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Preventing the Immense Increase in the Life-Cycle Energy and Carbon Footprints of LLM-Powered Intelligent Chatbots

Engineering 2024年第9期40卷 202-210页

作者： Peng Jiang Christian Sonne Wangliang Li Fengqi You Siming You department of Industrial Engineering and Management Business SchoolSichuan UniversityChengdu 610064China department of ecoscience Aarhus UniversityRoskilde DK-4000Denmark Chinese Academy of Sciences Key Laboratory of Green Process and Engineering Institute of Process EngineeringChinese Academy of SciencesBeijing 100190China Systems Engineering Cornell UniversityIthacaNY 14853USA James Watt School of Engineering University of GlasgowGlasgow G128QQUK

Intelligent chatbots powered by large language models(LLMs)have recently been sweeping the world,with potential for a wide variety of industrial *** frontier technology companies are feverishly participating in LLM-powered chatbot design and development,providing several alternatives beyond the famous ***,training,fine-tuning,and updating such intelligent chatbots consume substantial amounts of electricity,resulting in significant carbon *** research and development of all intelligent LLMs and software,hardware manufacturing(e.g.,graphics processing units and supercomputers),related data/operations management,and material recycling supporting chatbot services are associated with carbon emissions to varying *** should therefore be paid to the entire life-cycle energy and carbon footprints of LLM-powered intelligent chatbots in both the present and future in order to mitigate their climate change *** this work,we clarify and highlight the energy consumption and carbon emission implications of eight main phases throughout the life cycle of the development of such intelligent *** on a life-cycle and interaction analysis of these phases,we propose a system-level solution with three strategic pathways to optimize the management of this industry and mitigate the related *** anticipating the enormous potential of this advanced technology and its products,we make an appeal for a rethinking of the mitigation pathways and strategies of the life-cycle energy usage and carbon emissions of the LLM-powered intelligent chatbot industry and a reshaping of their energy and environmental implications at this early stage of development.

关键词： Large language models Intelligent chatbots Carbon emissions Energy and environmental footprints Life-cycle assessment Global cooperation

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When Fleeing Matters:Differences in Escape Behaviours of Three Northeast Asian Anurans

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Asian Herpetological Research 2024年第1期15卷 41-48页

作者： Yoonjung YI Zoljargal PUREVDORJ Irina MASLOVA Yikweon JANG Amaël BORZÉE Laboratory of Animal Behaviour and Conservation College of Life SciencesNanjing Forestry UniversityNanjing 210037JiangsuChina Division of ecoscience and department of Life Sciences Ewha Womans UniversitySeoul 03760Republic of Korea department of Biology School of MathematicsMongolian State University of EducationUlaanbaatar 210648Mongolia department of Forest and Environmental Resources Chungnam National UniversityDaejeon 34134Republic of Korea Federal Scientific Center of the East Asia Terrestrial Biodiversity Far Eastern Branch of Russian Academy of SciencesVladivostok 690022Russia

Prey species may have their own optimal escape strategy to balance predation risks and the energetic cost of *** species have an advantage when maintaining a short fleeing distance,while others may favour an earlier escape based on microhabitat,size,or body ***,we examined the escape behaviour of the three syntopic Northeast Asian anuran species:Mongolian toads(Strauchbufo raddei),Amur brown frogs(Rana amurensis),and Japanese treefrogs(Dryophytes japonicus)in Mongolia,Russia,China and DPR *** examined flight initiation distance(FID;the distance from a potential predator to the point when the individual starts to flee)and distance fled(DF;distance between flight initiation and flight termination points)of each species and the effects of microhabitat,sex,and body *** raddei and *** had a longer FID than ***,and *** also had a longer DF than *** trends remained similar when dividing FID and DF by a size proxy(snout-vent length)for all *** suggests that the treefrog *** used a strategy to stay immobile even when they were detected,and the toad *** reacted quicker and more sensitively to predators despite the presence of *** *** had a significantly longer FID than males suggesting that females are more sensitive to predation risk in this species,but body size was not significant for any of the three *** results indicate that the three sympatric species have different escaping strategies,likely related to differences in physiology and crypticity.

关键词： amphibian distance fled escape behaviour flight initiation distance predation

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Composition regulates dissolved organic matter adsorption onto iron (oxy)hydroxides and its competition with phosphate: Implications for organic carbon and phosphorus immobilization in lakes

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Journal of Environmental Sciences 2024年第10期144卷 159-171页

作者： ShuaiLong Wen JingJing Liu YueHan Lu JiaRu Dai XiuLin Huang ShiLin An Erik Jeppesen ZhengWen Liu YingXun Du State Key Laboratory of Lake Science and Environment Nanjing Institute of Geography and LimnologyChinese Academy of SciencesNanjing 210008China University of Chinese Academy of Sciences Beijing 100049China Molecular Eco-Geochemistry(MEG)Laboratory Department of Geological SciencesThe University of Alabama2017th AveTuscaloosaAL 35485USA School of Environmental Science and Engineering Nanjing Tech UniversityNanjing 210008China School of Environmental and Chemical Engineering Chongqing Three Gorges UniversityChongqing 404020China department of ecoscience Aarhus UniversitySilkeborg 8600Denmark Sino-Danish Centre for Education and Research University of Chinese Academy of SciencesBeijing 101408China Limnology Laboratory Department of Biological Sciences and Centre for Ecosystem Research and ImplementationMiddle East Technical UniversityAnkara 06800Turkey

Dissolved organicmatter(DOM)is a heterogeneous pool of compounds and exhibits diverse adsorption characteristics with or without phosphorous(P)*** impacts of these factors on the burial and mobilization of organic carbon and P in aquatic ecosystems remain *** this study,an algae-derived DOM(ADOM)and a commercially available humic acid(HA)with distinct compositions were assessed for their adsorption behaviors onto iron(oxy)hydroxides(FeOx),both in the absence and presence of *** contained less aromatics but more protein-like and highly unsaturated structures with oxygen compounds(HUSO)than *** adsorption capacity of FeOx was significantly greater for ADOM than for ***-like and HUSO compounds in ADOM and humic-like compounds and macromolecular aromatics in HA were preferentially adsorbed by ***,ADOM demonstrated a stronger inhibitory effect on phosphate adsorption than *** observation suggests that the substantial release of autochthonous ADOM by algae could elevate internal P loading and pose challenges for the restoration of restore eutrophic *** presence of phosphate suppressed the adsorption of protein-like compounds in ADOM onto FeOx,resulting in an increase in the relative abundance of protein-like compounds and a decrease in the relative abundance of humic-like compounds in post-adsorption *** contrast,phosphate exhibited no discernible impact on the compositional fractionation of ***,our results show the source-composition characters of DOM influence the immobilization of both DOM and P in aquatic ecosystems through adsorption *** preferential adsorption of proteinaceous compounds within ADOM and aromatics within HA highlights the potential for the attachment with FeOx to diminish the original source-specific signatures of DOM,thereby contributing to the shared DOM characteristics observed across diverse aquatic environments.

关键词： Algal dissolved organic matter Humic acid Adsorption Phosphate Fractionation FT-ICR MS

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预防LLM赋能的智能聊天机器人全生命周期能源和碳足迹剧增（英文）

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Engineering 2024年第9期 202-210页

作者：蒋鹏 Christian Sonne 李望良 Fengqi You Siming You department of Industrial Engineering and Management Business School Sichuan University department of ecoscience Aarhus University Chinese Academy of Sciences Key Laboratory of Green Process and Engineering Institute of Process Engineering Chinese Academy of Sciences Systems Engineering Cornell University James Watt School of Engineering University of Glasgow

Intelligent chatbots powered by large language models(LLMs) have recently been sweeping the world,with potential for a wide variety of industrial applications. Global frontier technology companies are feverishly participating in LLM-powered chatbot design and development, providing several alternatives beyond the famous ChatGPT. However, training, fine-tuning, and updating such intelligent chatbots consume substantial amounts of electricity, resulting in significant carbon emissions. The research and development of all intelligent LLMs and software, hardware manufacturing(e.g., graphics processing units and supercomputers), related data/operations management, and material recycling supporting chatbot services are associated with carbon emissions to varying extents. Attention should therefore be paid to the entire life-cycle energy and carbon footprints of LLM-powered intelligent chatbots in both the present and future in order to mitigate their climate change impact. In this work, we clarify and highlight the energy consumption and carbon emission implications of eight main phases throughout the life cycle of the development of such intelligent chatbots. Based on a life-cycle and interaction analysis of these phases,we propose a system-level solution with three strategic pathways to optimize the management of this industry and mitigate the related footprints. While anticipating the enormous potential of this advanced technology and its products, we make an appeal for a rethinking of the mitigation pathways and strategies of the life-cycle energy usage and carbon emissions of the LLM-powered intelligent chatbot industry and a reshaping of their energy and environmental implications at this early stage of development.

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Importance of periphytic biofilms for carbon cycling in paddy fields:A review

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Pedosphere 2024年第1期34卷 36-43页

作者： Lei ZHOU Yonghong WU Junzhuo LIU Pengfei SUN Ying XU Jan DOLFING Robert GMSPENCER Erik JEPPESEN State Key Laboratory of Soil and Sustainable Agriculture Institute of Soil ScienceChinese Academy of SciencesNanjing 210008China Zigui Three Gorges Reservoir Ecosystem Observation and Research Station of Ministry of Water Resources of the People's Republic of ChinaYichang 443605China College of Nanjing University of Chinese Academy of SciencesNanjing 211135China Faculty of Energy and Environment Northumbria UniversityNewcastle upon Tyne NE18QHUK department of Earth Ocean and Atmospheric ScienceFlorida State UniversityTallahassee FL 32306USA department of ecoscience&Centre for Water Technology(WATEC) Aarhus UniversityAarhus DK-8000Denmark Sino-Danish Centre for Education and Research Beijing 100049China Limnology Laboratory Department of Biological Sciences and Centre for Ecosystem Research and Implementation(EKOSAM)Middle East Technical UniversityAnkara 06800Turkiye Institute of Marine Sciences Middle East Technical UniversityMersin 33731Turkiye

Paddy fields play an important role in global carbon(C) cycling and are an important source of methane(CH_(4)) emissions. Insights into the processes influencing the dynamics of soil organic C(SOC) in paddy fields are essential for maintaining global soil C stocks and mitigating climate change. Periphytic biofilms composed of microalgae, bacteria, and other microorganisms are ubiquitous in paddy fields, where they directly mediate the transfer of elements at the soil-water interface. However, their contributions to C turnover and exchange have been largely neglected. Periphytic biofilms affect and participate in soil C dynamics by altering both abiotic(e.g., pH and redox potential) and biotic conditions(e.g., microbial community composition and metabolism). This review summarizes the contributions of periphytic biofilms to soil C cycling processes, including carbon dioxide fixation, SOC mineralization, and CH_(4) emissions. Future research should be focused on: i) the mechanisms underlying periphytic biofilm-induced C fixation and turnover and ii) quantifying the contributions of periphytic biofilms to soil C uptake, stabilization, and sequestration in paddy fields.

关键词： carbon fixation carbon mineralization carbon sequestration methane emission microbial aggregates soil organic carbon

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Dormancy and the influence of photoperiod and temperature on sexual maturity in Nicrophorus nepalensis （Coleoptera： Silphidae）

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Insect Science 2011年第2期18卷 225-233页

作者： Wenbe Hwang Shiuh-Feng Shiao department of ecoscience and Ecotechnology National University of Tainan department of Entomology National Taiwan University Taiwan China

Carrion beetles （Nicrophorus spp.） use small vertebrate carcasses for food and reproduction. Their ecology and behaviors are highly affected by the availability of carcasses and the surrounding environmental conditions. Our results revealed that in subtropical Fushan, northern Taiwan, N. nepalensis was mainly active in spring （February to May）, and could also be found in autumn （October and November）; but there was no capture record in summer （June to September） and winter （December and January）. A laboratory temperature tolerance study indicated that N. nepalensis adults become inactive at temperatures above 26℃, and had the highest mortality when the temperature was raised from 27℃ to 28℃. Furthermore, N. nepalensis became sexually mature at 20℃, depending on the photoperiod： the longer the day, the lower the percentage of sexually mature 2-week-old females after emergence. In another experiment, N. nepalensis virgins were paired under three possible conditions at Fushan. At 15℃ and 20℃, if carcasses were presented to the pairs within 3 days after emergence, all laid eggs in the second week after emergence. If carcasses were presented 1 week after emergence, most began to reproduce at 20℃ with 12.5 h of daylight. However, at 15℃ with 1 l h of daylight, the carrion beetles hibernated first, and reproduced in the ninth week after emergence. At 25℃ with 14 h of daylight, carrion beetles did not bury the mouse carcasses, the females did not lay eggs, and the adult lifespan was only one-third of that at 20℃. This study revealed that both photoperiod and temperature influence the time needed to reach the sexual maturity of N. nepalensis; and also implied that the narrow temperature tolerance range and dormancy behavior of carrion beetles are highly regulated by those environmental factors.

关键词： dormancy Nicrophorus photoperiod reproductive biology temperaturetolerance sexual maturity

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Optical measurements of dissolved organic matter as proxies for COD_(Mn)and BOD_(5)in plateau lakes

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Environmental Science and Ecotechnology 2024年第3期19卷 132-138页

作者： Xuan Yang Yongqiang Zhou Xiaoying Yang Yunlin Zhang Robert G.M.Spencer Justin D.Brookes Erik Jeppesen Hucai Zhang Qichao Zhou Institute for Ecological Research and Pollution Control of Plateau Lakes School of Ecology and Environmental SciencesYunnan UniversityKunming650500China Institute of International River and Eco-security Yunnan UniversityKunming650500China Zhejiang College of Security Technology Wenzhou325016China Taihu Laboratory for Lake Ecosystem Research State Key Laboratory of Lake Science and EnvironmentNanjing Institute of Geography and LimnologyChinese Academy of SciencesNanjing210008China department of Earth Ocean and Atmospheric ScienceFlorida State UniversityTallahassee32306United States Water Research Centre School of Biological ScienceThe University of AdelaideAdelaide5005Australia department of ecoscience Aarhus UniversityAarhus8000Denmark Sino-Danish Centre for Education and Research Chinese Academy of SciencesBeijing100101China Limnology Laboratory Department of Biological Sciences and Centre for Ecosystem Research and ImplementationMiddle East Technical UniversityAnkara06800Turkey Institute of Marine Sciences Middle East Technical UniversityErdemliMersin33731Turkey Yunnan Key Laboratory of Pollution Process and Management of Plateau Lake-Watershed Yunnan Research Academy of Eco-environmental SciencesKunming650034China

The presence of organic matter in lakes profoundly impacts drinking water supplies,yet treatment processes involving coagulants and disinfectants can yield carcinogenic disinfection *** assessments of organic matter,such as chemical oxygen demand(COD_(Mn))and biochemical oxygen demand(BOD_(5)),are often ***,optical measurements of dissolved organic matter(DOM)offer a rapid and reliable means of obtaining organic matter composition *** we employed DOM optical measurements in conjunction with parallel factor analysis to scrutinize COD_(Mn)and BOD_(5)*** was performed using an independent dataset encompassing six lakes on the Yungui Plateau from 2014 to 2016(n=256).Leveraging multiple linear regressions(MLRs)applied to DOM absorbance at 254 nm(a254)and fluorescence components C1-C5,we successfully traced COD_(Mn)and BOD_(5)variations across the entire plateau(68 lakes,n=271,R^(2)>0.8,P0.9)in mesotrophic lakes compared to oligotrophic and eutrophic *** study underscores the utility of MLR-based DOM indices for inferring COD_(Mn)and BOD_(5)variability in plateau lakes and highlights the potential of integrating in situ and remote sensing platforms for water pollution early warning.

关键词： Dissolved organic matter Chemical oxygen demand Biochemical oxygen demand Water quality Yungui plateau lakes

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Studies on characteristics of nanostructure of N-TiO_2 thin films and photo-bactericidal action

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Journal of Zhejiang University-Science B(Biomedicine & Biotechnology) 2006年第7期7卷 586-590页

作者： XU Ming-fang LIN Shan CHEN Xin-man PENG Yan-zhi department of Bioengineering Jinan University Guangzhou 510632 China Institute of Aquatic ecoscience Jinan University Guangzhou 510632 China

Pseudomonas aeruginosa strain （AS 1.50） and Bacillus subtilis strain （AS 1.439） from Ming lake were decomposed by photocatalytic nanostructure N-TiO2 thin films in a photo-reactor under UV irradiation. The different thickness nanostructure N-TiO2 thin films coated on mesh grid were prepared by sol-gel method and immobilized at 500 ℃ （films A） or 350 ℃ （films B） for 1 h in a muffle furnace. The results showed that N-TiO2 thin film B （8.18 nm thickness, 2.760 nm height and 25.15 nm diameter） has more uniform granular nanostructure and thinner flat texture than N-TiO2 thin film A （12.17 nm thickness, 3.578 nm height and 27.50 nm diameter）. The bactericidal action of N-TiO2 thin film A and film B for Pseudomonas aeruginosa strain （AS 1.50） and Bacillus subtilis varniger strain （AS1.439） were investigated in this work. More than 95% of photocatalytic bactericidal efficiency for Pseudomonas aeruginosa strain （AS 1.50） and 75% for Bacillus subtilis strain （AS 1.439） were achieved by using N-TiO2 thin films-B for 70-80 rain of irradiation during the photo-bactericidal experimental process. The results indicated that the photo-induced bactericidal efficiency of N-TiO2 thin films probably depended on the characteristics of the films.

关键词： Photocatalytic degradation Photo-bactericidal action N-TiO2 thin film

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Temporal and spatial differentiation in microhabitat use: Implications for reproductive isolation and ecological niche specification

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Integrative Zoology 2016年第5期11卷 375-387页

作者： Amaël BORZÉE Jun Young KIM Marina Andrade Martins DA CUNHA Donggeun Lee Eunchong SIN Sunmin OH Yoonjung YI Yikweon JANG department of Life Sciences and Division of ecoscience Ewha Womans UniversitySeoulKorea Interdisciplinary Program of EcoCreative Ewha Womans UniversitySeoulKorea School of Biological Sciences Seoul National UniversityKorea

Niche differentiation enables ecologically similar species to coexist by lessening competition over food and/or shelters and may be critical for reproductive isolation between closely related species in close ***cause no extra traits need to evolve,spatial and temporal differentiation may readily take place to complement other isolating *** closely related treefrog species occur together in Korea:the endangered Hyla suweonensis and the widespread Hyla *** calls are differentiated,but it is unclear whether call difference is sufficient for reproductive *** tracked individuals of both species to study fine-scale differentiation in microhabitat use in the diel cycle of the breeding season using a harmonic direction *** male movement patterns of both species revealed spatial and temporal differentiation in microhabitat use for calling and resting during the breeding *** of both *** and *** occurred in all 5 microhabitats identified in this study:rice paddy,ground,buried,grass and *** treefrog species showed general similarities in calling from rice paddies and resting in grass and ***,*** moved into rice paddies and produced advertisement calls 3 h earlier than *** differences likely minimize contact between the species and provide an additional isolating *** addition,the activity of *** may be contributing to the decline of this species,as resting in grass would increase dangers from predatory birds and habitat disturbance.

关键词： harmonic direction finding hylid treefrog pre-mating isolation mechanisms spatial isolation temporal isolation

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Small fishes crossed a large mountain range:Quaternary stream capture events and freshwater fishes on both sides of the Taebaek Mountains

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Integrative Zoology 2017年第4期12卷 292-302页

作者： Daemin KIM M.Vincent HIRT Yong-Jin WON Andrew M.SIMONS Division of ecoscience Ewha Womans UniversitySeoulKorea department of Fisheries Wildlife and Conservation BiologySaint PaulMinnesotaUSA Bell Museum of Natural History University of Minnesota100 Ecology BuildingSaint PaulMinnesotaUSA

The Taebaek Mountains in Korea serve as the most apparent biogeographic barrier for Korean freshwater fishes,resulting in 2 distinct ichthyofaunal assemblages on the eastern(East/Japan Sea slope)and western(Yellow Sea and Korea Strait slopes)sides of the mountain *** nearly 100 species of native primary freshwater fishes in Korea,only 18 species occur naturally on both sides of the mountain ***,there are 5 rheophilic species(Phoxinus phoxinus,Coreoleuciscus splendidus,Ladislavia taczanowskii,Iksookimia koreensis and Koreocobitis rotundicaudata)found on both sides of the Taebaek Mountains that are geographically restricted to the Osip River(and several neighboring rivers,for *** and ***)on the eastern side of the mountain *** Osip River and its neighboring rivers also shared a rheophilic freshwater fish,Liobagrus mediadiposalis,with the Nakdong River on the western side of the mountain *** assessed historical biogeographic hypotheses on the presence of these rheophilic fishes,utilizing DNA sequence data from the mitochondrial cytochrome b *** of our divergence time estimation indicate that ichthyofaunal transfers into the Osip River(and several neighboring rivers in East Sea slope)have occurred from the Han(Yellow Sea slope)and Nakdong(Korea Strait slope)Rivers since the Late *** inferred divergence times for the ichthyofaunal transfer across the Taebaek Mountains were consistent with the timing of hypothesized multiple reactivations of the Osip River Fault(Late Pleistocene),suggesting that the Osip River Fault reactivations may have caused stream capture events,followed by ichthyofaunal transfer,not only between the Osip and Nakdong Rivers,but also between the Osip and Han Rivers.

关键词： biogeographic barrier comparative phylogeography divergence time Korean fishes Osipcheon fault

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