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NCKU Researchers Propose Intelligent Building Design to Reduce Carbon Emissions

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Climate change is one of the biggest concerns of our time. Governments all over the world are formulating policies to reduce carbon emissions. For instance, China has promised carbon neutrality by 2060. Buildings account for around half of the country’s emissions and total energy consumption. Moreover, their impact on human lives has increased following COVID-19. Therefore, building performance optimization (BPO) is crucial to reduce their carbon footprint. BPO can be achieved by assessing the overall environmental impact of buildings throughout their life cycle, resulting from material production, construction, operation, and demolition. However, there is a lack of research from this perspective.

Recently, a team of researchers, led by Dr. Yaw-Shyan Tsay of National Cheng Kung University (NCKU), Taiwan, has proposed a strategy that combines machine learning models with new optimization algorithms to simulate the whole life cycle performance of the building. Their work was made available online on 10 September 2022 and will be published in Volume 262, Part A of the Energy journal on 01 January 2023“This work introduces artificial intelligence into architecture, representing an emerging trend of intelligent building construction. It can directly predict life cycle carbon emissions (LCCE), life cycle costs (LCC), and indoor discomfort hours (IDH) at the design stage, producing a scheme for best building performance,” explains Dr. Tsay.

The researchers first identified 28 features as input parameters for an office in the Qingdao international academician park. Next, they sampled the parameters using five different Monte Carlo methods and prepared the data set. They applied an ensemble learning model (ELM) to make predictions. The model was trained using 70% of the data set and the remainder was used as test data. After picking out the sampling method with the best prediction performance and shortest search time, it was used to select important parameters for BPO via sensitivity analysis. Among these parameters, air infiltration rate, wall thermal transmittance, and air conditioning setpoints had the most influence on LCCE, LCC, and IDH, respectively. Further, the randomized search was found to be optimal for hyperparameter optimization. The corresponding coefficient of determination, R2, was 0.980.

Having established the feasibility of the ELM, the team next applied a two-archive evolutionary algorithm for constrained multi-objective optimization (C-TAEA) to BPO to propose various schemes. Compared with the base case, the single best solution schemes reduced LCCE, LCC, and IDH by 54.6%, 18.7%, and 64.5%, respectively. Further, the best equilibrium solution reduced LCCE, LCC, and IDH by 34.7% (1946.3 kg carbon dioxide/m2), 13.9% (2112.1 Yuan/m2), and 26.6% (2082.1 hours), respectively, surpassing the performance of existing methods. It also solved the problem of different optimization ranges of other objectives.

Dr. Tsay discusses the future implications of the research. “The present work provides an intelligent and efficient BPO strategy. It can automatically generate building schemes and improve building performance quickly by evaluating the best design approaches from the life cycle perspective. The proposed techniques will be convenient for architects and engineers to work with and will help improve the quality of life of building residents,” he concludes.

Hopefully, future research on this front involving different types of buildings will lead to the optimization of more building parameters, enabling a more comprehensive implementation of their strategy.

Artificial Intelligence

Timekettle Announces Major Software Update, Launching AI Translation Lab

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SHENZHEN, China, April 18, 2024 /PRNewswire/ — Timekettle, a fast-growing cross-language communication solutions innovator, has announced a significant software update with the launch of the AI Translation Lab, which will serve as a new platform to rapidly introduce cutting-edge technological features while gathering immediate user feedback to avoid releasing underdeveloped functionalities.

The AI Translation Lab represents a major advancement in rendering digital communication more personal, accurate, and educational across various languages. It introduces a range of key features aimed at greatly enhancing the accuracy and fluidity of translations.
Understanding the importance of accurate translations for proper nouns and specialized terms in everyday conversations, the AI Translation Lab features the Custom Lexicon, which allows users to create their own terms linked to specific translations, ensuring precision every time. As users add more terms over time, they will notice increasingly accurate translations with these personalized glossaries.
In an effort to counteract the mechanical feel of conventional translation tools, the AI Translation Lab has enhanced its voice feature to incorporate options that emulate human-like tonality with subtle emotional nuances. Users now have the liberty to select between male and female voices, ensuring a more organic auditory experience without sacrificing efficiency.
Customized for individuals grappling with practical language obstacles such as immigrants or international business personnel, the AI Language Tutor harnesses sophisticated AI technology to facilitate interactive learning experiences, with a focus on enhancing fluency and pronunciation. By integrating the AI Language Tutor into their ecosystem, Timekettle is not merely dismantling communication barriers, but also equipping users with the requisite skills for real-world interactions.
At present, Timekettle’s AI Translation Lab supports Chinese, English, and Spanish languages. As part of its ongoing commitment to making the world more interconnected, Timekettle is dedicated to adding more languages in upcoming updates, aligning with its goal of creating a world where people can easily communicate in their native language.
In today’s globalized world, the technologies and devices provided by Timekettle are becoming essential not just for travelers but also for international businesses that need clear communication without the setbacks of delays or errors due to poor translations. The creation of the AI Translation Lab highlights Timekettle’s dedication to developing technologies that respond to what users actually want.
Opening a door for users to evolve from simply using the technologies and devices to actively contributing to shaping our future, Timekettle invites global users to explore its AI Translation Lab, discover the latest offerings, share feedback instantly, and join the brand in breaking down language barriers through innovative technology.
About Timekettle
Established in 2016, Timekettle is an industry-leading and award-winning provider of cross-language communication solutions. Headquartered in Shenzhen, China, Timekettle also operates a customer center in Los Angeles, United States. Its exceptional products have been recognized with numerous international accolades, including the CES Innovation Award, iF Design Award, and Japan Good Design Award.
For further information, please visit https://www.timekettle.co/
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Clearwater Analytics Wins IFRS 9 Solution Provider of the Year for Second Consecutive Year

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Insurance Asset Risk Awards Celebrate Clearwater’s Excellence in IFRS 9 Solutions
BOISE, Idaho, April 18, 2024 /PRNewswire/ — Clearwater Analytics (NYSE: CWAN), a leading provider of SaaS-based investment management, accounting, reporting, and analytics solutions, today announced that it has won the IFRS 9 Solution Provider of the Year award for the second consecutive year. This achievement underscores Clearwater’s expertise in navigating the complexities of financial reporting and simplifying meticulous processes for our clients.

The Insurance Asset Risk Awards annually recognize outstanding technology firms in the insurance asset management sector. Clearwater Analytics distinguished itself from the competition with its cloud-based SaaS platform and dedicated Client Services offering, which provides a robust foundation to assist clients with their IFRS 9 plan, or global equivalents such as PSAK 71. The solution itself simplifies and streamlines adherence to the financial reporting rules for businesses of all sizes.
“We’re truly honored by this award, which highlights our team’s deep understanding of IFRS 9 and our dedication to supporting our clients,” said Keith Viverito, Managing Director, EMEA and APAC at Clearwater Analytics. “The journey towards IFRS 9 proficiency has been difficult for many in the industry. While insurers have become more adept over the years, there remains a significant need for improvement in operational models to align with best practices today. Clearwater simplifies the financial reporting process, making it faster and more accurate in aligning with IFRS 9 requirements. Our ability to automate the Expected Credit Loss (ECL) allowances and provide comprehensive data management solutions is a testament to our investments in innovation and relentless focus on customer success.”
One of the main challenges facing businesses for IFRS 9 adherence is the impairment of financial instruments, particularly the ECL model. Firms continuously struggle with data availability and quality, estimation techniques, scenario analysis, documentation, auditability, and the ongoing monitoring and reassessment of financial instruments. Clearwater’s success in delivering sophisticated solutions that address these challenges head-on has been a major factor behind its industry-leading 60+ NPS score.
This award joins a growing list of industry accolades, including the InsuranceAsia News Excellence Award for Technology Provider of the Year, the Chartis RiskTech Buyside 50 spot for Investment Lifecycle – Insurance/ Pension Funds, and the Captive Review Award for Software Solution of the Year. Each honor reaffirms Clearwater’s commitment to enhancing data quality and operational efficiency for clients around the globe.
Talk to an expert today to learn more about how Clearwater Analytics elevates financial operations and IFRS 9 compliance strategy.
About Clearwater Analytics
Clearwater Analytics (NYSE: CWAN), a global, industry-leading SaaS solution, automates the entire investment lifecycle. With a single instance, multi-tenant architecture, Clearwater offers award-winning investment portfolio planning, performance reporting, data aggregation, reconciliation, accounting, compliance, risk, and order management. Each day, leading insurers, asset managers, corporations, and governments use Clearwater’s trusted data to drive efficient, scalable investing on more than $7.3 trillion in assets spanning traditional and alternative asset types. Additional information about Clearwater can be found at clearwateranalytics.com.
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Buyers Edge Platform Accelerates European Expansion with Two Strategic UK Acquisitions

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WALTHAM, Mass., April 18, 2024 /PRNewswire/ — Buyers Edge Platform, the leading software and analytics company providing data-driven insights and technology to the foodservice industry, announces its acquisitions of The Full Range and Delta Procurement, two prominent UK Group Purchasing Organizations (GPOs). These acquisitions mark a significant step in Buyers Edge Platform’s rapid expansion across Europe, solidifying its position as a key player in the international procurement landscape. This announcement comes on the heels of Buyers Edge Platform recently securing a $425 million Preferred Equity investment from three prominent investors: General Atlantic, Blackstone, and Morgan Stanley.

These acquisitions align with Buyers Edge Platform’s broader strategy to create the largest Digital Procurement Network in Europe, mirroring their success achieved in the US. Through strategic acquisitions, new country partnerships, and organic growth initiatives, Buyers Edge Platform is set to transform procurement, offering exceptional value to foodservice businesses across Europe.
John Davie, CEO of Buyers Edge Platform, expressed his excitement about both acquisitions, stating, “We’re seeking the best and most powerful GPOs in each country in Europe and have been looking to bring both brands on board as we continue our mission to revolutionize procurement practices and empower businesses across the continent.”
Daniel Wilson, President of Buyers Edge Platform Europe, added “We are delighted to welcome the Full Range and Delta Procurement to the Buyers Edge Platform Family. We have hugely ambitious plans to expand our operations across Europe and look forward to working with the team members, supply partners, and customers of the acquisitions to achieve this.” Buyers Edge Platform has now completed 3 European acquisitions since January 2023.
The Full Range 
Founded by Co-Owners and Directors Barry Knight and Nicky Prentice, The Full Range stands as one of the largest independent GPOs in the UK. Renowned for its comprehensive support and consultancy services, The Full Range caters to diverse sectors including hotels, bars, restaurants, and golf clubs. Their sterling reputation stems from a commitment to enhancing client purchasing efficiency while fostering strong supplier relationships.
Barry Knight, Director of The Full Range, expressed his enthusiasm about the acquisition, saying: “From the very first conversation with Buyers Edge Platform, it was clear we shared the same vision and values. We are both people-focused businesses who always put the customer first. Combining our UK market knowledge with Buyers Edge Platform technology and buying power will create the perfect environment to help our customers to thrive. We are excited to have joined the most powerful network in the foodservice industry and to share the opportunities this brings to hospitality owners across the UK.”
Delta Procurement 
Delta Procurement, led by Dave Anderson and Nick Ryan, has emerged as a transformative force in the UK procurement service industry. With a focus on delivering absolute value at every link of the foodservice chain, Delta has earned acclaim for its tailored solutions and exceptional customer satisfaction. The company’s success underscores its commitment to innovation and customer-centricity.
“We have always put our clients front and center of all that we do and so are thrilled about the acquisition by Buyers Edge Platform as it represents a significant opportunity for our customers. By joining forces, we can now offer our clients access to cutting-edge technology and enhanced buying power, enabling them to streamline their procurement processes and drive greater efficiencies in their businesses. This acquisition marks a new chapter for Delta and our customers, and we are excited to continue delivering exceptional value and service as part of the Buyers Edge Platform.”
For other companies who are interested in leveraging the power of Buyers Edge Platform for their customers, visit BuyersEdgePlatform.com/About/Acquisitions. 
About Buyers Edge Platform
Buyers Edge Platform is the leading software and analytics company providing data-driven insights and technology to the foodservice industry. We connect entities throughout foodservice and empower them to run their businesses more efficiently by leveraging data and analytics. Buyers Edge Platform’s mission is to drive the foodservice industry from manual to automated with programs that benefit all stakeholders across the supply chain. Visit BuyersEdgePlatform.com to learn more.
Buyers Edge Platform recently announced a $425M preferred equity investment from a consortium led by General Atlantic Credit’s (“GA Credit”) Atlantic Park fund, alongside funds managed by Blackstone Tactical Opportunities (“Blackstone”) and investment funds managed by Morgan Stanley Tactical Value (“MS Tactical Value”). Buyers Edge Platform intends to leverage the new funds and partnership with GA Credit, Blackstone, and MS Tactical Value to support the execution of its continued growth initiatives, including platform innovation, strategic M&A, and European expansion.
Media contact:Ryan Gerding for Buyers Edge [email protected]
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