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Compositions and sorptive properties of crop residue-derived chars

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Sorption of arsenic, cadmium, and lead by chars produced from fast pyrolysis of wood and bark during bio-oil production

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Removal of hexavalent chromium from aqueous solutions by a novel biochar supported nanoscale iron sulfide composite

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A review of metal organic framework (MOFs)-based materials for antibiotics removal via adsorption and photocatalysis

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Preparation of ultrafine magnetic biochar and activated carbon for pharmaceutical adsorption and subsequent degradation by ball milling

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Preparation and application of magnetic biochar in water treatment: A critical review

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Synthesis of magnetic biochar from agricultural waste biomass to enhancing route for waste water and polymer application: A review

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Magnetic copper-based metal organic framework as an effective and recyclable adsorbent for removal of two fluoroquinolone antibiotics from aqueous solutions

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Effect of sulfur-iron modified biochar on the available cadmium and bacterial community structure in contaminated soils

Wu, C., Shi, L., Xue, S., Li, W. C., Jiang, X., Rajendran, M., & Qian, Z. (2018) · The Science of The Total Environment · doi:10.1016/j.scitotenv.2018.08.087 · Cited by 298

A comprehensive review on catalysts for electrocatalytic and photoelectrocatalytic degradation of antibiotics

Wu, S., & Hu, Y. H. (2020) · Chemical Engineering Journal · doi:10.1016/j.cej.2020.127739 · Cited by 290

Preparation of biochar by simultaneous carbonization, magnetization and activation for norfloxacin removal in water

Wang, B., Jiang, Y., Li, F., & Yang, D.-Y. (2017) · Bioresource Technology · doi:10.1016/j.biortech.2017.02.103 · Cited by 271

Synthesis of the magnetic biochar composites for use as an adsorbent for the removal of pentachlorophenol from the effluent

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Antibiotics in wastewater: From its occurrence to the biological removal by environmentally conscious technologies

Langbehn, R. K., Michels, C., & Soares, H. M. (2021) · Environmental Pollution · doi:10.1016/j.envpol.2021.116603 · Cited by 251

Biomass-Derived Carbon Materials for High-Performance Supercapacitors: Current Status and Perspective

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Tetracycline adsorption onto rice husk ash, an agricultural waste: Its kinetic and thermodynamic studies

Chen, Y., Wang, F., Duan, L., Yang, H., & Gao, J. (2016) · Journal of Molecular Liquids · doi:10.1016/j.molliq.2016.07.090 · Cited by 238

Molten salt strategies towards carbon materials for energy storage and conversion

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Salt‐Assisted Synthesis of 2D Materials

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Microwave induced synthesis of magnetic biochar from agricultural biomass for removal of lead and cadmium from wastewater

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Enhanced adsorption of Pb(II) onto modified hydrochar: Modeling and mechanism analysis

Yu, X., Yang, T., Zhu, N.-M., Li, D., Chen, Z., Lang, Q., Liu, Z., & Jiao, W. (2019) · Bioresource Technology · doi:10.1016/j.biortech.2019.121593 · Cited by 199

Molten salt synthesis of porous carbon and its application in supercapacitors: A review

Pang, Z., Li, G., Xiong, X., Li, J., Xu, Q., Zou, X., & Lu, X. (2021) · Journal of Energy Chemistry · doi:10.1016/j.jechem.2021.02.020 · Cited by 194

Removal of Norfloxacin from aqueous solution by clay-biochar composite prepared from potato stem and natural attapulgite

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Insight into highly efficient co-removal of p-nitrophenol and lead by nitrogen-functionalized magnetic ordered mesoporous carbon: Performance and modelling

Zhou, Y., Liu, X., Tang, L., Zhang, F., Zeng, G., Peng, X., Luo, L., Deng, Y., Pang, Y., & Zhang, J. (2017) · Journal of Hazardous Materials · doi:10.1016/j.jhazmat.2017.03.031 · Cited by 191

Iron/zinc and phosphoric acid modified sludge biochar as an efficient adsorbent for fluoroquinolones antibiotics removal

Ma, Y., Li, P., Yang, L., Wu, L., He, L., Gao, F., Qi, X., & Zhang, Z. (2020) · Ecotoxicology and Environmental Safety · doi:10.1016/j.ecoenv.2020.110550 · Cited by 180

Degradation of norfloxacin in aqueous solution by ionizing irradiation: Kinetics, pathway and biological toxicity

Chen, X., & Wang, J. (2020) · Chemical Engineering Journal · doi:10.1016/j.cej.2020.125095 · Cited by 176

Sonochemical processes for the degradation of antibiotics in aqueous solutions: A review

Liu, P., Wu, Z., Abramova, A. V., & Cravotto, G. (2021) · Ultrasonics Sonochemistry · doi:10.1016/j.ultsonch.2021.105566 · Cited by 175

Adsorption of Dialkyl Phthalate Esters on Carbon Nanotubes

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3D hierarchical porous-structured biochar aerogel for rapid and efficient phenicol antibiotics removal from water

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Sorption of tetracycline on biochar derived from rice straw and swine manure

Wang, H., Fang, C., Wang, Q., Chu, Y., Song, Y., Chen, Y., & Xue, X. (2018) · RSC Advances · doi:10.1039/c8ra01454j · Cited by 166

Optimized removal of antibiotic drugs from aqueous solutions using single, double and multi-walled carbon nanotubes

Ncibi, M. C., & Sillanpää, M. E. T. (2015) · Journal of Hazardous Materials · doi:10.1016/j.jhazmat.2015.05.025 · Cited by 160

A Review of Processes for Removing Antibiotics from Breeding Wastewater

Huang, A., Yan, M., Lin, J., Xu, L., Gong, H., & Gong, H. (2021) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph18094909 · Cited by 153

Mechanistic insights into removal of norfloxacin from water using different natural iron ore – biochar composites: more rich free radicals derived from natural pyrite-biochar composites than hematite-biochar composites

Yang, X., Zhang, X., Wang, Z., Li, S., Zhao, J. H., Liang, G., & Xie, X. (2019) · Applied Catalysis B: Environmental · doi:10.1016/j.apcatb.2019.117752 · Cited by 150

Efficient removal of norfloxacin in water using magnetic molecularly imprinted polymer

Fang, L., Miao, Y., Wei, D., Zhang, Y., & Zhou, Y. (2020) · Chemosphere · doi:10.1016/j.chemosphere.2020.128032 · Cited by 147

Effect of sulfur and sulfur-iron modified biochar on cadmium availability and transfer in the soil–rice system

Rajendran, M., Shi, L., Wu, C., Li, W. C., An, W., Liu, Z., & Xue, S. (2019) · Chemosphere · doi:10.1016/j.chemosphere.2019.01.149 · Cited by 144

Removal of copper and lead using banana biochar in batch adsorption systems: isotherms and kinetic studies

Amin, M. T., Alazba, A. A., & Shafiq, M. (2018) · Arabian Journal for Science and Engineering · doi:10.1007/s13369-017-2934-z · Cited by 114

Pulverizing Fe2O3 Nanoparticles for Developing Fe3C/N‐Codoped Carbon Nanoboxes with Multiple Polysulfide Anchoring and Converting Activity in Li‐S Batteries

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Solar-Fenton removal of malachite green with novel Fe0-activated carbon nanocomposite

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Heteroatom-doped hierarchical porous carbon via molten-salt method for supercapacitors

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Sea urchin-shaped Fe2O3 coupled with 2D MXene nanosheets as negative electrode for high-performance asymmetric supercapacitors

Shi, T., Feng, Y.-L., Peng, T., & Yuan, B.-G. (2021) · Electrochimica Acta · doi:10.1016/j.electacta.2021.138245 · Cited by 75

Enhanced norfloxacin degradation by visible-light-driven Mn3O4/γ-MnOOH photocatalysis under weak magnetic field

Li, N., He, M., Lu, X., Liang, L., Li, R., Yan, B., & Chen, G. (2020) · The Science of The Total Environment · doi:10.1016/j.scitotenv.2020.143268 · Cited by 63

Occurrence of antibiotics and antibiotic resistance genes and their correlations in river-type drinking water source, China

Liu, Y., Chen, Y., Feng, M., Chen, J., Shen, W., & Zhang, S. (2021) · Environmental Science and Pollution Research · doi:10.1007/s11356-021-13637-8 · Cited by 61

Toward broader applications of iron ore waste in pollution control: Adsorption of norfloxacin

Nan, F., He, Q., Sheng, L., Xi, Y., Zhang, L., Liu, H., & Cheng, H. (2021) · Journal of Hazardous Materials · doi:10.1016/j.jhazmat.2021.126273 · Cited by 60

A novel biochar derived from cauliflower (Brassica oleracea L.) roots could remove norfloxacin and chlortetracycline efficiently

Qin, T., Wang, Z., Xie, X., Chaoran, X., Zhu, J., & Li, Y. (2017) · Water Science & Technology · doi:10.2166/wst.2017.494 · Cited by 46

Molten salt “boiling” synthesis of surface decorated bimetallic-nitrogen doped carbon hollow nanospheres: An oxygen reduction catalyst with dense active sites and high stability

Yang, S., Xue, X., Zhang, J., Liu, X., Dai, C., Xu, Q., Lian, J., Zhao, Y. C., Li, G., Li, H., et al. (2020) · Chemical Engineering Journal · doi:10.1016/j.cej.2020.125064 · Cited by 46

CuNiN@C coupled with peroxymonosulfate as efficient catalytic system for the removal of norfloxacin by adsorption and catalysis

Luo, Y., Huang, X., Li, Y., Fu, Y., Wang, Z., Lu, J., & Zhang, J. (2020) · Separation and Purification Technology · doi:10.1016/j.seppur.2020.117476 · Cited by 42

Cobalt- and iron-coordinated graphitic carbon nitride on reduced graphene oxide: A nonprecious bimetallic M–N –C analogue electrocatalyst for efficient oxygen reduction reaction in acidic media

Jo, W., Satyanarayana, M., Lee, D., & Tonda, S. (2020) · Applied Surface Science · doi:10.1016/j.apsusc.2020.147367 · Cited by 42

Amorphous CoFe Double Hydroxides Decorated with N‐Doped CNTs for Efficient Electrochemical Oxygen Evolution

Liu, Y., Hu, Y., Ma, P., Li, F., Yuan, F., Wang, S., Luo, Y., & Ma, J. (2019) · ChemSusChem · doi:10.1002/cssc.201900754 · Cited by 34

Fe3C-inserted “tube plugging into porous network” nanohybrids as advanced sulfur hosts for lithium-sulfur batteries

Dong, Q., Zhang, F., Ji, S., Wang, X., Wang, H., Linkov, V., & Wang, R. (2021) · Journal of Alloys and Compounds · doi:10.1016/j.jallcom.2021.160286 · Cited by 29

A novel graphene oxide decorated with halloysite nanotubes (HNTs/GO) composite used for the removal of levofloxacin and ciprofloxacin in a wide pH range

Wang, Q., Yang, M., Qi, X., Wang, J., Sun, K., Li, Z., & Deng, G. (2021) · New Journal of Chemistry · doi:10.1039/d1nj03807a · Cited by 23

Highly active hollow mesoporous NiFeCr hydroxide as an electrode material for the oxygen evolution reaction and a redox capacitor

Zhang, D., Yang, Z., Yang, Y., Li, H., & Wang, X. (2020) · Chemical Communications · doi:10.1039/d0cc05421f · Cited by 22

Rational design of pore structures for carbon aerogels to significantly increase adsorption of tetracycline from water using batch and fixed-bed operation

Xu, W.-C., Zhong, L.-B., Shao, Z.-D., Dou, S., Yu, L., Cheng, X., & Zheng, Y. (2021) · Environmental Science Nano · doi:10.1039/d1en00459j · Cited by 22

The efficiency of the multi-walled carbon nanotubes used for antibiotics removal from wastewaters generated by animal farms

Soran, M.-L., Opriș, O., Lung, I., Kacsó, I., Porav, A. S., & Stan, M. (2017) · Environmental Science and Pollution Research · doi:10.1007/s11356-017-9238-4 · Cited by 17

Adsorptive decontamination of antibiotic-spiked water and milk using commercial and modified activated carbons

Ge, X., Wu, Z., Manzoli, M., Bonelli, B., Mantegna, S., Kunz, W., & Cravotto, G. (2021) · Journal of environmental chemical engineering · doi:10.1016/j.jece.2021.105544 · Cited by 16

Adsorption behavior of welan gum on quartz sand in reservoir

Fu, L., Jiang, L., Liao, K., An, J., Huang, W., Sun, X., Li, T., & He, Y. (2021) · Journal of Petroleum Science and Engineering · doi:10.1016/j.petrol.2021.108850 · Cited by 16

Removal of Mercury(II) from Aqueous Solutions via Dynamic Column Adsorption

Кумпаненко, И. В., Иванова, Н. А., Dyubanov, M. V., Скрыльников, А. М., Kovaleva, N. Y., & Рощин, А. В. (2019) · Russian Journal of Physical Chemistry B · doi:10.1134/s1990793119030199 · Cited by 8

Navier–Stokes transport coefficients for a model of a confined quasi-two-dimensional granular binary mixture

Garzó, V., Brito, R., & Soto, R. (2021) · Physics of Fluids · doi:10.1063/5.0032919 · Cited by 8

Modified biochar: synthesis and mechanism for removal of environmental heavy metals

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A review of antibiotics and antibiotic resistance genes (ARGs) adsorption by biochar and modified biochar in water

Du, L., Ahmad, S., Liu, L., Wang, L., & Tang, J. (2022) · The Science of The Total Environment · doi:10.1016/j.scitotenv.2022.159815 · Cited by 306

A review of mechanism and adsorption capacities of biochar-based engineered composites for removing aquatic pollutants from contaminated water

Murtaza, G., Ahmed, Z., Dai, D.-Q., Iqbal, R., Bawazeer, S., Usman, M., Rizwan, M., Iqbal, J., Akram, M. I., Althubiani, A. S., et al. (2022) · Frontiers in Environmental Science · doi:10.3389/fenvs.2022.1035865 · Cited by 162

An achieved strategy for magnetic biochar for removal of tetracyclines and fluoroquinolones: Adsorption and mechanism studies

Zhang, X., Zhen, D., Liu, F., Chen, R., Peng, Q., & Wang, Z. (2022) · Bioresource Technology · doi:10.1016/j.biortech.2022.128440 · Cited by 147

Standardization and micromechanistic study of tetracycline adsorption by biochar

Zhang, X., Hou, J., Zhang, S., Cai, T., Liu, S., Hu, W., & Zhang, Q. (2024) · Biochar · doi:10.1007/s42773-023-00299-7 · Cited by 146

Biochar for the Removal of Emerging Pollutants from Aquatic Systems: A Review

Dong, M., He, L., Jiang, M., Zhu, Y. S., Wang, J., Gustave, W., Wang, S., Deng, Y., Zhang, X., & Wang, Z. (2023) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph20031679 · Cited by 149

Hydrogen bonds between the oxygen-containing functional groups of biochar and organic contaminants significantly enhance sorption affinity

Wei, D., Xing, J., Chen, Q., Huang, Y. L., Wu, M., Peng, Y., Pan, B., & Xing, B. (2024) · Chemical Engineering Journal · doi:10.1016/j.cej.2024.156654 · Cited by 112

Bamboo-based magnetic activated carbon for efficient removal of sulfadiazine: Application and adsorption mechanism

Yang, F., Jin, C., Wang, S., Wang, Y., Lu, W., Zheng, L., Gu, H., Lam, S. S., Naushad, M., Li, C., et al. (2023) · Chemosphere · doi:10.1016/j.chemosphere.2023.138245 · Cited by 82

Innovative molten salt techniques for biomass valorization: Transforming biomass into advanced carbon materials

Wang, F., Qi, X., Zhang, H. F., & Yang, Z. (2025) · Carbon · doi:10.1016/j.carbon.2025.119999 · Cited by 77

Development of a new hydrophobic magnetic biochar for removing oil spills on the water surface

Sun, X., Fu, H., Bao, M., Liu, W., Luo, C., Li, Y., Li, Y., & Lu, J. (2022) · Biochar · doi:10.1007/s42773-022-00184-9 · Cited by 63

One-step preparation of lignin-based magnetic biochar as bifunctional material for the efficient removal of Cr(VI) and Congo red: Performance and practical application

Sun, Y., Wang, T., Han, C., Bai, L. N., & Sun, X. (2022) · Bioresource Technology · doi:10.1016/j.biortech.2022.128373 · Cited by 63

Synthesis, characterization, safety design, and application of NPs@BC for contaminated soil remediation and sustainable agriculture

Zheng, T., Ouyang, S., & Zhou, Q. (2023) · Biochar · doi:10.1007/s42773-022-00198-3 · Cited by 64

Adsorption of Cd(II) ions on magnetic graphene oxide/cellulose modified with β-cyclodextrin: Analytical interpretation via statistical physics modeling and fractal like kinetic approach

Rahman, N., & Raheem, A. (2023) · Environmental Research · doi:10.1016/j.envres.2023.117868 · Cited by 57

Antibiotics and Antibiotic Resistance Genes in the Environment: Dissemination, Ecological Risks, and Remediation Approaches

Wu, Z., Shao, X., & Wang, Q. (2025) · Microorganisms · doi:10.3390/microorganisms13081763 · Cited by 54

Photocatalytic CO2 cycloaddition over highly efficient W18O49-based composites: An economic and ecofriendly choice

Cheng, R., Wang, A., Sang, S., Liang, H., Liu, S., & Tsiakaras, P. E. (2023) · Chemical Engineering Journal · doi:10.1016/j.cej.2023.142982 · Cited by 52

Biochar: a potential and green adsorbent for antibiotics removal from aqueous solution

Mei, Y., Zhuang, S., & Wang, J. (2024) · Reviews in Environmental Science and Bio/Technology · doi:10.1007/s11157-024-09711-5 · Cited by 46

Conversion of locally available materials to biochar and activated carbon for drinking water treatment

Nidheesh, P. V., Kumar, M., Venkateshwaran, G., Ambika, S., Bhaskar, S., Vinay, V., & Ghosh, P. (2024) · Chemosphere · doi:10.1016/j.chemosphere.2024.141566 · Cited by 45

Biochar-Based Adsorbents for Pesticides, Drugs, Phosphorus, and Heavy Metal Removal from Polluted Water

Bocșa, M., Pintea, S., Lung, I., Opriș, O., Stegarescu, A., Humayun, M., Bououdina, M., Soran, M.-L., & Stefano Bellucci, A. (2023) · Separations · doi:10.3390/separations10100533 · Cited by 42

Applications of biochar in medical and related environmental fields: current status and future perspectives

Zhuo, Q., Liang, Y., Hu, Y., Shi, M., Zhao, C., & Zhang, S. (2023) · Carbon Research · doi:10.1007/s44246-023-00066-0 · Cited by 39

Fabrication of chitosan@activated carbon composites in EmimAc for Cd(II) adsorption from aqueous solution: Experimental, optimization and DFT study

Saheed, I. O., Yusof, E. N. M., Oh, W., Hanafiah, M. A. K. M., & Suah, F. B. M. (2023) · International Journal of Biological Macromolecules · doi:10.1016/j.ijbiomac.2023.124798 · Cited by 39

Green technology: synthesis of iron-modified biochar derived from pine cones to remove azithromycin and ciprofloxacin from water

Aziz, S. S., Anbreen, S., Iftikhar, I., Fatima, T., Iftikhar, A., & Ali, L. (2024) · Frontiers in Environmental Science · doi:10.3389/fenvs.2024.1353267 · Cited by 32

Recent advances on sustainable removal of emerging contaminants from water by bio-based adsorbents

Bobde, P., Sharma, A. K., Kumar, R., Pandey, J. K., & Wadhwa, S. (2023) · New Journal of Chemistry · doi:10.1039/d3nj03731b · Cited by 33

Enhancing adsorption efficiency for environmentally-friendly removal of As(V) and Pb(II) using a biochar-iron oxide composite

Kim, S. H., Park, J., Lee, S., An, H., Kim, H., Son, B., Seo, J., Kim, C., Jeong, Y., Choi, K., et al. (2024) · Applied Surface Science · doi:10.1016/j.apsusc.2024.160348 · Cited by 26

In situ growth of HKUST-1 on electrospun polyacrylonitrile nanofibers/regenerated cellulose aerogel for efficient methylene blue adsorption

Li, X., Wang, L., Li, S., Yu, S., Liu, Z., Liu, Q., & Dong, X. (2024) · International Journal of Biological Macromolecules · doi:10.1016/j.ijbiomac.2024.133381 · Cited by 26

Sustainable remediation of macrolide antibiotic from water using a novel Fe oxide/biochar nanocomposite: Adsorption behaviour and mechanistic analysis

Pap, S., Shearer, L., & Gibb, S. W. (2024) · Journal of environmental chemical engineering · doi:10.1016/j.jece.2024.115208 · Cited by 26

Boosting photocatalytic degradation of antibiotics: The role of alcohol solvent on the morphology and bandgap structure of FeWO4 used for peroxymonosulfate activation

Jing, S., Li, H., Liang, H., Cheng, R., Brouzgou, A., & Tsiakaras, P. E. (2025) · Chemical Engineering Journal · doi:10.1016/j.cej.2025.163118 · Cited by 26

Magnetic biochar from marigold floral waste: Synthesis, characterization, and adsorptive removal of methylene blue

Mishra, A., Kaur, L., Sharma, M., Sharma, P., Murab, S., Ojha, H., Pandey, J., & Pathak, M. (2025) · Journal of Molecular Structure · doi:10.1016/j.molstruc.2025.142657 · Cited by 26

Fe, Co, N co-doped hollow carbon capsules as a full pH range catalyst for pollutant degradation via a non-radical path in Fenton-like reaction

Guan, Y., Fu, G., Wang, Q., Ma, S., Yang, Y., Xin, B., Zhang, J., Wu, J., & Yao, T. (2022) · Separation and Purification Technology · doi:10.1016/j.seppur.2022.121699 · Cited by 25

Engineered biochar for advanced oxidation process towards tetracycline degradation: Role of iron and graphitic structure

Sun, Z., Wei, Q., Hua, W., Chen, M., Yuan, Q., Yi, B., & Ok, Y. S. (2024) · Journal of environmental chemical engineering · doi:10.1016/j.jece.2024.114290 · Cited by 24

Magnetic nanoparticle modified moss Biochar: A novel solution for effective removal of enrofloxacin from aquaculture water

Yang, R., Li, Z., Pitakrattanawong, C., Zhu, L., Li, B., Fang, L., Fan, L., Song, C., & Meng, S. (2025) · Journal of Environmental Management · doi:10.1016/j.jenvman.2024.123956 · Cited by 24

Unveiling adsorption mechanisms and regeneration challenges of durian peel biochar for ciprofloxacin removal: Batch experiments and DFT study

Liu, X., Huang, P. X., Ma, W., Jin, F., & Tai, L. (2025) · Journal of Water Process Engineering · doi:10.1016/j.jwpe.2025.107991 · Cited by 24

A green method to improve adsorption capacity of hydrochar by ball-milling: enhanced norfloxacin adsorption performance and mechanistic insight

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MOFs functionalized magnetic sawdust hydrochar for effective tetracycline elimination: Inherent roles of adsorption and mechanisms

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Engineered Fe2O3–biochar composite derived from oil palm frond waste for effective removal of methyl orange, amoxicillin, and nitrate: adsorption mechanisms

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Sayğılı, H., & Sayğılı, G. A. (2023) · International Conference on Scientific and Academic Research (ICSAR) · doi:10.59287/as-proceedings.703

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Siragam, S. (2025) · Springer eBooks · doi:10.1007/978-3-031-92594-8_7

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Yue, T., Wang, D., Yi, J., & Liu, L. (2025) · SSRN Electronic Journal · doi:10.2139/ssrn.5365295

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N’goran, K. P. D. A., Sangare, N., Kinimo, K. C., Kouassi, N. L. B., Pohan, L. A. G., Diabaté, D., Yao, K. M., & Trokourey, A. (2025) · Asian Journal of Chemistry · doi:10.14233/ajchem.2025.34891

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Li, Y., Shi, Y., QIN, Y., Zhao, S., Cai, Z., Lu, J., Guo, P., & Ding, L. (2026) · SSRN Electronic Journal · doi:10.2139/ssrn.6556841

Facile preparation of NiFe2O4/biochar composite adsorbent for efficient adsorption removal of antibiotics in water

Liang, H., Zhu, C., Wang, A., & Chen, F. (2024) · Carbon Research · doi:10.1007/s44246-023-00094-w · Cited by 46

Rapid and facile chemical synthesis of Fe3O4/biochar nanocomposite for the adsorptive removal of fluoroquinolones from aqueous solution

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Effective adsorption of norfloxacin from water on magnetic biochar composite derived from cellulase hydrolysis apple branch: Synthesis optimization, performance assessment and mechanism insight

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