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  • Reliability-based robust design optimization under hybrid random and interval uncertainties

    This paper utilizes the concept of robust design to conduct uncertainty-based design optimization under mixed random and interval uncertainties. Specifically, the reliability-based design optimization (RBDO) framework is used to handle random uncertainty, while the robust counterpart of RBDO is constructed using the minimax regret approach to handle interval uncertainty involved in the design. The constructed optimization model is a minimax optimization problem involving probabilistic constraints. In order to effectively solve the optimal robust design, the proposed solving process first decouples the minimax optimization problem, thereby transforming the solution of the original nested minimax problem into solving two simpler optimization tasks. Then, these two optimization tasks are iteratively solved in sequence by leveraging the single-loop approach, until the termination condition is met. The presented examples demonstrate the necessity of robust design and the feasibility of the proposed solution procedure.

  • Improving credibility of remaining fatigue life prognosis with sequential inspection planning

    This paper proposes a credibility-oriented framework for sequential inspection planning of offshore wind turbine foundations under binary inspection outcomes and candidate models uncertainty. A dual-perspective credibility metric is introduced to quantify fatigue life prediction quality by capturing both aleatory and epistemic uncertainties. An integrated Monte Carlo Tree Search and Bayesian optimization approach is developed to identify optimal condition-based maintenance strategies that systematically improve credibility for fatigue life prognosis. Numerical studies show that the proposed condition-adaptive inspection policies achieve higher integrated credibility than fixed time-based plans, particularly when multiple inspection opportunities are available. The framework provides a practical basis for allocating limited inspection resources toward more informative fatigue prognosis.

  • Performance dispersion analysis of integrated internal-external ballistics for solid divert control motors under multi-source uncertainty

    Uncertainties arising from control deviations, geometric deviations, and propellant property deviations during the design, manufacturing, and operation of solid divert control motors (SDCMs) cause the thrust output to deviate from its nominal value, thereby affecting the strike accuracy of kinetic interceptors. To quantitatively evaluate the influence of these uncertainties on strike accuracy, an integrated internal-external ballistic dynamic model of the SDCM is established. Based on this model, a performance dispersion analysis method for the integrated internal-external ballistics is proposed using polynomial chaos expansions. The effects of control deviations, geometric deviations, and propellant property uncertainties on the miss distance are systematically analyzed, and Sobol’ sensitivity analysis is performed to quantify the contribution of each uncertain parameter to the variability of the miss distance. The quantitative evaluation of uncertainty effects provides valuable guidance for the optimal design of SDCMs.

  • An uncertainty-weighted Bayesian-fusion SVGMR framework for robust battery SOH estimation under partial charging conditions

    Accurate state of health (SOH) estimation for lithium-ion batteries (LIBs) is essential to ensure operational safety and reliability. However, most of existing SOH estimation studies are conducted under the assumption of complete battery charging data, which are not applicable to practical applications. Partial charging conditions and cell-to-cell degradation variability bring significant challenges for accurate online SOH estimation for LIBs. To address these issues, this paper proposes an enhanced uncertainty-weighted Bayesian-fusion sequential variational Gaussian mixture regression (BF-SVGMR) framework to improve SOH estimation accuracy and robustness under partial charging conditions, integrating historical degradation priors and incomplete charging curves into consideration. Firstly, the probabilistic relationship between extracted partial-charging features and historical capacity information is modeled, and the current-cycle capacity prediction with its uncertainty is then obtained using SVGMR. A prior representing the historical capacity degradation trend is then constructed from the previously observed capacity sequence using a sliding-window strategy. To realize online updating of priors, an uncertainty-weighted Bayesian online correction method is presented. Comparison experiments are conducted on two different datasets to verify the efficiency of the proposed framework. Results indicate that the proposed BF-SVGMR framework is superior to baseline methods, presenting excellent performance under partial charging conditions

  • Dynamic opportunistic maintenance framework for offshore wind farms in deregulated electricity markets

    The economic viability of offshore wind farms (OWFs) is heavily constrained by exorbitant operation and maintenance (O&M) costs and significant revenue losses during system downtime. While opportunistic maintenance (OM) strategies have been widely adopted to share the high fixed costs of vessel dispatch, existing frameworks largely rely on static degradation models and fail to account for the extreme short-term volatility of modern deregulated electricity markets. To bridge these gaps, this paper proposes a dynamic OM framework driven by day-ahead locational marginal prices (LMPs). Firstly, a hybrid multi-component degradation model is established. A stochastic process is developed to capture the complex crack initiation and propagation mechanisms of wind turbine blades, while the progressive aging of electromechanical components is characterized by Weibull distributions. Secondly, a dynamic and price-responsive OM thresholding mechanism is introduced. By integrating day-ahead weather forecasts and LMPs, the proposed strategy proactively groups preventive maintenance tasks during low-price windows and tightens thresholds during price spikes, thereby minimizing the expected maintenance cost. Numerical case studies based on real-world OWF configurations and historical market data demonstrate that the proposed dynamic strategy significantly outperforms traditional static OM approaches, reducing the expected lifecycle maintenance costs by 18.4% and substantially mitigating financial risks associated with electricity price volatility.

  • Matt: Anthropic Employment

    How employment is changing at Anthropic is a fascinating read.

  • Open Channels FM: Open Web vs Walled Gardens, Simplifying the Difference

    A straightforward look at what the open web is, how it started, and why it matters for digital communities.

  • Matt: Pushing Standards

    We get a lot of flak at WordPress.org for supporting older PHP versions, but an area we’ve always pushed the frontier is in Web Standards, getting websites and browsers evolving together to make the web richer. Ever since I caught the religion from Zeldman, promoting more functionality in the browser has been a life mission. It’s a little nerdy, but we wanted to do client-side media processing (use all that amazing Apple and Google silicon instead of burdening the poor servers) so we used something amazing Google created called Document Isolation Policy. When WordPress 7.1 “Mary Lou” shipped these features only worked in Chromium-based browsers and Mozilla and Webkit/Apple weren’t keen to support it, but since then Mozilla has expressed support and WebKit has withdrawn their initial concerns. WordPresser Adam Silverstein has been driving much of this work and opened a WICG issue to help move the standard forward and formally requested that WebKit add support. Hat tip: Anne McCarthy for helping with this post. (If you want to see other crazy stuff we’re doing in browsers, check out WordPress Playground, I think it’s actually the perfect web development environment for agents, which can then publish to Spacefast.)

  • WordCamp Central: WordCamp Jinja 2026 Recap: Three Tracks, Two Days and Creative Currents on the Nile

    On 19th and 20th September 2026, the WordPress community gathered at Civil Service College Uganda, a venue close to River Nile, for the fifth edition of WordCamp Jinja. The event brought together more than 300 diverse participants across 2 days and 3 parallel tracks of sessions full of learning, collaboration and connection. In a city known for its flowing waters, creativity and ideas flowed too, as participants shared their experiences, explored new possibilities with WordPress and built relationships that would carry beyond the weekend. Our theme, “Embrace Creative Currents on the Nile: Where Inclusivity Fuels Creativity,” reflected the mix of people and ideas in the room. Students sat alongside developers, designers, writers, educators, entrepreneurs and experienced WordPress contributors. Across three parallel tracks, everyone could find a way to learn, share or build. Students and Creatives at the heart of WordCamp Jinja Nearly half of this year’s participants were students. Their presence was felt throughout the event, from the speaker sessions to the labs and hackathon tables. We had students from primary schools, secondary schools and universities joining us for this year’s WordCamp. Some came to explore WordPress for the first time. Others arrived with projects, questions and skills they wanted to develop. Sharing the same spaces with people already working in technology and creative fields gave them an opportunity to learn directly from practitioners and see where their own interests might lead. One student in attendance found a creative way to remember his experience. Fascinated by the WordPress ecosystem, its generosity and inclusivity, he drew all the sponsor logos by hand so he could remember them after the event. His drawings became a personal record of the community he had encountered at WordCamp Jinja, a small but memorable expression of the curiosity WordCamp Jinja inspired. Bringing young people into the community has been a continuing part of WordCamp Jinja’s work. Last year’s edition at Jinja Senior Secondary School brought the event closer to students; this year, their participation remained central even at a different venue. We hope the relationships formed over these two days continue at Jinja WordPress Meetups and in the projects students choose to pursue next. Event highlights Diverse Speaker Sessions Our speakers brought different backgrounds and experiences to the stage. Sessions opened up conversations about WordPress and the wider web, including how people use technology to create, teach, solve problems and build livelihoods. The value of these talks was in the experiences behind them. Speakers shared what they had learned through their own work, answered questions and gave attendees ideas to take back to their studies, organisations and businesses. Thank you to everyone who prepared a session and made the journey to Jinja to share it with us. Charity Website Hackathon and Contributor Sessions The Charity Website Hackathon returned as one of WordCamp Jinja’s most practical activities. Participants and facilitators worked together on WordPress projects for organisations seeking to establish or improve their online presence. The teams had to think about real needs: what information a visitor should find, how to organise it and how the organisation could keep its site useful after the event. For newer participants, this was a chance to learn by working through a real project with support close at hand. For experienced developers and designers, it was a chance to mentor others and put their skills to work for the wider community. The work begun at the hackathon can continue beyond the conference as teams and organisations develop their websites further. Contributor activities connected that local work to the wider WordPress project. Attendees explored the idea that contributing to open source goes beyond writing code: people can help through photography, translation, testing, documentation, training and community work. There were a lot of new contributors who were taken through the contribution journey by table leads. We hope that for those that took their first steps, WordCamp Jinja will be the beginning of a longer contribution journey. Hands-on Labs The Hands-on Labs offered a different pace from the speaker sessions. Instead of only listening, participants could practically follow a facilitator on state of the art computers, try something themselves and ask for help when they needed it. That kind of guided practice matters, especially for people who are new to a tool or trying to turn an idea into something they can build. Thank you to the facilitators who prepared the activities and worked directly with participants, and to the volunteers who helped make the sessions run. Memorable moments, connections and networking Some of the weekend’s most useful moments happened away from the front of a room. Over lunch, in the corridors and between activities, attendees met people from other communities, exchanged ideas and caught up with friends they had met at earlier WordPress events. For a student attending for the first time, a conversation with a developer or designer can make a possible career feel closer. For returning community members, it was a chance to meet new collaborators and hear perspectives they might otherwise miss. Those connections are part of what keeps WordCamp Jinja going after the closing session. Celebrating at the Source of the Nile The celebration continued at Source of the Nile for our after-party, where attendees, volunteers, speakers, facilitators, sponsors and organisers were welcomed to the Source of the Nile. Unbeknownst to them, there was a surprise awaiting: an after party aboard a double-decker boat. The boat ride took them on a tour of Lake Victoria and finally landed at the actual source of the Nile itself, where they learned about its history before taking time for photos together. The Nile has been part of WordCamp Jinja’s identity across previous editions. This year, gathering there brought our theme back into focus: people with different skills and experiences had come together, learned from one another and added something to the community. The people who made it possible WordCamp Jinja is built by volunteers. Long before the doors opened, the organising team was working on the venue, programme, speakers, communications, sponsorships, registration and practical activities. During the event, volunteers welcomed attendees, supported speakers, guided participants and helped the different spaces run smoothly. To our attendees, thank you for showing up ready to learn and share. To our speakers and facilitators, thank you for the time and care you put into your sessions. To the hackathon teams and contributors, thank you for building and giving back. And to every organiser and volunteer, thank you for the work people saw and the work they did not. We are also grateful to our sponsors Jetpack, Hostinger, WordPress.com, Woo, Hosting.com, SEOPress and Infinity Computers and Communications Company (i3c) and to our continued local community partners for supporting an accessible gathering for people at different stages of their WordPress journey. Their support helped bring this fifth edition to life. Relive the weekend and keep in touch You can explore photographs from the event in our WordCamp Jinja 2026 photo album:https://photos.app.goo.gl/Fd61HxxyNT8xK4Ni7 WordCamp may be over, but the learning continues. The Jinja WordPress Meetup will keep bringing people together to share skills, contribute to WordPress and build on the projects and relationships started here. Thank you for embracing the creative currents with us. See you at the next WordPress Jinja event!

  • bbPress: bbPress 2.6.20 is out!

    bbPress 2.6.20 is a security and maintenance release. Everyone running bbPress should update. This release strengthens topic and reply password validation and keeps bbPress post shortcodes literal in ordinary WordPress content loops. It also adds a site-wide Forum Status setting with Open, Closed, and Frozen modes. Existing sites remain Open unless that setting is changed. The maintenance work improves BuddyPress profile actions, group topic routes, activity visibility, and group-forum access. It also restores compatibility for subscription links in third-party theme packages, preserves moderation forms after validation errors, and includes fixes for notifications, converters, widgets, profiles, topic and reply administration, and restricted-content visibility. bbPress 2.6.20 still requires WordPress 6.0 or newer and PHP 7.2 or newer, and is tested through WordPress 7.1. The database version remains 264, so no database upgrade is required. The 2.6.20 upgrade notes cover compatibility details. These changes are also in the 2.7 development branch, which remains 2.7.0-alpha-4. Thank you to ahillmortons, alejandroescobar89, bor0, bradleyt, chefranov, dd32, deborah86, Dermes, diegootgs, dilip2615, fraph24, hardel, imath, immeet94, iworks, jgasba, josephscott, konnektiv, lmstearn, mehrazmorshed, michael8888, mike80222, obenland, Palagrin, peopleinside, r-a-y, robin-w, SirLouen, tobifjellner, wpturk, and zaerl for reports, patches, testing, and review. Download bbPress 2.6.20 from WordPress.org, or update from your WordPress dashboard.

  • Experimental characterization of vacuum-retention behavior in FDM-printed enclosures for adaptive building-facade applications

    Airtightness is an important functional requirement for additively manufactured enclosures intended for sealed or pressure-controlled building-envelope applications. This preliminary study compared the short-term vacuum-retention behavior of Fused Deposition Modeling enclosures manufactured using four material–process combinations: carbon-fiber-reinforced polyethylene terephthalate (PET-CF), polyethylene terephthalate glycol-modified (PETG), lightweight foaming polylactic acid (PLA-Aero), and conventional polylactic acid (PLA Basic). Three independently manufactured enclosures were evaluated for each combination, resulting in 12 experimental units. Each enclosure had nominal internal dimensions of mm, a nominal wall thickness of 6 mm, and a nominal cavity volume of 27 ml. The enclosures were evacuated to an initial nominal gauge-pressure differential of approximately 0.70 bar. After isolation from the vacuum pump, the residual gauge-pressure differential was recorded at 20, 40, and 60 min. PET-CF showed no gauge-resolvable vacuum loss during the 60 min observation period, PLA Basic showed partial pressure recovery, and PETG and PLA-Aero had reached atmospheric equilibrium by the first scheduled observation at 20 min. The primary statistical outcome was the cumulative vacuum loss after 60 min, , with one enclosure-level observation included for each independently manufactured specimen ((N = 12); (n = 3) per material–process group). An exploratory Kruskal–Wallis test indicated an overall difference among the four groups, , (p = 0.013). Dunn’s post-hoc comparisons with Bonferroni adjustment identified exploratory differences between PET-CF and PETG and between PET-CF and PLA-Aero for both comparisons). The remaining pairwise comparisons were not statistically significant after adjustment and should not be interpreted as demonstrating equivalence. The inferential findings were interpreted cautiously because only three independent enclosures were available per group and the observations included ties, gauge-resolution limitations, and interval-censored rapid pressure loss. Qualitative optical microscopy provided morphological context but did not confirm continuous leakage pathways. Because the total pneumatic volume and background leakage of the complete isolated circuit were not quantified metrologically, the results represent apparatus-dependent comparisons of vacuum-retention behavior rather than validated specimen-only leak rates or intrinsic material permeability.

  • Study on carburizing processability of rare-earth-microalloyed low-carbon steel

    Rare-earth (RE)-microalloyed Q235RE steel and conventional Q235 low-carbon steel were subjected to two carburizing–quenching routes: gas carburizing followed by oil quenching, and low-pressure carburizing followed by high-pressure gas quenching. The microstructures, grain sizes, hardness profiles, and elemental distributions of the carburized specimens were systematically compared. The results showed that RE microalloying significantly improved the hardenability of Q235RE steel. The surface hardness of Q235RE specimens exceeded 700 HV0.1 under both conditions, whereas the low-pressure-carburized Q235 specimen formed a troostitic layer with a maximum hardness of only 386 HV0.1. However, RE microalloying did not increase the carbon diffusion depth. This result was attributed to carbon trapping by RE inclusions at inclusion/matrix interfaces, which reduced the number of carbon atoms available for inward diffusion.

  • Phase prediction and property characterization of Ti–Cu–Ni–Ta multi-principal element alloys

    To improve the prediction accuracy (PC) of phase selection in multi-principal element alloys (MPEAs), this study focuses on amorphous alloys (AM) and intermetallic compounds (IM), utilizing input features that combine parametric descriptors with potential energy distribution characteristics. The number of hidden layer nodes in the artificial neural network (ANN) model was systematically optimized to enhance predictive performance. As a result, the PC values for IM phases exceeded 90%, while those for AM phases typically reached approximately 88%. Comparative analysis of mean square error (MSE) and correlation coefficient (R) further confirmed the high predictive accuracy of the ANN model for IM phase selection. To experimentally validate the model, phase selection predictions were performed for three Ti–Co–Ni–Zr and four novel Ti–Cu–Ni–Ta MPEAs. The predicted results indicated a stronger tendency toward IM phase formation over AM phase formation in all seven alloys. Subsequently, the microstructure and mechanical properties of the new Ti–Cu–Ni–Ta alloys, which exhibited high strength, were experimentally characterized. Overall, this study demonstrates that the adopted ANN model can effectively predict the phase selection probability for bulk amorphous and IM alloys from given compositions, thereby significantly reducing the ‘trial-and-error’ costs associated with extensive experimental exploration of composition–phase relationships.

  • Post-aging-induced microstructural, mechanical, and ductile fracture characteristics of 6082-T6 aluminum alloy

    In this study, the effects of post-aging conditions on the mechanical properties, deformation behavior, and fracture characteristics of 6082-T6 aluminum alloy sheets were investigated, using tensile testing supported by DIC. Post-aging treatments were performed at 100 °C, 200 °C, 300 °C, and 400 °C, with holding times of 30, 60, and 90 min at each temperature. The following parameters were determined from the tensile tests: yield strength, tensile strength, strain-hardening exponent, uniform elongation, total elongation, and energy absorption capacity. Microstructural and fracture analyses were performed using optical microscopy and scanning electron microscopy, while x-ray diffraction was used to evaluate phase-related structural changes. Hardness variations were assessed by Vickers hardness testing. Fracture-surface dimple morphologies were quantitatively evaluated using average dimple diameter and standard deviation values to assess the temperature- and time-dependent variation in fracture behavior. The results showed that aging at 200 °C for 60 min provided a highly favorable strength–ductility balance and was identified as the most efficient processing condition in terms of the combined mechanical response, with a yield strength of approximately 289 MPa, tensile strength of about 400 MPa, uniform elongation of 15.9%, total elongation of 17.4%, hardness of 115.6 HV, and energy absorption of 61.36 MJ m−3. At 300 °C–400 °C, pronounced overaging occurred as precipitate coarsening reduced the effectiveness of precipitation strengthening, leading to significant degradation in mechanical performance. The strain-hardening response and energy absorption capacity were found to be strongly dependent on the aging condition. The results indicate a transition from relatively homogeneous deformation to strain-localized behavior as aging temperature increases, consistent with reduced deformation stability at elevated temperatures. Overall, these findings demonstrate that controlled post-aging can tailor the strength–ductility balance and fracture response of AA6082-T6 sheets.

  • Engineering performance of graphene nanoplatelet-modified pumice-based lightweight mortar

    Pumice-based lightweight mortars generally exhibit high porosity, which adversely affects their engineering performance. This study investigated the influence of graphene nanoplatelets (GNPs) on the fresh, physical, mechanical, and microstructural properties of pumice-based lightweight mortars. GNPs were incorporated at dosages of 0, 0.01, 0.03, 0.05, and 0.10 wt.% of cement, and the mortars were evaluated through flow diameter (FD), water absorption (WA), compressive strength (CS), flexural strength (FS), scanning electron microscopy (SEM), and ImageJ-based microstructural analysis. Increasing the GNP dosage from 0 to 0.10 wt.% reduced the FD from 207 to 186 mm, corresponding to a 10.1% decrease. Among the investigated mixtures, the mixture containing 0.03 wt.% GNP exhibited the best overall performance. At this dosage, WA decreased from 12.82% to 12.23%, representing a 4.60% reduction relative to the control mixture. The 28 d CS increased from 27.84 to 31.23 MPa, while the FS increased from 4.28 to 4.81 MPa, corresponding to improvements of 12.18% and 12.38%, respectively. ImageJ analysis showed that the two-dimensional void area decreased from 10.21% in the control mixture to 7.47% in the mixture containing 0.03 wt.% GNP, corresponding to a 26.84% reduction. SEM observations also indicated a denser and more homogeneous cementitious matrix at this dosage. Higher GNP dosages were associated with slight performance reductions and localized agglomeration of nanoplatelets. Overall, 0.03 wt.% GNP was the best-performing dosage among those investigated, improving the engineering performance and microstructural compactness of pumice-based lightweight mortars.

  • Trade-off between surface quality and integrity in grinding of WC–12Co coatings: role of abrasive characteristics and process parameters

    This study investigates the grinding performance of WC–12Co plasma-sprayed coatings on Ti17 alloy, focusing on the combined effects of abrasive characteristics and process parameters on surface integrity. To achieve this, surface roughness, hardness, and microstructural evolution were systematically evaluated under varying abrasive grain size, concentration, spindle speed, and feed rate. The experimental results demonstrate that increasing abrasive concentration significantly improves surface finish while enhancing surface hardness due to intensified plastic deformation and strain hardening; however, it also promotes microcrack formation, indicating a trade-off between quality and integrity. Furthermore, spindle speed strongly influences surface morphology; while hardness values plateau beyond a critical speed, higher speeds lead to increased microcrack formation, which—based on surface morphological evidence—indicates the dominating role of thermo-mechanical loading during high-speed contact, though direct in-situ thermal measurements were not recorded. At elevated feed rates, a transition in the material removal mechanism from plastic deformation to brittle fracture and material pull-out causes severe surface degradation. In conclusion, these findings indicate that surface integrity in the grinding of WC–12Co coatings cannot be adequately assessed based solely on roughness or hardness, but is governed by the complex interplay between mechanical loading, thermal effects, and material removal mechanisms.

  • Piezoresistive textile sensors based on caryota urens biochar for flexible bending detection: effect of substrate and filler loading

    Flexible and wearable sensors based on sustainable materials are gaining significant attention for next-generation sensing applications. In this work, biomass derived piezoresistive textile sensor was developed using biochar derived from Caryota urens biomass and deposited onto various textile substrates, including polyester, cotton, denim, and wool, via a dip coating technique. Structural characterization using x-ray diffraction revealed disordered carbon with limited short-range structural ordering, while morphological and elemental analyses (field emission scanning electron microscope-energy-dispersive x-ray spectroscopy) confirmed the distribution of biochar particles on the fiber surfaces. The electromechanical performance of the fabricated sensors was systematically evaluated through bending and cyclic repeatability tests. The sensors exhibited a clear and consistent change in resistance with bending angle, demonstrating typical piezoresistive behavior governed by bending-induced compression of the conductive biochar network. Among the investigated compositions, optimal sensing performance was observed at intermediate filler loadings, above the onset of conductive pathway formation but below network saturation, particularly at 5 wt% for polyester and around 10 wt% for cotton, denim, and wool substrates. The devices also showed stable and repeatable responses across the 100 bending cycles tested, with minimal signal drift; the optimized polyester sensor exhibited a hysteresis error of approximately 4.9%, indicating good short-term repeatability and reversibility; extended cyclic testing toward 500–1000 cycles is identified as future work to confirm long-term durability for wearable deployment. Overall, this study highlights the potential of biochar as a sustainable conductive filler for developing low-cost, flexible textile-based sensors and providing insights into the role of substrate type and filler concentration in tuning sensing performance, with potential for future flexible and wearable electronics applications.

  • Editorial: Multi-functional oxide materials—processing, interfaces and emerging applications

    Multifunctional oxide materials continue to fascinate researchers and industries due to the ability to tune their optical, electrical, catalytic, electrochemical, thermal, and biological properties by adjusting composition, defect engineering, morphology, interfaces, and processing conditions. The Focus Collection on Multi-Functional Oxide Materials in Materials Research Express presents a range of studies on optoelectronics, solar energy, photocatalysis, antimicrobial materials, heat storage systems, fuel cells, dosimetry, gas sensors, supercapacitors, and composites. The overview of this collection shows that the properties of materials are influenced not only by composition but also by production methods, defect characteristics, interfacial properties, and the ability to control the microstructure. The editorial outlines the findings of the collection and highlights future trends in the design of materials for sustainable production and application-oriented multifunctionality.

  • Effect of N2 flow rate on the microstructure, mechanical properties, and dry-sliding behavior of Cr/CrN/LaB6-N multilayer coatings on AISI 4130 steel

    Lanthanum hexaboride (LaB6) is a refractory ceramic widely used in electron-emission applications, whereas its potential as a nitrogen-modified protective coating for engineering steels remains insufficiently explored. This study presents, for the first time, a systematic nitrogen flow rate series of Cr/CrN/LaB6-N coatings on AISI 4130 steel by hybrid DC/pulsed-DC closed-field unbalanced magnetron sputtering (0–8 sccm N2; R1–R4). With increasing N2, scanning electron microscopy/energy-dispersive x-ray spectroscopy showed a columnar-to-dense transition and rising nitrogen content (0.2–40.4 at. %), while x-ray diffraction revealed progressive amorphization of the LaB6 phase and a new BN-related reflection at 8 sccm. x-ray photoelectron spectroscopy confirmed a shift toward more ionic La–N/Cr-N and B–N/B–O bonding. Nanoindentation showed a non-monotonic hardness trend, peaking at 28 GPa (R3, 4 sccm) before declining to 19.8 GPa (R4), while scratch adhesion peaked at R2 (Lc = 50 N). Dry-sliding friction increased monotonically from 0.31 (R1) to 0.39 (R4). These results identify N2 flow rate as an effective tailoring parameter, with 2–4 sccm offering the best combination of hardness and adhesion for wear-resistant coating applications.

  • Natural biological pretreatment of biomass toward graphene-like carbon electrodes for sustainable supercapacitors

    Sustainable biomass valorization has emerged as an attractive strategy for developing carbon-based electrode materials for electrochemical energy-storage applications. In this study, naturally biologically pretreated ovine digestive biomass was investigated as an unconventional carbon precursor for the synthesis of graphene oxide (GO) intended for supercapacitor electrodes. Activated carbon (AC) was first obtained by carbonization of the digestive biomass and subsequently converted into GO through a modified Hummers’ oxidation process. The resulting materials were characterized by SEM–EDS, Raman spectroscopy, x-ray diffraction, FT-IR, Brunauer–Emmett–Teller surface area analysis, and inductively coupled plasma (ICP) analysis, while their electrochemical performance was evaluated by electrochemical impedance spectroscopy and cyclic voltammetry in 6.0 M KOH. The characterization results confirmed the successful formation of oxygen-functionalized GO with preserved graphitic domains, expanded interlayer spacing, and surface functionalities associated with hydroxyl, epoxy, carbonyl, and carboxyl groups. ICP analysis further indicated reduced inorganic impurity content in the digestive biomass, supporting the role of natural biological pretreatment in precursor purification. Electrochemical optimization identified 1 wt% GO as the optimum loading for the graphite electrode. Under these conditions, the GO/graphite electrode exhibited a specific capacitance of 50.84 F g−1 at 100 mV s−1 and retained 105.9% of its initial capacitance after 500 cycles, indicating stable capacitive behaviour accompanied by progressive electrochemical activation. Although the present system does not target record-high capacitance values, the study demonstrates that ovine digestive biomass can serve as a naturally preconditioned precursor for GO-based supercapacitor electrodes and highlights a sustainable precursor-engineering approach that integrates natural biological pretreatment, AC-to-GO conversion, and electrochemical structure–property correlation within a single biomass valorization framework. The present investigation constitutes a three-electrode electrochemical screening of this newly proposed precursor-engineered electrode material, undertaken to establish its structure–property relationships prior to full two-electrode device fabrication; galvanostatic charge–discharge evaluation and symmetric/asymmetric device assembly are identified as the immediate next steps of this research programme.