45 results on '"Ta Kang Liu"'
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2. Exploring Ballast Water Management in Taiwan Using the PSR Conceptual Model Based on Stakeholders’ Perspectives
- Author
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Muhan Cheng, Jia-An Ye, and Ta-Kang Liu
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Geography, Planning and Development ,Aquatic Science ,grounded theory ,stakeholder ,port management ,ballast water ,pressure-state-response ,Biochemistry ,Water Science and Technology - Abstract
Accidental introduction of nonindigenous aquatic species (NIAS) is usually mediated by shipping through ballast water. Ballast water management plans are being developed and implemented around the world to prevent the spread of NIAS. However, for marine environmental management, incorporating stakeholders’ perceptions into designing and formulating management plans is key to achieving successful implementation. This study used qualitative interviews and grounded theory to induce the influencing factors and conceptual model of stakeholders’ perceptions on ballast water management (BWM) issues. The interplay of the pressure–state–response conceptual model based on grounded theory was established to elaborate on stakeholders’ perceptions. The study results indicated that local ballast water management required comprehensive port state control (PSC) and technical competency development. Second, an international commercial port can be used as a demonstration area to demonstrate the effectiveness and the potential benefits of BWM implementation due to its potential to link with international networks. Moreover, legislation, surveying/monitoring, institutional capacity and outreach/education are the four fundamentals to marine bio-invasion management. Initiating ballast water management measures as part of port environmental management aims to enhance marine pollution management capacity, especially in the field of marine bio-invasion management.
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- 2022
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3. Enrichment of marine productivity utilizing steelmaking slag: managing conflicting stakeholders’ interests in Taiwan
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Ping Chen, Yung Sheng Chen, Yu Cheng Wang, Ta Kang Liu, and Ming Sheng Ko
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0106 biological sciences ,geography ,Government ,geography.geographical_feature_category ,business.industry ,010604 marine biology & hydrobiology ,Circular economy ,Slag ,04 agricultural and veterinary sciences ,Aquatic Science ,01 natural sciences ,Steelmaking ,Grounded theory ,Habitat ,visual_art ,040102 fisheries ,visual_art.visual_art_medium ,0401 agriculture, forestry, and fisheries ,business ,Agronomy and Crop Science ,Reef ,Environmental planning ,Marine productivity - Abstract
The restoration of the coastal environment can help to alleviate declining offshore fishery resources. When artificial fish reefs utilizing steelmaking slag are deployed on the seabed, they can improve algal growth to create habitats for fisheries enhancement. However, the use of slag reefs in the marine environment in Taiwan may draw public concerns about the compatibility of placing steel by-products in the marine environment and food safety issues. It is therefore likely that the further use of slag reefs for marine productivity enhancement (MPE) may encounter resistance and face uncertainty. In this study, controversial issues related to the application of slag reefs to the development of subsequent marine ranching were explored. Qualitative interviews with stakeholders were conducted, and their support or opposition for the application of steelmaking slag to the marine environment were discussed. The results of the interviews were analyzed based on grounded theory to establish conceptual models and clarify stakeholders’ policy opinions on the marine application of slag reefs. The results can inform policy for the further utilization and management of slag reefs, and may help the government to promote the circular economy and achieve its ultimate goal of sustainable ocean development.
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- 2021
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4. An efficient initialization scheme for the self-organizing feature map algorithm.
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Mu-Chun Su, Ta-Kang Liu, and Hsiao-Te Chang
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- 1999
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5. Conservation of the Eastern Taiwan Strait Chinese White Dolphin (Sousa chinensis): Fishers' Perspectives and Management Implications.
- Author
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Ta-Kang Liu, Yu-Cheng Wang, Laurence Zsu-Hsin Chuang, and Chih-How Chen
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Medicine ,Science - Abstract
The abundance of the eastern Taiwan Strait (ETS) population of the Chinese white dolphin (Sousa chinensis) has been estimated to be less than 100 individuals. It is categorized as critically endangered in the IUCN Red List of Threatened Species. Thus, immediate measures of conservation should be taken to protect it from extinction. Currently, the Taiwanese government plans to designate its habitat as a Major Wildlife Habitat (MWH), a type of marine protected area (MPA) for conservation of wildlife species. Although the designation allows continuing the current exploitation, however, it may cause conflicts among multiple stakeholders with competing interests. The study is to explore the attitude and opinions among the stakeholders in order to better manage the MPA. This study employs a semi-structured interview and a questionnaire survey of local fishers. Results from interviews indicated that the subsistence of fishers remains a major problem. It was found that stakeholders have different perceptions of the fishers' attitude towards conservation and also thought that the fishery-related law enforcement could be difficult. Quantitative survey showed that fishers are generally positive towards the conservation of the Chinese white dolphin but are less willing to participate in the planning process. Most fishers considered temporary fishing closure as feasible for conservation. The results of this study provide recommendations for future efforts towards the goal of better conservation for this endangered species.
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- 2016
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6. Ballast Water Management Strategy to Reduce the Impact of Introductions by Utilizing an Empirical Risk Model
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Yung-Sheng Chen, Chao-Kai Kang, and Ta-Kang Liu
- Subjects
Geography, Planning and Development ,ballast water management ,environmental similarity ,risk model ,port state control (PSC) ,Aquatic Science ,Biochemistry ,Water Science and Technology - Abstract
The introduction of non-indigenous aquatic species (NIASs) was identified as one of the major threats to aquatic ecosystems. Shipping is one of the potential invasive pathways for the introduction of marine NIASs, mainly via ballast water, sediments, and ship fouling. In addition, The International Convention for the Control and Management of Ships’ Ballast Water and Sediments (BWM Convention) aims to mitigate the introduction risk of harmful aquatic organisms and pathogens (HAOPs) via ships’ ballast water and sediment. Some of these species can be very harmful and cause loss of biodiversity, adverse environmental consequences, and economic and social impacts. In this study, an empirical model based on the environmental similarity and the vessel characteristics was used to assess the risk associated with the ballast water, for the incoming vessels to the port of Kaohsiung and port of Riga. The priority for port state control (PSC) inspection was established and recommended for better ballast water management.
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- 2022
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7. Application of neural networks using quadratic junctions in cluster analysis.
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Mu-Chun Su and Ta-Kang Liu
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- 2001
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8. Risk assessment model based on expert's perspective for ballast water management
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Sergej Olenin, Ta Kang Liu, Muhan Cheng, and Pin Xuan Su
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0106 biological sciences ,Ballast ,010504 meteorology & atmospheric sciences ,Process (engineering) ,Computer science ,010604 marine biology & hydrobiology ,Delphi method ,Analytic hierarchy process ,Management, Monitoring, Policy and Law ,Aquatic Science ,Oceanography ,01 natural sciences ,Port (computer networking) ,Risk analysis (engineering) ,Risk assessment ,Enforcement ,0105 earth and related environmental sciences ,Decision analysis - Abstract
The Ballast Water Management Convention (BWMC) entered into force in September 2017. It made provisions for the utilization of risk assessments to determine the impact of Harmful Aquatic Organisms and Pathogens (HAOP). In this study, we proposed a comprehensive framework for evaluating an incoming vessel's risk level of introducing HAOP via ballast water by employing the Delphi method and an analytic hierarchy process (AHP) -based decision analysis process. Questionnaires were distributed to 21 marine experts in northern Europe and Taiwan to collect their opinions on 15 risk factors. The framework was then modified according to the experts' feedback. Ten risk factors were selected under two categories: 1) source of ballast water and 2) vessel characteristics. The derived framework could serve as a decision-making tool to assist port states in identifying potential high risk vessels on their borders, and thus enhance the effective implementation and enforcement of the BWMC.
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- 2019
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9. The selectivity between inner C-cyanation and alkylation in cobalt(II) complexes of N-confused porphyrin with an axial NCS− ligand
- Author
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Yi-Chun Chen, Jo-Yu Tung, Jyh-Horung Chen, Chun-Yeh Lin, Hsiang-Yin Lin, Siou-Shen Li, Ta-Kang Liu, Yu-Chang Chang, and Wei-Joe Tsai
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010405 organic chemistry ,Ligand ,chemistry.chemical_element ,Crystal structure ,Cyanation ,Alkylation ,010402 general chemistry ,01 natural sciences ,Porphyrin ,0104 chemical sciences ,Inorganic Chemistry ,chemistry.chemical_compound ,Crystallography ,chemistry ,Tetraphenylporphyrin ,Materials Chemistry ,Physical and Theoretical Chemistry ,Cobalt ,Octane - Abstract
Some inner C-cyanation and C-alkylation complexes have been described. Reactions of 2-N-substituted N-confused tetraphenylporphyrin (2-NCH2YNCTPPH) with Co(SCN)2 afford C-alkylation (14) and C-cyanation (15–17) complexes. The crystal structures for the inner C-alkylation product of thiocyanato(2-aza-2-[p-methylbenzyl]-5,10,15,20-tetraphenyl-21-benzyl-21-carbaporphyrinato-N,N′,N″)cobalt(II)·0.5 octane solvate [Co(2-NCH2-p-CH3C6H4-21-CH2C6H5NCTPP)(NCS)·0.5C8H18; 14·0.5C8H18] and the inner C-cyanation products of thiocyanato(2-aza-2-ethoxycarbonylmethyl-5,10,15,20-tetraphenyl-21-cyano-21-carbaporphyrinato-N,N′,N″)cobalt(II) [Co(2-NCH2COOCH2CH3-21-CN NCTPP) (NCS); 15], thiocyanato(2-aza-2-methyl-5,10,15,20-tetraphenyl-21-cyano-21-carbaporphyrinato-N,N′,N″)cobalt(II)[Co(2-NCH3-21-CNNCTPP) (NCS); 16], and thiocyanato(2-aza-2-benzyl-5,10,15,20-tetraphenyl-21-cyano-21-carbaporphyrinato-N,N′,N″)cobalt(II) [Co(2-NCH2C6H5-21-CNNCTPP) (NCS); 17] have been reported. The geometry around Co2+ ion in these four complexes is a distorted tetrahedron with a C2v symmetry. Two possible mechanisms were proposed to explain the formation of inner C-alkylation (14·0.5C8H18) versus C-cyanation (15–17) products in these complexes with an axial *NCS− ligand.
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- 2019
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10. Utilization of Vessel Automatic Identification System (AIS) to Estimate the Emission of Air Pollutant from Merchant Vessels in the Port of Kaohsiung
- Author
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Ta Kang Liu, Yen Tin Chen, and Yung Sheng Chen
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Pollutant ,Waste management ,Automatic Identification System ,Air pollution ,Fuel oil ,medicine.disease_cause ,Pollution ,Port (computer networking) ,law.invention ,chemistry.chemical_compound ,Air pollutants ,chemistry ,law ,cardiovascular system ,medicine ,Environmental Chemistry ,Environmental science ,Activity intensity ,Sulfur dioxide - Abstract
Vessel-source air pollution may have a major impact on human health and the marine environment. In this study, a method based on vessel activity intensity was adopted to estimate the emission of air pollutants generated by the consumption of fuel oils from merchant vessels in the Port of Kaohsiung. The vessel activities were determined by using the vessel automatic identification system (AIS) to track vessel traffic and position and to calculate the corresponding emission of air pollutants. It was found that container ships, bulk carriers, and oil tankers, emitted approximately 90% of the total air pollutants. The emissions of SO2 and NOx accounted for 43% and 23%, respectively, when compared to the land-based source emission from the city of Kaohsiung. Management strategies were explored that market-based tools are recommended for the mitigation of vessel-source air pollution along with mandatory utilization of low sulfur fuels.
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- 2019
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11. Occurrence and emission of polycyclic aromatic hydrocarbons from water treatment plant sludge in Taiwan
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Chih-Feng Chen, Chiu-Wen Chen, Cheng-Di Dong, Ming-Huang Wang, Lin-Chi Wang, and Ta-Kang Liu
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Pollutant ,chemistry.chemical_classification ,business.industry ,Polycyclic aromatic hydrocarbon ,General Medicine ,Combustion ,Industrial water treatment ,chemistry ,Environmental chemistry ,Environmental Chemistry ,Environmental science ,Coal ,Sewage treatment ,Water treatment ,business ,Waste Management and Disposal ,Water Science and Technology ,Potential toxicity - Abstract
The concentrations level and distribution of 16 US EPA polycyclic aromatic hydrocarbon (PAHs) from the water treatment plant (WTP), sewage treatment plant (STP), and industrial water treatment plant (ITP) sludge in Taiwan were determined and then assessed the sources, and potential toxicity (carcinogenic polycyclic aromatic hydrocarbons [CPAHs] and toxic BaP equivalent [TEQ]). Results indicated that the total concentrations of PAHs ranged between 58 and 16,436 μg/kg dw. Among the 17 samples, the 2-4 ring of total PAHs were the predominant compound in three kinds of treatment plant (> 60%). Especially, ITP1 owns 95.8% of 2-4 ring of total PAHs and ITP3 owns 54% of five- and six-ring of total PAHs. The molecular indices and principal component analysis (PCA) were used to determine the source contributions, with the results showing that the contributions of combustion/grass, coal or wood combustion and combustion/ liquid (oil) fossil fuel combustion. A PAH toxicity indicated by TEQ was 2.5-506 μg TEQ/g dw. Although, the results indicated that these were not recommended for land applications, but analyses are beneficial to develop effective management strategies for controlling PAH discharge in treatment plants and establishing strategies for its reuse in managing pollutants.
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- 2021
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12. Environmental and Economic Analysis on Sailing from Taiwan through Arctic Passages
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Po-Hung Chen and Ta-Kang Liu
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arctic passages ,CO2 emissions ,Europe sea route ,Americas sea route ,maritime pollution ,Geography, Planning and Development ,Aquatic Science ,Biochemistry ,Water Science and Technology - Abstract
Maritime transportation is a key means for Taiwan to transport the cargo in the global trade. Global warming has led to two new navigation channels for arctic passages, the Northeast Passage and Northwest Passage. Research has increasingly addressed the unknown economic costs of these passages, and the increase of navigational activity in the Arctic Ocean has also resulted in CO2 emissions. Taiwan has one of the leading merchant fleets in the world; however, study on this aspect in Taiwan is not available. We use Port of Taipei, Taiwan as the starting place to compare the two arctic shipping routes and developed a model to determine the shipping costs and as well the CO2 emission. The results showed that a voyage from the Port of Taipei to the Port of Rotterdam through the Northeast Passage would be 2107 nautical miles shorter than voyage along the current sea route to Europe but 2% to 3% costlier; CO2 emissions would be 3% lower. Sailing to New York Harbor through the Northwest Passage would shorten voyages by 2459 nautical miles and reduce both costs and CO2 emissions by 7%. Therefore, if tolls were lowered or sailing speeds increased, sailing through the Arctic Passages could be a great opportunity for shipping industries and enable Taiwan to develop its shipping economy while protecting the marine environment.
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- 2022
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13. Exploring the social acceptability for the desalination plant project: Perceptions from the stakeholders
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Ta-Kang Liu, Jia-An Ye, and Haw-Yang Sheu
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Mechanical Engineering ,General Chemical Engineering ,General Materials Science ,General Chemistry ,Water Science and Technology - Published
- 2022
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14. Exploring the environmental impact assessment commissioners' perspectives on the development of the seawater desalination project
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Tzu Hsun Weng, Ta Kang Liu, and Haw Yang Sheu
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Flexibility (engineering) ,Resource (biology) ,Mechanical Engineering ,General Chemical Engineering ,Environmental engineering ,Analytic hierarchy process ,02 engineering and technology ,General Chemistry ,010501 environmental sciences ,01 natural sciences ,Desalination ,Water resources ,020401 chemical engineering ,General Materials Science ,Environmental impact assessment ,Business ,Economic impact analysis ,0204 chemical engineering ,Air quality index ,Environmental planning ,0105 earth and related environmental sciences ,Water Science and Technology - Abstract
In recent years, extreme climate conditions have resulted in uneven precipitations in Taiwan. The development of traditional water resources frequently suffers from protests of environmental groups, potential dam sites being hard-to-find, and other factors. The development of new water sources has been increasingly difficult. Sea water desalination has the advantages of a short construction time and easy expansion flexibility, making it an important alternative as a new water resource. In this study, the current proposal of Tainan's desalination plant was used as an example. Qualitative interviews and Analytic Hierarchy Process (AHP) were used to explore the environmental impact assessment (EIA) commissioner's perceptions of the impact from the development of the desalination project. The results of the qualitative interview indicate that the main concerns of the EIA commissioners are whether the development could damage the marine ecological environment and its fishery resources, which may have adverse socioeconomic consequences. The AHP results show that the commissioners' priority of environmental impact is ecological environmental impact 36.9%, social impact 29.7%, economic impact 23.7%, and physical and chemical environmental impact 9.7%. The main concerns in each impact category are, respectively, marine ecological environment, land and ocean utilisation, fisheries, and air quality.
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- 2018
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15. The η1-H–C⋯Hg agostic interactions in the mercury complexes of N-confused porphyrin
- Author
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Yi-Chun Chen, Wei-Joe Tsai, Yu-Chang Chang, Ta-Kang Liu, Hsiang-Yin Lin, Jyh-Horung Chen, and Jo-Yu Tung
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chemistry.chemical_classification ,Agostic interaction ,Carbon atom ,010405 organic chemistry ,Iodide ,chemistry.chemical_element ,Halide ,010402 general chemistry ,01 natural sciences ,Chloride ,Medicinal chemistry ,Porphyrin ,0104 chemical sciences ,Mercury (element) ,Inorganic Chemistry ,chemistry.chemical_compound ,chemistry ,medicine ,medicine.drug - Abstract
Six four-coordinated complexes of the chemical formulae [Hg(2-N CH2COOCH2CH3-21-H-NCTPP)X] with X = Cl (5), Br (6), I (7), [Hg(2-NCH3-21-H-NCTPP)Cl] (4) and [Hg(2-NCH2COOCH2C6H5-21-H-NCTPP)X] with X = Cl (8), I (9) are synthesized and structurally determined. The bond path for the weak η1-H(17)–C(17)⋯Hg agostic interactions between the Hg center and H(17) in complexes 4–9 was a through-space interaction from Hg to agostic carbon [C(17)] followed by a through-bond interaction from C(17) to an agostic proton [H(17)]. The magnitude of J[Hg–H(17)] [or the agostic upfield shift Δδago of the C(17)] for these complexes increases as the halide ligand varies from iodide to chloride, ranging from 33.2 Hz (or 14.3 ppm) for I− to 36 Hz (or 15.8 ppm) for Br− and 36.9 Hz (or 16.0 ppm) for Cl−. The plot of J[Hg–H(17)] for the agostic proton H(17) versus |Δδago| for the agostic carbon atom C(17) in compounds 3–9 was linearly expressed as J[Hg–H(17)] = 2.29 |Δδago| + 0.13.
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- 2018
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16. Utilizing the Environmental and Vessel Factors to Assess the Risk of Non-Indigenous Species Introduced by Ships' Ballast Water
- Author
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Yung Sheng Chen, Ta Kang Liu, and Ping-Hsuan Su
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Fishery ,Ballast ,Natural range ,business.industry ,Hull ,Environmental science ,Biological dispersal ,business ,Risk assessment ,Port (computer networking) ,Risk management ,Indigenous - Abstract
Non-indigenous aquatic species (NIAS) are those that can be introduced outside of their natural range or dispersal potential through intentional or unintentional introduction resulting from human activities. NIAS may be brought into another country during shipping by becoming attached to the ship hull or in the ballast water. Ballast water serves as a carrier for the introduction of NIAS and is associated with at least one third of the world’s hundreds of marine biological invasions. In this study, the environmental similarity and the characteristics of vessel was used to establish a two-stage risk assessment for the incoming vessels to the port of Kaohsiung. The priority for PSC inspection can be established for better ballast water management.
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- 2019
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17. Rapid assessment of target species: Byssate bivalves in a large tropical port
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Dan Minchin, Ta Kang Liu, Muhan Cheng, Sergej Olenin, and Sheng Chih Huang
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0106 biological sciences ,Aquatic Organisms ,Ecology ,Range (biology) ,010604 marine biology & hydrobiology ,Species diversity ,Introduced species ,Aquatic Science ,Biology ,Oceanography ,biology.organism_classification ,010603 evolutionary biology ,01 natural sciences ,Pollution ,Invasive species ,Byssus ,Abundance (ecology) ,Animals ,Mytilidae ,Mytilopsis sallei ,Introduced Species ,Ships ,Environmental Monitoring ,Perna viridis - Abstract
Rapid assessment sampling for target species is a fast cost-effective method aimed at determining the presence, abundance and distribution of alien and native harmful aquatic organisms and pathogens that may have been introduced by shipping. In this study, the method was applied within a large tropical port expected to have a high species diversity. The port of Kaohsiung was sampled for bivalve molluscan species that attach using a byssus. Such species, due to their biological traits, are spread by ships to ports worldwide. We estimated the abundance and distribution range of one dreissenid (Mytilopsis sallei) and four mytilids (Brachidontes variabilis, Arcuatula senhousa, Mytilus galloprovincialis, Perna viridis) known to be successful invaders and identified as potential pests, or high-risk harmful native or non-native species. We conclude that a rapid assessment of their abundance and distribution within a port, and its vicinity, is efficient and can provide sufficient information for decision making by port managers where IMO port exemptions may be sought.
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- 2016
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18. First Record of BryozoanAmathia(=Zoobotryon)verticillata(Bryozoa: Vesiculariidae) from Taiwan
- Author
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Ta Kang Liu, Muhan Cheng, and Dan Minchin
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0106 biological sciences ,Mediterranean climate ,Multidisciplinary ,Ecology ,010604 marine biology & hydrobiology ,Vesiculariidae ,010501 environmental sciences ,Biology ,biology.organism_classification ,01 natural sciences ,Port (computer networking) ,Zoobotryon ,Bryozoa ,0105 earth and related environmental sciences - Abstract
The bryozoan Amathia (= Zoobotryon) verticillata was found near the northern entrance to the Port of Kaohsiung in November 2015 and is the first record from Taiwan. This bryozoan can form extensive colonies and is considered to be one of the more invasive nonindigenous species, occurring worldwide from Mediterranean to tropical environments within the Atlantic and Indo-Pacific Oceans. Colonies extending to approximately 80 cm in length were on immersed ropes attached to quay walls. It is likely that the species is established in the Port of Kaohsiung. Its distribution within the Pacific is reviewed.
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- 2016
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19. The η
- Author
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Yi-Chun, Chen, Jo-Yu, Tung, Ta-Kang, Liu, Wei-Joe, Tsai, Hsiang-Yin, Lin, Yu-Chang, Chang, and Jyh-Horung, Chen
- Abstract
Six four-coordinated complexes of the chemical formulae [Hg(2-N CH2COOCH2CH3-21-H-NCTPP)X] with X = Cl (5), Br (6), I (7), [Hg(2-NCH3-21-H-NCTPP)Cl] (4) and [Hg(2-NCH2COOCH2C6H5-21-H-NCTPP)X] with X = Cl (8), I (9) are synthesized and structurally determined. The bond path for the weak η1-H(17)-C(17)Hg agostic interactions between the Hg center and H(17) in complexes 4-9 was a through-space interaction from Hg to agostic carbon [C(17)] followed by a through-bond interaction from C(17) to an agostic proton [H(17)]. The magnitude of J[Hg-H(17)] [or the agostic upfield shift Δδago of the C(17)] for these complexes increases as the halide ligand varies from iodide to chloride, ranging from 33.2 Hz (or 14.3 ppm) for I- to 36 Hz (or 15.8 ppm) for Br- and 36.9 Hz (or 16.0 ppm) for Cl-. The plot of J[Hg-H(17)] for the agostic proton H(17) versus |Δδago| for the agostic carbon atom C(17) in compounds 3-9 was linearly expressed as J[Hg-H(17)] = 2.29 |Δδago| + 0.13.
- Published
- 2018
20. Saving the critically endangered Chinese white dolphin in Taiwan: Debate regarding the designation of an MPA
- Author
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Hsiao Yin Huang, Ta Kang Liu, and Shao Liang Hsu
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Economics and Econometrics ,Government ,business.industry ,Fishing ,Environmental resource management ,Management, Monitoring, Policy and Law ,Aquatic Science ,Critically endangered ,Adaptive management ,Geography ,Habitat ,Industrial park ,IUCN Red List ,Marine protected area ,business ,Law ,General Environmental Science - Abstract
The Chinese white dolphin is one of the marine mammals that can be frequently sighted in the coastal waters of western Taiwan. The subpopulation of this species in Taiwan is categorized as critically endangered in the IUCN Red List of Threatened Species. Thus, the designation of its habitat as a marine protected area (MPA) should be conducted to protect it from extinction. However, the proposed MPA covers the coastal waters of several counties, where it also overlaps with fishing grounds and a proposed offshore reclamation island for an industrial park. The designation will affect the original marine use and presents a major conflict among multiple stakeholders. This study is a qualitative study that employs semi-structured interviews with stakeholders from competing interests, including local fisheries, industrial developers, the government, academia, and the conservation sector, in order to explore their perspectives and responses regarding the designation of an MPA and the causes of the conflicts among stakeholders. The results showed that the rationale for opposing the establishment of the MPA is the insufficient amount of scientific information and statistical data for determining the appropriate site and size of the MPA. This also makes it difficult to implement any corresponding mitigation measures. With regard to fisheries, the center of the conflict is that the Chinese white dolphin competes for the same fishery resources with fishermen. Compensation for the loss of fishery resources seems costly. Results from this study will help to inform the design of the MPA for the conservation of Chinese white dolphin in Taiwan and to minimize the conflicts between different stakeholders.
- Published
- 2015
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21. Tragedy of the unwanted commons: Governing the marine debris in Taiwan’s oyster farming
- Author
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Ping Chen, Jui Chuang Kao, and Ta Kang Liu
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Pollution ,Economics and Econometrics ,Government ,business.industry ,media_common.quotation_subject ,Fishing ,Management, Monitoring, Policy and Law ,Aquatic Science ,Fishery ,Environmental education ,Marine debris ,Marine ecosystem ,Business ,Commons ,Law ,Environmental planning ,Tourism ,General Environmental Science ,media_common - Abstract
Marine debris is a pollution problem on a global scale, which causes harm to marine ecosystems and consequently results in profoundly negative influences on mankind. This type of pollution can originate from various activities such as leisure and tourism, fishery, land-based sources, and vessels, etc. In this study, it was found that derelict fishing gear (DFG) produced by oyster farming activities is being dispersed along the southwestern coast of Taiwan, consequently reducing the leisure quality and coastal amenities. In order to understand the current problem of DFG, related stakeholders were invited to undergo qualitative interviews to observe the stakeholders’ perceptions pertaining to DFG pollution and their opinions on subsequent mitigation measures. The results of the interviews were then used to explore management issues pertaining to DFG, as well as the trans-boundary pollution problems caused by DFG based on the theory of environmental resource governance and scales of management jurisdiction. Finally, suggestions were provided to effectively reduce the DFG pollution from oyster farming, including the strengthening of environmental education and propagation, sustaining management and monitoring of marine debris by the government, using policy tools, and applying solid waste management principles.
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- 2015
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22. An Approach for Fuzzy Modeling based on Self-Organizing Feature Maps Neural Network
- Author
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Ching-Chang Wong, Ching-Yi Chen, Jen-Shiun Chiang, Kuang-Yuan Chen, and Ta-Kang Liu
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Recursive least squares filter ,Numerical Analysis ,Fuzzy rule ,Artificial neural network ,business.industry ,Applied Mathematics ,Competitive learning ,Pattern recognition ,computer.software_genre ,Fuzzy logic ,Computer Science Applications ,Computational Theory and Mathematics ,Feature (machine learning) ,Weight ,Artificial intelligence ,Data mining ,Cluster analysis ,business ,computer ,Analysis ,Mathematics - Abstract
Exploration of large and high-dimensional data sets is one of the main problems in data analysis. Self-organizing feature maps (SOFM) is a powerful technique for clustering analysis and data mining. Competitive learning in the SOFM training process focuses on finding a neuron that its weight vector is most similar to that of a n input vector. SOFM can be used to map large data sets to a simpler, usually one or two-dimensional topological structure. In this pa per, we present a new approach to acquisition of initial fuzzy rules using SOFM learning algorithm, not only for its vector feature, but also for its topological. In general, fuzzy modeling requires two stages: structure identification and parameter learning. First, the algor ithm partitions the input space into some local regions by using SOFM, then it determines the decision boundaries for local input regions, and finally, based on the decision boundaries, it learns the fuzzy rule for each local region by recursive least squares algo rithm. The simulation results show that the proposed method can provide good model structure for fuzzy modeling and has high computing efficiency.
- Published
- 2014
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23. Implementing the ballast water management convention: Taiwan's experience and challenges in the early stage
- Author
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Ping Hsuan Su, Yu Cheng Wang, and Ta Kang Liu
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0106 biological sciences ,Ballast ,Economics and Econometrics ,Government ,010604 marine biology & hydrobiology ,04 agricultural and veterinary sciences ,Water exchange ,Management, Monitoring, Policy and Law ,Aquatic Science ,01 natural sciences ,Convention ,Port State Control ,Order (exchange) ,040102 fisheries ,0401 agriculture, forestry, and fisheries ,Business ,Stage (hydrology) ,Critical location ,Law ,Environmental planning ,General Environmental Science - Abstract
The Ballast Water Management Convention (BWMC) entered into force in September 2017. Most countries have enacted relevant national laws and regulations to mitigate the hazards of ballast water-mediated introductions of non-indigenous aquatic species (NIS). Taiwan's critical location as an important transportation hub in the Western Pacific Ocean makes it a hot spot for such invasions. For the past few years, policy dialogue between government and the shipping sector has been actively continuously conducted in order to form a consensus for devising strategies for the management of ballast water. In this study, information on policy debates among multiple stakeholders for three consecutive years and vessel traffic information were utilized to explore policy options for ballast water management. This article provides several recommendations for the implementation of the Convention in the early stages, including a three-tiered port state control (PSC) system, designation of an alternative ballast water exchange zone, and possibility of exemption.
- Published
- 2019
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24. Environmental impact assessment of seawater desalination plant under the framework of integrated coastal management
- Author
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Haw Yang Sheu, Chung Ning Tseng, and Ta Kang Liu
- Subjects
Seawater desalination ,business.industry ,Mechanical Engineering ,General Chemical Engineering ,Environmental resource management ,General Chemistry ,Document analysis ,Desalination ,Current practice ,Environmental science ,General Materials Science ,Environmental impact assessment ,Coastal management ,business ,Water Science and Technology - Abstract
This study aims to improve the current practice of EIA by introducing additional considerations for environmental impact assessment (EIA) under the framework of Integrated Coastal Management (ICM). Various EIA reports on the seawater desalination projects and the UNEP guidance for EIA of desalination were collected for document analysis. Along with in-depth interviews to obtain input from coastal stakeholders, an indicator framework for the impact of seawater desalination plants was thus developed by applying the concept of Integrated Coastal Management (ICM). Unlike the conventional EIA practice which mostly focuses on the direct impacts, the indicator framework under ICM includes direct and indirect impacts from three aspects: environment, economics and social, covering 14 criteria and 43 indicators. Our results showed that the social aspect criteria in our indicator system are mostly absent in the current EIA practice. This study includes recommendations for the improvement of the existing EIA of seawater desalination plants under the concept of ICM. The environmental impacts that are not well addressed or overlooked under conventional EIA regime are discussed herein.
- Published
- 2013
- Full Text
- View/download PDF
25. TEMPORAL AND SPATIAL VARIATIONS OF HEAVY METAL CONCENTRATIONS IN SEDIMENTS OF THE TAINAN COASTAL AREA, ANPING HARBOR AND TAINAN CANAL, SOUTHWESTERN TAIWAN
- Author
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Ping Chen and Ta Kang Liu
- Subjects
Oceanography ,Mining engineering ,Soil Science ,Environmental science ,Agronomy and Crop Science - Published
- 2013
- Full Text
- View/download PDF
26. Fill the gap: Developing management strategies to control garbage pollution from fishing vessels
- Author
-
Ta Kang Liu and Chung Ling Chen
- Subjects
Pollution ,Economics and Econometrics ,Ecology ,media_common.quotation_subject ,Fishing ,MARPOL 73/78 ,Management, Monitoring, Policy and Law ,Aquatic Science ,Debris ,Port (computer networking) ,Tonnage ,Marine debris ,Business ,Law ,Garbage ,Environmental planning ,General Environmental Science ,media_common - Abstract
It is widely documented that marine debris is detrimental to the marine ecological environment. While there are various sources of marine debris, that generated by ships constitutes a significant proportion. Annex V of MARPOL 73/78 is to regulate the discharge of garbage from ships; in particular, it prohibits all kinds of plastics from being discharged into ocean. However, most fishing vessels are virtually exempt from such regulations due to their low gross tonnage, below 400 t. Given the great number of fishing vessels operating around the world, it can be argued that fishing vessels are a common source of marine debris. This paper aims to propose measures that will fill the gap in international regulations in addressing the problem of vessel-source garbage pollution. An understanding of what constitutes the underlying causes leading to fishers' decision on debris disposal is needed when designing effective measures to reduce garbage pollution from ships. Thus, this paper seeks to identify factors that have the potential to influence fishers' disposal behavior and investigate the association between factors and fishers' intention of bringing garbage back to port. Major factors of a well-developed recycling practice, adequate collection facilities placed at port, fishers' positive views towards marine environments and provision of rewards are identified, which have significant implications for management strategies. Finally, the papers offers suggestions regarding future efforts focusing on debris reduction strategies to further address the problem of garbage pollution from fishing vessels.
- Published
- 2013
- Full Text
- View/download PDF
27. Influence of waste management policy on the characteristics of beach litter in Kaohsiung, Taiwan
- Author
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Ping Chen, Meng Wei Wang, and Ta Kang Liu
- Subjects
Waste Products ,Pollution ,Waste management ,media_common.quotation_subject ,Water Pollution ,Taiwan ,Aquatic Science ,Oceanography ,Bathing Beaches ,Environmental Policy ,Waste Management ,Environmental protection ,Source reduction ,Public participation ,Marine debris ,Litter ,Humans ,Waste recycling ,Business ,Environmental Monitoring ,Plastic bag ,media_common ,Waste disposal - Abstract
Marine debris is a ubiquitous problem that poses a serious threat to the global oceans; it has motivated public participation in clean-up campaigns, as well as governmental involvement in developing mitigation strategies. While it is known that the problem of marine litter may be affected by waste management practices on land, beach survey results have seldom been compared with them. In this study, marine litter surveys on four beaches of Cijin Island were conducted to explore the effects of waste management and policy implications. Indirect evidence shows that chances for land-based litter, such as plastic bags and bottles, entering the marine environment can be greatly decreased if they can be properly reduced, reused and recycled. We suggest that mitigation measures should focus on source reduction, waste recycling and management, utilizing effective economic instruments, and pursuing a long-term public education campaign to raise the public awareness of this problem.
- Published
- 2013
- Full Text
- View/download PDF
28. A Novel SOPC-Based CMOS Image Sensor Testing System
- Author
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Ta-Kang Liu, Kuang-Yuan Chen, Jen-Shiun Chiang, S. A. Li, and Ching-Chang Wong
- Subjects
CMOS sensor ,Computer science ,business.industry ,Electrical and Electronic Engineering ,Image sensor ,business ,Atomic and Molecular Physics, and Optics ,Computer hardware - Published
- 2012
- Full Text
- View/download PDF
29. A Novel Design for a Burn-In System
- Author
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Ching-Chang Wong, Kuang-Yuan Chen, Jen-Shiun Chiang, Shin-An Li, and Ta-Kang Liu
- Subjects
General Energy ,Health (social science) ,General Computer Science ,business.industry ,General Mathematics ,Burn-in ,General Engineering ,Medicine ,business ,Automotive engineering ,General Environmental Science ,Education - Published
- 2012
- Full Text
- View/download PDF
30. A Clustering-based Algorithm to Extracting Fuzzy Rules for System Modeling
- Author
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Ching-Chang Wong, Ching-Yi Chen, Shin-An Li, Ta-Kang Liu, and Kuang-Yuan Chen
- Subjects
Fuzzy clustering ,Fuzzy classification ,General Computer Science ,Computer science ,CURE data clustering algorithm ,Correlation clustering ,Canopy clustering algorithm ,Fuzzy set operations ,FLAME clustering ,Cluster analysis ,Algorithm - Abstract
In this paper, a clustering-based algorithm is proposed for automatically constructing a multi-input fuzzy model where only the input-output data of the identified system are available. The proposed clustering method can automatically yield the number of clusters and its associated cluster centers from the input training data. While the features of training data are extracted by the proposed clustering method, the valuable information on the initial structure of the Sugeno-type fuzzy inference system is built up. For testing the performance of the proposed system modeling method, two wellknow examples from the literature and one real-world data set from the Taiwan's stock market are used to illustrate the validity of the proposed fuzzy system design procedure.
- Published
- 2011
- Full Text
- View/download PDF
31. Improved coagulation performance using preformed polymeric iron chloride (PICl)
- Author
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Ta Kang Liu and Ching Ju Monica Chin
- Subjects
chemistry.chemical_classification ,Chemistry ,Inorganic chemistry ,Polymer ,Chloride ,Hydrolysis ,Colloid ,Colloid and Surface Chemistry ,medicine ,Ferric ,Coagulation (water treatment) ,Surface charge ,Turbidity ,medicine.drug - Abstract
Jar tests were conducted using synthetic waters containing model colloids and organics to evaluate the coagulation performance of simple FeCl3 and polymeric iron chloride (PICl) having various polymer yield. Coagulation of synthetic model waters with PICls of different hydrolysis ratios was compared to simple ferric chloride under varying conditions of pH and model water concentrations. The use of PICls seemed to produce similar reduction in turbidity and TOC when compared with using FeCl3 as a coagulant under typical range for coagulation; however, treatable region was broadened to lower pHs for coagulation of both model waters. By eliminating the region of restabilization of turbidity at lower pHs, an additional region for coagulation using PICls at pH 5–6 was observed. A conceptual surface charge distribution when using different coagulants was established to explain the restablization observed in this study. The different coagulation behaviors of PICls when compared to simple FeCl3 are probably due to their larger sizes and bearing lower charge density.
- Published
- 2009
- Full Text
- View/download PDF
32. Managing deep ocean water development in Taiwan: Experiences and future challenges
- Author
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Ta Kang Liu, Ruey Chy Kao, Hwung-Hweng Hwung, and Jin-Li Yu
- Subjects
Exploit ,business.industry ,Environmental resource management ,Management, Monitoring, Policy and Law ,Aquatic Science ,Oceanography ,Natural (archaeology) ,Current (stream) ,Deep ocean water ,Environmental science ,Submarine pipeline ,Photic zone ,Bathymetry ,Water quality ,business - Abstract
Deep ocean water (DOW) is commonly referred to as the water below photic zone in the ocean that is typically cold, clean, stable, and rich in nutrients. Japan and the United States have been exploiting the DOW for utilization in water, pharmaceutical, cosmetic, and fishery industries for many years. Since 2000, Taiwan has started the preliminary planning for the exploitation of DOW, including site evaluation, water quality investigation, and bathymetric survey of the potential DOW development sites. The seabed bathymetry in eastern Taiwan has a natural advantage, where the water depth can reach 500 m just several kilometers offshore, making it a rather unique place on earth that can exploit DOW economically. This paper reviews the current status for the development of DOW in Taiwan, from actual site investigations conducted and documents analysis. Recommendations for the future efforts of this fledging industry are also given.
- Published
- 2008
- Full Text
- View/download PDF
33. Conservation of the Eastern Taiwan Strait Chinese White Dolphin (Sousa chinensis): Fishers' Perspectives and Management Implications
- Author
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Yu Chengwang Wang, Laurence Zsu Hsin Chuang, Ta Kang Liu, and Chih How Chen
- Subjects
0106 biological sciences ,Gills ,Questionnaires ,Respiratory System ,Endangered species ,lcsh:Medicine ,Marine and Aquatic Sciences ,Wildlife ,01 natural sciences ,Marine Conservation ,Critically endangered ,Environmental protection ,Surveys and Questionnaires ,Medicine and Health Sciences ,IUCN Red List ,Marine Fish ,Animal Anatomy ,lcsh:Science ,Wildlife conservation ,Conservation Science ,Mammals ,education.field_of_study ,Multidisciplinary ,Fishes ,Agriculture ,Geography ,Research Design ,Vertebrates ,Seasons ,Anatomy ,Research Article ,Marine conservation ,Conservation of Natural Resources ,Dolphins ,Animal Types ,Population ,Fisheries ,Taiwan ,Marine Biology ,Research and Analysis Methods ,010603 evolutionary biology ,Animals ,education ,Marine Mammals ,Survey Research ,010604 marine biology & hydrobiology ,lcsh:R ,Ecology and Environmental Sciences ,Organisms ,Biology and Life Sciences ,Fishery ,Aquatic Respiratory Anatomy ,Amniotes ,Earth Sciences ,Marine protected area ,lcsh:Q ,Zoology - Abstract
The abundance of the eastern Taiwan Strait (ETS) population of the Chinese white dolphin (Sousa chinensis) has been estimated to be less than 100 individuals. It is categorized as critically endangered in the IUCN Red List of Threatened Species. Thus, immediate measures of conservation should be taken to protect it from extinction. Currently, the Taiwanese government plans to designate its habitat as a Major Wildlife Habitat (MWH), a type of marine protected area (MPA) for conservation of wildlife species. Although the designation allows continuing the current exploitation, however, it may cause conflicts among multiple stakeholders with competing interests. The study is to explore the attitude and opinions among the stakeholders in order to better manage the MPA. This study employs a semi-structured interview and a questionnaire survey of local fishers. Results from interviews indicated that the subsistence of fishers remains a major problem. It was found that stakeholders have different perceptions of the fishers’ attitude towards conservation and also thought that the fishery-related law enforcement could be difficult. Quantitative survey showed that fishers are generally positive towards the conservation of the Chinese white dolphin but are less willing to participate in the planning process. Most fishers considered temporary fishing closure as feasible for conservation. The results of this study provide recommendations for future efforts towards the goal of better conservation for this endangered species.
- Published
- 2015
34. Utilization of vessel automatic identification system (AIS) to estimate the emission of air pollutant from merchant vessels in a Port Area
- Author
-
Ta Kang Liu, Haw-Yang Sheu, and Yen Ting Chen
- Subjects
Pollutant ,Engineering ,Automatic Identification System ,business.industry ,Environmental engineering ,Air pollution ,Fuel oil ,medicine.disease_cause ,Port (computer networking) ,law.invention ,Air pollutants ,law ,cardiovascular system ,medicine ,Activity intensity ,business ,Marine engineering - Abstract
Vessel-source air pollution may have a major impact on the marine environment and ecosystem. In this study, a method based on vessel activity intensity was adopted to estimate the emission of air pollutants generated by the consumption of fuel oils from merchant vessels in the Port of Kaohsiung in 2013. The vessel activities were determined by using the vessel automatic identification system (AIS) to track vessel traffic and position and to calculate the corresponding emission of air pollutants based on three types of vessel activities: sailing, maneuvering, and hotelling. The results were then used to explore management strategies for controlling vessel-source emissions of air pollutants.
- Published
- 2015
- Full Text
- View/download PDF
35. Comprehensive assessment of coastal eutrophication in Taiwan and its implications for management strategy
- Author
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Ta Kang Liu, Ping Chen, and Hou Yu Chen
- Subjects
Conservation of Natural Resources ,Nitrogen ,Taiwan ,Aquatic Science ,Oceanography ,Nutrient ,Rivers ,parasitic diseases ,Environmental monitoring ,geography ,geography.geographical_feature_category ,business.industry ,fungi ,Environmental engineering ,Estuary ,Agriculture ,Phosphorus ,Eutrophication ,Pollution ,Current (stream) ,Bays ,Environmental science ,Water quality ,business ,Water resource management ,Estuaries ,Bay ,Water Pollutants, Chemical ,Environmental Monitoring - Abstract
Due to the rapid population growth, anthropogenic activities result in agricultural, industrial, and urban diffuse runoffs that elevate the level of nutrients such as nitrogen and phosphorus in coastal waters. Currently there is no integrated analysis for coastal eutrophication in Taiwan. A comprehensive analysis of the coastal eutrophic status was performed in this study based on decade-long coastal water quality monitoring data from Taiwan's Environmental Protection Administration. A 3-tiered monitoring strategy is recommended based on the severity of the current eutrophication state. Results indicate that the most problematic area of coastal eutrophication is located in the estuary of the Donggang River (DGR) and its adjacent coastal waters, i.e., the Kao-Ping mouth (KPM) and Dapeng Bay (DPB) in south-western Taiwan. With a worsening eutrophic status, these areas demand intensive monitoring and research with higher spatial and temporal resolutions to evaluate the stresses of nutrient forcing and predict possible future responses.
- Published
- 2015
36. Effect of base addition rate on the preparation of partially neutralized ferric chloride solutions
- Author
-
Ta Kang Liu and Edward S. K. Chian
- Subjects
chemistry.chemical_classification ,Base (chemistry) ,Precipitation (chemistry) ,Inorganic chemistry ,Cationic polymerization ,Polymer ,Chloride ,Surfaces, Coatings and Films ,Electronic, Optical and Magnetic Materials ,Biomaterials ,Hydrolysis ,Colloid and Surface Chemistry ,chemistry ,Polymerization ,medicine ,Ferric ,medicine.drug - Abstract
Cationic polymers prepared from partially neutralized ferric chloride solutions were investigated using photon correlation spectroscopy (PCS) techniques. To study the speciation and yield of the polymers, FeCl(3) solutions were hydrolyzed by adding NaHCO(3) solution for a range of hydrolysis ratios (B=[OH]/Fe(T)) of 0 to 2.0 under different base addition rates. It was observed that the prepared solution has a higher degree of polymerization at a higher base addition rate. The "B rate" (R(B), 1/time), i.e., the rate of change of B during preparation, was found to have a dramatic effect on the speciation of the partially neutralized ferric chloride solution. High-yield inorganic iron(III) polymer ( approximately 80%) can be produced in a specific range of B rates. These iron(III) polymers, having a size ranging from 3 to 7 nm, were stable without precipitation of ferric hydroxide microcolloids after aging for 2 weeks.
- Published
- 2005
- Full Text
- View/download PDF
37. Vessel traffic patterns in the Port of Kaohsiung and the management implications for preventing the introduction of non-indigenous aquatic species
- Author
-
Ta Kang Liu and Tzung Kuen Tsai
- Subjects
Ballast ,Conservation of Natural Resources ,business.industry ,Ballast tank ,Environmental resource management ,Water Pollution ,Environmental engineering ,Taiwan ,Aquatic Science ,Oceanography ,Pollution ,Port (computer networking) ,Indigenous ,Aquatic species ,Port State Control ,Management implications ,Risk assessment ,business ,Introduced Species ,Ships ,Environmental Monitoring - Abstract
Data on shipping traffic in one of the busiest seaports in the world, the Port of Kaohsiung, were analyzed to evaluate the implications for ballast water management. Results show that 67% of the arriving vessels were registered to a flag of convenience, which typically have a lower degree of environmental records. The top five donor countries historically suffer from harmful algal bloom problems. The short journey and busy trading between these countries and Taiwan lead to a higher risk of inoculation. In addition, only 1.4% of all vessels visited more than once every year during the 9-year span, indicating that the port authority encounters many new vessels each year. These findings could influence the design and application of ballast water management strategies as well as highlight the challenges in their implementation. We suggest that an analysis of vessel traffic patterns should be coupled with other useful vessel information to make risk assessment successful.
- Published
- 2010
38. Application of groundwater flow measuring techniques
- Author
-
Yu-Sheng Wu, Jin-Li Yu, Chien-Chang Tseng, Ta-Kang Liu, and Hwung-Hweng Hwung
- Published
- 2004
- Full Text
- View/download PDF
39. Measurements of ocean current in the vicinity of Yunlin Offshore Industrial Park
- Author
-
Ming-Hsiung Hsu, Jin-Li Yu, Ta-Kang Liu, Ruey-Chy Kao, and Hwung-Hweng Hwung
- Published
- 2004
- Full Text
- View/download PDF
40. Fluctuation of nearshore water quality during a tidal cycle in Yunlin County
- Author
-
Ping Chen, Ta-Kang Liu, Jin-Li Yu, Ruey-Chy Kao, and Hwung-Hweng Hwung
- Published
- 2004
- Full Text
- View/download PDF
41. An efficient initialization scheme for the self-organizing feature map algorithm
- Author
-
Ta Kang Liu, Mu-Chun Su, and Hsiao-Te Chang
- Subjects
Computational complexity theory ,Feature (computer vision) ,Computer science ,business.industry ,Unsupervised learning ,Initialization ,Pattern recognition ,Function (mathematics) ,Artificial intelligence ,Cluster analysis ,Difference-map algorithm ,business ,Selection (genetic algorithm) - Abstract
It is often reported in the technique literature that the success of the self-organizing feature map formation is critically dependent on the initial weights and the selection of main parameters of the algorithm, namely, the learning-rate parameter and the neighborhood function. In this paper, we propose an efficient initialization scheme to construct an initial map. We then use the self-organizing feature map algorithm to make small subsequent adjustments so as to improve the accuracy of the initial map. Two data sets are tested to illustrate the performance of the proposed method.
- Published
- 2003
- Full Text
- View/download PDF
42. Application of neural networks in cluster analysis
- Author
-
N. DeClaris, Ta Kang Liu, and Mu-Chun Su
- Subjects
Neural gas ,business.industry ,Pattern recognition ,computer.software_genre ,Set (abstract data type) ,Data set ,Euclidean distance ,ComputingMethodologies_PATTERNRECOGNITION ,Similarity (network science) ,Metric (mathematics) ,Cluster (physics) ,Artificial intelligence ,Data mining ,business ,Cluster analysis ,computer ,Mathematics - Abstract
How to efficiently specify the "correct" number of clusters from a given multidimensional data set is one of the most fundamental and unsolved problems in cluster analysis. In this paper, we propose a method for automatically discovering the number of clusters and estimating the locations of the centroids of the resulting clusters. This method is based on the interpretation of a self-organizing feature map (SOFM) formed by the given data set. The other difficult problem in cluster analysis is how to choose an appropriate metric for measuring the similarity between a pattern and a cluster centroid. The performance of clustering algorithms greatly depends on the chosen measure of similarity. Clustering algorithms utilizing the Euclidean metric view patterns as a collection of hyperspherical-shaped swarms. Actually, genetic structures of real data sets often exhibit hyperellipsoidal-shaped clusters. In the second part of this paper we present a method of training a single-layer neural network composed of quadratic neurons to cluster data into hyperellipsoidal and/or hyperspherical-shaped swarms. Two data sets are utilized to illustrate the proposed methods.
- Published
- 2002
- Full Text
- View/download PDF
43. Application of Information Theory for Analyzing High-frequency Environmental Monitoring Data from a Coastal Industrial Park.
- Author
-
Ta-Kang Liu, Jin-Li Yu, Hwung-Hweng Hwung, and Ping-Sheng Wei
- Abstract
This article presents a paper about the use of information theory to analyze high-frequency environmental monitoring data from the Yunlin Offshore Industrial Park (YOIP) in Taiwan. It describes the calculation of Shannon entropy and Fisher information to explore their applicability for signaling possible coastal pollution events in the YOIP. The findings of the study indicate that Shannon entropy seems to show the inherent uncertainty or randomness of the raw environmental monitoring data.
- Published
- 2009
44. Applying Comprehensive Evaluation Method and Satellite Ocean Color Chlorophyll Analysis to Assess Coastal Eutrophication in Taiwan.
- Author
-
Ta-Kang Liu, Ping Chen, and Hou-Yu Chen
- Abstract
The article reports on a study aimed at classifying the eutrophication of main river estuaries in Taiwan. Topics discussed include the use of the Moderate Resolution Imaging Spectroradiometer (MODIS) satellite ocean color images to analyze the chlorophyll alpha concentrations in the estuarine and coastal waters, the proposal of management strategies for mitigating eutrophication and the water quality ranking of the various estuaries, including in the coastal areas of Taoyuan and Dapeng Bay.
- Published
- 2014
45. Application of neural networks in cluster analysis.
- Author
-
Mu-Chun Su, DeClaris, N., and Ta-Kang Liu
- Published
- 1997
- Full Text
- View/download PDF
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