Because of increasing environmental awareness, it is becoming more important to remove harmful elements from water solutions. This study used activated carbon (AC) derived from waste wood-based panels as the base material, oxidized with nitric acid (OAC), and grafted with iminodiacetic acid (IDA-OAC) to improve the adsorption capacity and affinity for metals. The characterization of AC, OAC, and IDA-OAC was conducted via FTIR, SEM, N2 adsorption and desorption analysis, elemental analysis, Boehm titration, and point of zero charge (PZC). The instrument studies proved the modified increasing of the functional groups of the adsorbents. Moreover, batch and column experiments were conducted to evaluate the ability of the three adsorbents to remove copper ions from aqueous solution. In batch sorption, IDA-OAC had the highest adsorption capacity (84.51 mg/g) compared to OAC (54.74 mg/g) and AC (24.86 mg/g) at pH 5. The breakthrough point (Ct/Ci = 0.05) of copper ions for IDA-OAC occurred much later than AC in the column experiment (AC = 19 BV, IDA-OAC = 52 BV). The Langmuir isotherm and pseudo-second-model kinetics modeling could better fit with the data obtained from the batch sorption of AC, OAC, and IDA-OAC. The significant capacity and reusability of IDA-OAC displayed high applicability for water treatment.

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With more than three million applications already in the Android marketplace, various malware detection systems based on machine learning have been proposed to prevent attacks from cybercriminals. Most of these systems use static analyses to extract application features. However, many features generated by static analyses are easily thwarted by obfuscation techniques. Several researchers are addressing the obfuscation problem with obfuscation-invariant features. However, to our knowledge, no researcher has utilized deobfuscation techniques. Thus, we use a code deobfuscation technique with an Android malware detection system and investigate its effects. Experimental results show that code deobfuscation can successfully retrieve useful information concealed by obfuscation. In addition, we propose interaction terms based on identified feature interactions. Since many feature values are correlated to the size of the application, the proposed interaction terms aim to eliminate the interference caused by the size of the application and other features. Experimental results also show that these interaction terms have a high ranking in terms of feature importance. Our proposed Android malware detection model achieves 99.55% accuracy and a 94.61% F1-score with the well-known Drebin dataset, surpassing the performance of previous work.

Cerebral autosomal dominant arteriopathy with subcortical infarcts and leukoencephalopathy (CADASIL) is an adult-onset, dominantly inherited small-vessel disease of the brain caused by NOTCH3 mutations and characterized by recurrent subcortical infarctions, dementia, migraine with aura, and mood disturbance. We report a patient with unusual presentation of CADASIL with acute simultaneous multiple subcortical lacunar infarcts as the first manifestation. A 69-year-old man developed confusion, drowsiness, right hemiparesis, and slurred speech following orthopedic surgeries. Brain magnetic resonance imaging revealed diffuse leukoencephalopathy and multiple acute subcortical lacunar infarcts. Brain magnetic resonance angiography, echocardiography and 24-hour electrocardiography were unremarkable. The symptoms improved quickly after treatment with fluid hydration and antiplatelet agent, and his consciousness and mentality totally recovered within 3 days. The NOTCH3 genetic testing showed a heterozygous missense mutation, c.1630C>T (p. Arg544Cys). The experience in this case suggests that brain imaging is important in managing postoperative confusion, and any patient with diffuse leukoencephalopathy of unknown etiology may need to be tested for NOTCH3 mutations. Surgery is an important factor of encephalopathy and acute infarction in individuals with NOTCH3 mutations. Comprehensive presurgical evaluations and proactive perioperative precautions to avoid dehydration and anemia are necessary for patients with CADASIL who are about to receive anesthesia and surgery.