.

Covid-19 has given us a new way to look at our globe with regards to minimize air and noise pollution and thereby upgrading global environmental conditions. This positive pandemic outcome indicates that green energy is the future of energy, and one new origin of green energy is lithium-ion batteries (LIBs). Electric vehicles are constructed with LIBs, but they have a number of disadvantages, including poor thermal performance, thermal runaway, fire dangers, and a higher discharge rate in low- and high-temperature conditions. The underlying fault of LIBs is their temperature reactivity. Extreme temperatures and challenging working circumstances can cause lithium-ion cells to malfunction and cause the battery pack to overheat. For optimal performance in vehicles and long-term lithium-ion battery durability, LIBs must be thermally managed within their operating temperature span. This paper presents an overview of several cooling strategies used to maintain the internal battery pack temperature. This paper discusses cooling techniques using air, liquid, and Phase Change Material (PCM), Heat pipe(HP). Additionally, various battery pack configurations and heat generation techniques are explored. This research also discusses the usage of nanomaterials to address the battery pack’s heat-related problems. This study emphasises the use of nanomaterial to boost the heat conductivity of coolant in order to raise the batteries temperature into their ideal working range (PCM as well as LC). This article also provides some of the research gaps that have been found and the crucial areas on which attention should be directed in order to build the best lithium-ion BTMS technology.

Thermal energy storage systems (TES) have emerged as a vital solution for addressing the gap between energy supply and demand. While research on solar energy storage has primarily focused on flat-plate collectors, limited work has been done to explore the potential of Scheffler solar concentrators. This study proposes an innovative approach to thermal energy storage using a Scheffler solar concentrator and phase change material (PCM) to address the energy needs of rural areas with limited access to electricity. Real-time design and testing were conducted using paraffin wax as the PCM, and CFD analysis was performed using the ANSYS Fluent software to determine the optimal charging and discharging times. The results indicated that the required charging time was 17 min according to the CFD analysis, while the experimental results yielded a charging time of 18 min. The results demonstrated that the proposed approach is a feasible and effective solution for meeting the energy demands of rural communities. The charging time was optimized using the response surface method, yielding an optimal charging time of 20.5 min and an optimal discharging time of 26.2 min. Overall, these findings highlight the potential of utilizing Scheffler solar concentrators and PCMs for sustainable and reliable thermal energy storage.