⚡ Offline Inverse Reinforcement Learning for Cost-Efficient Industrial PV-Battery SystemsπŸ€–

Offline Inverse Reinforcement Learning (IRL) is transforming how industrial facilities manage PV–battery–load systems. By learning decision-making behavior from historical operational data πŸ“Š, offline IRL uncovers the hidden objectives behind expert energy management strategies. This data-driven approach enables smarter control without requiring real-time trial-and-error, making it both safe and cost-efficient πŸ€–πŸ”‹.

πŸ”‹ In industrial environments, energy costs and demand charges often conflict with each other πŸ’°πŸ“‰. Offline IRL helps balance this trade-off by jointly optimizing both objectives. By understanding when to store, discharge, or draw power from the grid ⚙️☀️, the system minimizes peak demand while maintaining operational efficiency, ensuring reliable energy usage during high-load periods.

🌱 The result is an intelligent, adaptive energy management framework tailored for industrial applications. With improved cost savings, reduced carbon footprint ♻️, and scalable deployment across factories and plants 🏭, offline IRL empowers industries to move toward smarter, greener, and more resilient energy systems πŸš€

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🌐An Integration Perspective of Security, Privacy, and Resource Efficiency in IoT-Fog Networks: A Comprehensive Survey πŸ”⚙️

The rapid growth of IoT devices has pushed computation closer to the network edge through Fog computing, enabling low latency, real-time analytics, and smarter services. However, this distributed architecture also introduces complex challenges in managing security threats, protecting user privacy, and efficiently utilizing limited resources. πŸ§ πŸ“‘πŸ”„


This comprehensive survey brings together an integrated view of security, privacy, and resource efficiency in IoT-Fog networks. It discusses authentication mechanisms, encryption techniques, trust management, and privacy-preserving models while highlighting energy-aware scheduling, load balancing, and resource optimization strategies. πŸ”πŸ›‘️⚡

By analyzing existing architectures, threat models, and open research challenges, the survey provides valuable insights for researchers and practitioners. It emphasizes the need for holistic solutions that balance protection and performance, paving the way for scalable, resilient, and sustainable IoT-Fog ecosystems. πŸš€πŸŒπŸ“Š

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Digital Science and Silverchair partner to bring researcher identity and integrity screening into editorial workflows

London, UK – Thursday 29 January 2026

Digital Science and Silverchair have partnered to further support research integrity for publishers by integrating the Dimensions Author Check API into ScholarOne Manuscripts as part of the Silverchair Universe program.

Built on Digital Science’s Dimensions – the world’s largest interconnected global research database – Dimensions Author Check provides unmatched transparency into authors’, editors’, and reviewers’ publishing and collaboration histories.

With more than 9,000 journal sites using ScholarOne, publishers globally will benefit from Author Check’s reliable, concise, structured insights, enabling them to quickly spot unusual activities, such as retractions, expressions of concern, or atypical collaboration patterns.

“We’re delighted to add Author Check as a Silverchair Universe partner to the direct benefit of ScholarOne users,” said Hannah Heckner Swain, VP of Strategic Partnerships at Silverchair. “By connecting best-in-class services to our products, we give publishers the flexibility of choosing the services that best fit their needs.”

Dr Leslie McIntosh, VP of Research Integrity & Security at Digital Science, said: “ScholarOne is used by millions of researchers worldwide, which makes it an ideal platform to integrate the Dimensions Author Check API.

“Supporting the integrity of the scholarly record is vital for upholding trust and transparency in research itself, where publishers play a critical role. Because the Author Check API can be used at scale, ScholarOne will now offer maximum benefit to the academic publishing community.”

For publishers interested in learning more about the Dimensions Author Check API, see the website or explore the Silverchair Universe program: www.silverchair.com/universe

About Silverchair

Silverchair is the leading independent platform partner for scholarly and professional publishers, serving our growing community through flexible technology and unparalleled services. Our teams build, maintain, and innovate platforms across the publishing lifecycle—from idea to impact. Our products facilitate submission, peer review, hosting, dissemination, and impact measurement, enabling researchers and professionals to maximize their contributions to our world.
www.silverchair.com

About Dimensions

Part of Digital Science, Dimensions hosts the largest collection of interconnected global research data, re-imagining research discovery with access to grants, publications, clinical trials, patents and policy documents all in one place. Follow Dimensions on Bluesky, X and LinkedIn.

About Digital Science

Digital Science is an AI-focused technology company providing innovative solutions to complex challenges faced by researchers, universities, funders, industry, and publishers. We work in partnership to advance global research for the benefit of society. Through our brands – Altmetric, Dimensions, Figshare, IFI CLAIMS Patent Services, metaphacts, Overleaf, ReadCube, Symplectic, and Writefull – we believe when we solve problems together, we drive progress for all. Visit digital-science.com and follow Digital Science on Bluesky, on X or on LinkedIn.

Media contacts

Stephanie Lovegrove Hansen, VP, Marketing, Silverchair, press@silverchair.com 

David Ellis, Press, PR & Social Manager, Digital Science: d.ellis@digital-science.com

The post Digital Science and Silverchair partner to bring researcher identity and integrity screening into editorial workflows appeared first on Digital Science.



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⚛️Quantum Leaps in Chemistry: The Role of Quantum Tunneling in Synthetic Organic ReactionsπŸ§ͺ


 Quantum tunneling allows particles to pass through energy barriers instead of climbing over them, influencing how organic reactions actually proceed ⚛️πŸ§ͺ This phenomenon helps explain reaction rates that seem impossible by classical chemistry alone.

In synthetic organic chemistry, tunneling is especially important in proton and hydrogen transfer reactions ✨ It affects kinetic isotope effects, reaction selectivity, and temperature-dependent behavior observed in many catalytic systems.

Understanding quantum tunneling enables chemists to design smarter catalysts and more efficient reaction pathways 🌱⚗️ It opens doors to faster, greener syntheses with improved control over molecular transformations.

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🐝Farm Size and Habitat Conservation in Agricultural Landscapes 🌱

Farm size plays a crucial role in how agricultural landscapes contribute to public goods like habitat conservation 🌾🌱. Using an agent-based model, researchers simulate farmers’ decisions to understand how land management choices shape biodiversity outcomes. These models capture real-world interactions between farms, policies, and ecological processes πŸ§ πŸ“Š.

The findings suggest that larger and smaller farms respond differently to conservation incentives πŸπŸ’‘. Large farms may achieve conservation more efficiently through scale, while smaller farms can collectively deliver strong habitat benefits when supported by well-designed policies. This highlights the importance of tailored approaches rather than one-size-fits-all solutions 🌍🚜.

Ultimately, agent-based modeling offers valuable insights for policymakers aiming to balance food production and environmental protection 🌿⚖️. By considering farm size diversity, governments can design smarter incentives that encourage sustainable practices and long-term public goods provision across agricultural landscapes 🌾🌍.

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⚡A Fully Coupled Multiphysics Model for Annular Thermoelectric Generators πŸ”₯

Annular thermoelectric generators (ATEGs) are emerging as powerful energy-harvesting devices πŸ”₯⚡. To truly understand their behavior, a fully coupled thermal–fluid–electric–mechanics multiphysics numerical model integrates heat transfer, fluid flow, electrical conversion, and structural response into one unified framework.

This advanced model captures real operating conditions by simulating temperature gradients 🌑️, fluid dynamics 🌊, electrical output ⚙️, and mechanical stresses πŸ”§ simultaneously. Such coupling reveals complex interactions that single-physics models miss, leading to more accurate efficiency and durability predictions.

By enabling comprehensive performance evaluation, the model supports optimal design, material selection, and system reliability πŸš€. It helps engineers maximize power generation, minimize thermal losses, and ensure long-term stability, making annular thermoelectric generators more practical for real-world applications 🌍.

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Longest running study into open research practices shows strong researcher adoption, yet recognition gaps and regional variations remain

Digital Science, Figshare and Springer Nature publish the new results in The State of Open Data 2025: A Decade of Progress and Challenges

London | New York | Berlin, 26 January 2026

The 10th anniversary edition of the State of Open Data report, published by Digital Science, Figshare and Springer Nature, shows that open data has become strongly embedded into research practice with FAIR[1] awareness now widely recognised, AI is reshaping research workflows, and support for openness remains high.

The report, now in its 10th year, is the longest running study into open research behaviour and attitudes. Combining survey data from more than 4,700 responses across 151 countries with global expert perspectives from researchers, librarians and policy leaders, it provides an unprecedented insight into the challenges and opportunities around open research, helping to outline progress and priorities for the next decade.

Key findings include:

  • Open research practices are widely supported: 88.1% endorse open access; 80.9% back open data; 75.7% favour open peer review. Researchers value openness and now need practical workflows to make it sustainable.  
  • Progress has been made despite persistent barriers: Awareness of FAIR has nearly doubled from 2018, with familiarity with FAIR principles nearly tripling from 15.2% in 2018 to 40.6%. However, recognition for data sharing remains insufficient, 69.2% of researchers report they receive too little credit for sharing data. Rewarding data sharing in research assessment is key to sustaining progress. 
  • Regional and disciplinary variation for national mandates remains: Support for national mandates still varies widely and disciplinary disparities persist, showing that early consensus is adjusting as real-world experience builds. Australia (63.2% support for mandates in 2016 dropped to 27.4% in 2025) and Brazil (64.7% in 2016 and 39% in 2025) saw the steepest year-on-year decline, while India (59.8% in 2016 and 54.7% in 2025) remained stable.  This points to the importance of pairing policy with the day-to-day support and infrastructure that make sharing practical and reusable.
  • Use of AI to support practice is increasing: Active use of AI for data processing rose from 22.1% in 2024 to 31.9% in 2025 and metadata creation jumped from 16.1% to 25.1%. AI and interoperability will be pivotal in making openness seamless, automated, and trusted, while ethics, research security and clear standards will shape future frameworks.

Mark Hahnel, VP of Open Research at Digital Science and Founder of Figshare, reflects on the decade of change:
Ten years of data show that open research is no longer an aspiration—it’s embedded practice. But progress doesn’t stop here. Researchers need systems that reward openness and workflows that make sharing effortless. Reforming research assessment and aligning incentives will be key to sustaining progress.”

Graham Smith, Director Research Data Innovation at Springer Nature, adds:
“Collaborations like this enable us to put researchers at the centre of what we do. Their insights are essential to ensuring that open science policies, infrastructures and tools are relevant, practical and effective in reducing researcher burden and improving data quality. Beyond this, we recognise that openness delivers the greatest value when combined with quality and clear evidence of benefits. That is why Springer Nature continues to with partners and initiatives across the industry – including the State of Open Data Report, PathOS and Make Data Count, among others – to help shape standards, develop practical solutions and drive measurable impact for the research community.”

Download the full report via this link and discover more findings from the report: stateofopendata.com

Join the conversation at #StateOfOpenData and register for our webinar on 11 February 2026 here.

The State of Open Data 2025: A Decade of Progress and Challenges, published by Digital Science, Springer Nature and Figshare.

About Springer Nature

Springer Nature is one of the leading publishers of research in the world. We publish the largest number of journals and books and are a pioneer in open research. Through our leading brands, trusted for more than 180 years, we provide technology-enabled products, platforms and services that help researchers to uncover new ideas and share their discoveries, health professionals to stay at the forefront of medical science, and educators to advance learning. We are proud to be part of progress, working together with the communities we serve to share knowledge and bring greater understanding to the world. For more information, please visit about.springernature.com and @SpringerNature.

About Digital Science

Digital Science is an AI-focused technology company providing innovative solutions to complex challenges faced by researchers, universities, funders, industry and publishers. We work in partnership to advance global research for the benefit of society. Through our brands – Altmetric, Dimensions, Figshare, IFI CLAIMS Patent Services, metaphacts, Overleaf, ReadCube, Symplectic, and Writefull – we believe when we solve problems together, we drive progress for all. Visit digital-science.com and follow Digital Science on Bluesky, on X or on LinkedIn.

Media contacts:

Springer Nature
Felicitas Kalb-Behrendt
External Communications, Senior Communications Manager
Felicitas.kalb-behrendt@springernature.com

Digital Science
David Ellis
Press, PR & Social Manager
d.ellis@digital-science.com


[1] FAIR, i.e. Findable, Accessible, Interoperable and Reusable

The post Longest running study into open research practices shows strong researcher adoption, yet recognition gaps and regional variations remain appeared first on Digital Science.



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Long-Term Crop Diversification 🌾🌱: Boosting Soil Health 🌍, Yields πŸ“ˆ & Resilience πŸ’ͺ in Tropical Agroecosystems


 Crop diversification over the long term 🌾🌱 plays a critical role in improving soil health within tropical agroecosystems. By rotating and intercropping crops, farmers enhance soil structure, boost organic matter, and support beneficial microbes 🦠, creating healthier and more productive soils.

Sustained yield benefits πŸ“ˆπŸŒ½ emerge as diversified systems reduce pest pressure πŸ›, improve nutrient efficiency, and lower dependency on chemical inputs. Over time, crops perform more consistently, helping farmers manage risks associated with pests, diseases, and market fluctuations.

Resilience in tropical agroecosystems 🌍πŸ’ͺ is strengthened through diversification, enabling farms to better withstand climate extremes such as droughts ☀️ and heavy rainfall 🌧️. Diverse cropping systems promote biodiversity 🐝 and long-term sustainability, supporting food security and ecosystem stability.

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πŸ¦‹πŸ¦High Nature Value Farmlands 🌾🌿: Identifying Key Agroecosystems for Multi-Taxa Conservation 🐝


 High nature value farmlands 🌾🌿 play a vital role in sustaining biodiversity by combining traditional farming practices with rich natural habitats. These landscapes support diverse species while maintaining productive agriculture, making them essential for resilient agroecosystems.

Identifying crucial agroecosystems πŸ”πŸŒ helps conservationists prioritize areas that benefit multiple taxa, including plants 🌱, insects 🐝, birds 🐦, and soil organisms. Mapping and monitoring these farmlands guide smarter land-use planning and conservation strategies.

Protecting and promoting high nature value farmlands 🀝♻️ balances food production with ecological health. Policies, farmer incentives, and community engagement ensure long-term conservation, supporting both livelihoods and multi-taxa biodiversity across agricultural landscapes.

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🦠 Risk Assessment of Antibiotic Resistance in Straw-Retained Soils 🌱

🌾 Straw-retained agroecosystems play an important role in sustainable farming, but they also influence the spread of antibiotic resistance in soils. Seasonal changes affect how antibiotic resistance genes emerge, persist, and interact within complex soil microbial communities 🦠🌦️.


 πŸ“Š Studying seasonal dynamics and risk assessment helps researchers understand when and where antibiotic resistomes pose the greatest ecological and health risks. By tracking variations across seasons, scientists can identify critical periods for intervention and improved residue management πŸŒ±πŸ”¬.

🌍 Assessing antibiotic resistome risks supports safer agricultural practices and environmental protection. These insights guide policy, promote responsible straw management, and help balance productivity with public health and ecosystem sustainability 🌾✨.

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🌍 Research Excellence Award: Impactful and Transformative Research πŸ†

 πŸŒ The Research Excellence Award celebrates scholars whose work creates meaningful, transformative impact across disciplines. This honor recognizes research that advances knowledge, drives innovation, and addresses real-world challenges with lasting scientific and societal value πŸ†πŸ”¬.


πŸ“Š Impactful and transformative research goes beyond publications—it influences policy, industry, technology, and communities. Award recipients demonstrate originality, rigor, and measurable outcomes that shape future research directions and inspire global collaboration 🌱🌐.

πŸš€ By highlighting excellence in research, this award encourages innovation, interdisciplinary thinking, and responsible science. It supports a culture where breakthrough ideas flourish, empowering researchers to contribute solutions for sustainable development and global progress 🌍✨.

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πŸ¦‹ Conserving Multiple Species through HNV Farmlands 🌾

🌾 High Nature Value (HNV) farmlands are agricultural landscapes that support exceptional biodiversity, including plants, insects, birds, and mammals. These agroecosystems combine traditional farming with rich habitats, making them essential for conserving multiple taxa πŸ¦‹πŸ¦.


 πŸŒ Identifying crucial HNV agroecosystems helps scientists and policymakers prioritize areas where conservation and farming can coexist. Mapping these landscapes supports smarter land-use planning, biodiversity protection, and sustainable agricultural policies πŸ“ŠπŸŒ±.

🌱 Protecting HNV farmlands ensures long-term ecosystem services such as pollination, soil health, and climate resilience. By valuing biodiversity-friendly farming practices, we can safeguard species diversity while maintaining productive and resilient agricultural systems 🌾✨.

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FigureTwo launches with State of Open Data showcase

In this guest post, FigureTwo Founder and CEO Jeff Lang offers an important update since winning the Digital Science Catalyst Grant, and sha...

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