• 제목/요약/키워드: $ZnAl_2O_4$

검색결과 437건 처리시간 0.036초

Optical Properties of Oxotitanium (Ⅳ) Meso-tetrakis(4-sulfonatophenyl)porphyrin Intercalated into the Layered Double Hydroxides (LDH) Studied by Laser Spectroscopy

  • Ryu, Su-Young;Yoon, Min-Joong;Choy, Jin-Ho;Hwang, Sung-Ho;Frube, Akihiro;Asahi, Tsuyoshi;Hiroshi, Masuhara
    • Bulletin of the Korean Chemical Society
    • /
    • 제24권4호
    • /
    • pp.446-452
    • /
    • 2003
  • Some new nanohybrid materials have been synthesized by intercalating the oxotitanium(IV) meso-tetrakis(4- sulfonatophenyl) porphyrin$(O=Ti^{(IV)} TSPP)$ into the Zn/Al layered double hydroxides (LDHs), and their structures and photophysical properties have been investigated by various laser spectroscopic techniques. According to the XRD pattern of the synthesized nanohybrid materials, the macrocycle plane of $O=Ti^{(IV)}$ TSPP are grafted perpendicular to the LDH layers. The $O=Ti^{(IV)}$ TSPP-intercalated LDH exhibits band broadening of the absorption spectrum and a blue shift of Q-band as compared to that observed in solution. Resonance Raman spectral measurements demonstrate that the positively charged LDHs give rise to a slight decrease of the electronic density of the porphyrin ring accompanying a small change of the electronic distribution of the $O=Ti^{(IV)}$ TSPP. Consequently the LDH environment affects the energies of the two highest occupied molecular orbitals (HOMOs) of the $O=Ti^{(IV)}$) TSPP, $a_{1u}$ and $a_{2u}$, producing a mixed orbital character. Being consistent with these electronic structural changes of $O=Ti^{(IV)}$ TSPP in LDH, both the fluorescence spectral change and the fsdiffuse reflectance transient measurements imply that the photoexcitation of the $O=Ti^{(IV)}$ TSPP intercalated into LDH undergoes fast relaxation to the O=Ti(IV) $TSPP^+-LDH^- $charge transfer (CT) state within a few picoseconds, followed by a photoinduced electron transfer between the O=Ti(IV) TSPP and LDHs with a rate constant greater than %1×10^{10}S^{-1}$. No evidence is found for back electron transfer. In conclusion, the $O=Ti^{(IV)}$ TSPP intercalated LDH seems to be a possible candidate for an artificial reaction center for an efficient solar energy conversion system.

Studies on the Chemical Constituents of the New Zealand Deer Velvet Antler Cervus elaphus var. scoticus-(I)

  • Lee, Nam Kyung;Shin, Hyun Jung;Kim, Wan Seok;Lee, Jong Tae;Park, Chae Kyu
    • Natural Product Sciences
    • /
    • 제20권3호
    • /
    • pp.160-169
    • /
    • 2014
  • 44 compounds and 9 minerals were isolated from and detected in the New Zealand deer velvet antler Cervus elaphus var. scoticus L$\ddot{o}$nnberg. The chemical structures of (1 - 26) were identified on the basis of the spectroscopic methods and comparisons with literature, respectively. The structures were identified as cholesterol (CS, 6), 7-keto-CS (7), $7{\beta}$-hydroxy-CS (8), and $7{\alpha}$-hydroxy-CS (9), and included 12 steroid $3{\beta}$-O-(palmitic/stearic/myristic acid esters; PM/SA/MS) [CS-$3{\beta}$-O-PM (1 - 1), CS-$3{\beta}$-O-SA (1 - 2), CS-$3{\beta}$-O-MR (1 - 3), 7-keto-CS-$3{\beta}$-O-PM (2 - 1), 7-keto-CS-$3{\beta}$-O-SA (2 - 2), 7-keto-CS-$3{\beta}$-O-MR (2 - 3), $7{\beta}$-hydroxy-CS-$3{\beta}$-O-SA (3 -1), $7{\beta}$-hydroxy-CS-$3{\beta}$-O-PM (3 - 2), $7{\beta}$-hydroxy-CS-$3{\beta}$-O-MR (3 - 3), $7{\alpha}$-hydroxy-CS-$3{\beta}$-O-SA (4 - 1), $7{\alpha}$-hydroxy-CS-$3{\beta}$-O-PM (4 - 2), and $7{\alpha}$-hydroxy-CS-$3{\beta}$-O-MR (4 - 3)], dinonyl phthalate (5), 8 nucleic acids analogues [uracil (10), deoxyguanosine (11), deoxyuridine (12), uridine (13), deoxyadenosine (14), adenosine (15), inosine (16), and guanosine (17)], and the 9 free amino acids [L-phenylalanine (18), L-isoleucine (19), L-leucine (20), L-tyrosine (21), L-valine (22), L-proline (23), L-threonine (24), L-alanine (25), and L-hydroxyproline (26)]. Also, there are 8 kinds of amino acids [asparagine, serine, glutamine, glycine, histidine, arginine, methionine, and lysine], 2 sialic acids [N-acetylneuraminic acid (27), ketodeoxynonulosonic acid (28)], and 9 minerals [Na > K > Ca > Mg > Fe > Zn > B > Al > Cu] were detected from the autoaminoacid analyzer and ICP spectrometer, HPAEC-PAD/HPLC-FLD, respectively. 9 kinds of oxycholesterol-$3{\beta}$-O-fatty acid ester (2 - 1, 2 - 2, 2 - 3, 3 - 1, 3 - 2, 3 - 3, 4 - 1, 4 - 2, and 4 - 3) and 3 nucleic acids (12, 14, and 15) were isolated from the velvet antler for the first time. 6 kinds of steroids (7, 8, 9, 2 - 1, 3 - 1, and 4 - 1) were examined for their anti-proliferative effects against L1210, P388D1, K562, MEG-01, KG-1, MOLT-4, A549, HepG2, MCF-7, SK-OV-3, and SW-620 cancer cell lines. They showed anti-proliferative effects with $IC_{50}$ values of 0.06, 2.16, 2.42, > 50.0, 1.66 and $8.31{\mu}M$ against L1210, while the values were 24.05, 9.44, 5.22, 0.25. 9.48 and $49.77{\mu}M$ against P388D1, respectively. The others were inactive.

고정층 반응기에서 DME 직접합성에 관한 실험 연구 (The Experimental Study on the Direct Synthesis of DME (Dimethyl Ether) in the Fixed Bed Reactor.)

  • 최창우;조원일;주우성;이승호;백영순;노경호
    • 한국수소및신에너지학회논문집
    • /
    • 제15권4호
    • /
    • pp.283-290
    • /
    • 2004
  • The single-step process for conversion of syngas to DME give higher conversion than the syngas-to-methanol process. This arises because of a synergy among the three simultaneous reaction, methanol synthesis, methanol dehydration and water gas shift reaction, in the process. we would find the optimal condition of the process which these advantages. The optimal condition of DME synthesis reaction over a commercial $Cu/Zn/Al_2O_3$ catalyst and Hybrid catalyst in a fixed bed reactor. The syngas-to-dimethyl ether conversion was examined on various reaction condition (Temperature 473~553K, $H_2/CO$ ratio 1~3, Pressure 30'50atm, GHSV 1000~4000).

PMF 모델을 이용한 대기 중 PM-10 오염원의 확인 (Source Identification of Ambient PM-10 Using the PMF Model)

  • 황인조;김동술
    • 한국대기환경학회지
    • /
    • 제19권6호
    • /
    • pp.701-717
    • /
    • 2003
  • The objective of this study was to extensively estimate the air quality trends of the study area by surveying con-centration trends in months or seasons, after analyzing the mass concentration of PM-10 samples and the inorganic lements, ion, and total carbon in PM-10. Also, the study introduced to apply the PMF (Positive Matrix Factoriza-tion) model that is useful when absence of the source profile. Thus the model was thought to be suitable in Korea that often has few information about pollution sources. After obtaining results from the PMF modeling, the existing sources at the study area were qualitatively identified The PM-10 particles collected on quartz fiber filters by a PM-10 high-vol air sampler for 3 years (Mar. 1999∼Dec.2001) in Kyung Hee University. The 25 chemical species (Al, Mn, Ti, V, Cr, Fe, Ni, Cu, Zn, As, Se, Cd, Ba, Ce, Pb, Si, N $a^{#}$, N $H_4$$^{+}$, $K^{+}$, $Mg^{2+}$, $Ca^{2+}$, C $l^{[-10]}$ , N $O_3$$^{[-10]}$ , S $O_4$$^{2-}$, TC) were analyzed by ICP-AES, IC, and EA after executing proper pre - treatments of each sample filter. The PMF model was intensively applied to estimate the quantitative contribution of air pollution sources based on the chemical information (128 samples and 25 chemical species). Through a case study of the PMF modeling for the PM-10 aerosols. the total of 11 factors were determined. The multiple linear regression analysis between the observed PM-10 mass concentration and the estimated G matrix had been performed following the FPEAK test. Finally the regression analysis provided source profiles (scaled F matrix). So, 11 sources were qualitatively identified, such as secondary aerosol related source, soil related source, waste incineration source, field burning source, fossil fuel combustion source, industry related source, motor vehicle source, oil/coal combustion source, non-ferrous metal source, and aged sea- salt source, respectively.ively.y.

PVD법에 의해 Mg 코팅된 갈바륨 도금강판의 단면부 내식특성 (Anti-corrosion properties for cross section of Mg films on galvalume steel coated by PVD process)

  • 박재혁;김순호;박기동;정재인;양지훈;이경황;이명훈
    • 한국표면공학회:학술대회논문집
    • /
    • 한국표면공학회 2018년도 춘계학술대회 논문집
    • /
    • pp.65-65
    • /
    • 2018
  • 갈바륨 도금강판은 알루미늄의 우수한 차폐 특성과 내열성, 열 반사성을 가지며 아연의 희생방식 특성을 겸비하여 동일 부착량의 용융 아연도금 및 알루미늄 도금강판에 비해 우수한 내식성을 나타낸다고 알려져 있다. 또한 이것은 표면이 미려하고 경제성이 높아 건자재 용도로 현재까지도 세계적으로 널리 이용되고 있다. 여기서 지칭하는 바륨 도금강판(galvalume steel)은 아연과 알루미늄 도금강판의 장점을 접목하기 위해 55 Al-43.4 Zn-1.6 Si (wt.%)로 구성되어 개발된 3원계 성분의 합금도금강판이다. 한편, 최근에는 강재의 내식성을 향상시키기 위한 다양한 연구 결과에 의해 Zn-Al-Mg의 3원계 합금도금강판도 개발되어 사용되고 있다. 이것은 기존의 아연도금 강판 보다 10배 정도의 우수한 내식성을 나타내는 것으로 보고되고 있다. 특히, 이것은 도금된 평판부의 내식성은 물론 절단된 도금 단면부의 내식성도 매우 우수하다고 알려져 있다. 그러나 상기한 갈바륨 도금강판의 경우에는 도금된 표면부에 비해 단면부의 내식성이 상대적으로 취약한 것으로 알려져 있다. 따라서 본 연구에서는 갈바륨 도금강판의 내식성을 종합적으로 향상시키기 위하여 이 갈바륨 도금강판 상에 PVD 스퍼터링법에 의해 Mg 코팅막의 제작을 시도하였다. 여기서 Mg 코팅막은 후처리 된 갈바륨 도금강판 상에 Ar 공정압력 2 및 20 mTorr 조건 중 1.5 및 $3{\mu}m$ 두께로 제작하였다. 또한 제작한 코팅막에 대해서는 모폴로지 관찰(SEM) 및 결정구조 분석(XRD)을 하였고, 분극측정, 염수분무 시험(SST) 및 복합부식 시험(CCT)에 의해 표면 및 단면부의 내식성평가를 수행하였다. 또한 여기서는 염수분무 및 복합부식 시험 후의 시험편도 채취 하여 표면 및 단면부위에 대한 원소조성 분석(EPMA)과 결정구조 분석(XRD)을 실시하였다. 이상의 실험 결과에 의하면, 본 실험에서 제작한 Mg 코팅막은 그 두께가 두꺼울수록 표면 Mg 결정립의 크기가 증가하였고, 그 부식속도가 증가하는 경향을 나타내었다. 또한 여기서는 공정압력이 높은 조건에서 제작한 막일수록 Mg(002)면 피크 강도가 감소하고 Mg(101)면 피크의 배향성이 증가하였다. 그때 그 막의 내식성은 향상되는 경향을 나타내었다. 그리고 종합적으로 염수분무 및 복합부식 시험 결과에 의하면 Mg이 코팅된 갈바륨 도금강판은 기존 갈바륨 도금강판 보다 내식성이 현저히 향상되었다. 특히, 단면부 내식성의 경우에는 기존 대비 5배 이상 향상되는 경향을 나타내었다. 여기서 단면부 내식특성 분석을 위한 EPMA 원소조성 분석 결과에 의거하면, 부식 초기에는 마그네슘의 부식생성물에 의해 단면부가 치밀하게 보호되고 있음을 확인할 수 있었다. 그 이후에는 부식이 지속적으로 진행됨에 따라 갈바륨 도금층에서 용출된 알루미늄 및 아연 성분이 마그네슘과 함께 치밀한 부식생성물을 형성하여 단면부를 차폐함에 따라 단면부의 내식성이 크게 향상된 것으로 생각된다. 이러한 부식생성물의 결정구조 분석 결과에 따르면, 염수분무와 복합부식 시험에서는 공통적으로 MgO, $Mg(OH)_2$ 이외에도 Simonkolleite상 등이 형성되었다. 또한 건-습 반복 부식시험인 복합부식시험 후에는 $Mg_5(CO_3)_4(OH)_24H_2O$(Hydromagnesite)상 등이 형성됨을 확인할 수 있었다. 즉, 본 실험에서 후처리된 갈바륨 도금강판 상에 제작한 마그네슘 코팅막의 경우에는 상기와 같은 다양한 부식반응에 의해 표면 및 단면부에 형성된 Mg계 부식생성물과 $Zn_5(OH)_8Cl_2H_2O$(Simonkolleite)상에 의해서 표면은 물론 단면부 내식성이 크게 향상된 것으로 사료된다.

  • PDF

공진 모드에 따른 Bragg-Reflector Type FBAR 의 이론적 분석 (Theoretical Analysis of Bragg-Reflector Type FBAR with Resonance Mode)

  • 조문기;윤영섭
    • 대한전자공학회논문지SD
    • /
    • 제40권11호
    • /
    • pp.9-18
    • /
    • 2003
  • 본 논문에서는 λ/4 반사층으로 이루어진 체적 탄성파 공진기의 두 가지 유형을 등가회로를 이용하여 이론적으로 분석하고 두 유형의 차이점을 비교 논의하였다. λ/2 모드는 상, 하부전극이 공기와 접하는 이상적인 공진기와 λ/4 모드는 상부전극은 공기와 접하고 하부전극 아래는 완전히 막혀 있는 이상적인 공진기와 비교하여 반사층이 공진특성에 미치는 영향을 분석하였다. 압전층으로는 ZnO 를 전극층으로는 Al 을 기판층은 Si 을 사용하였다. Mason 등가회로를 ABCD 파라미터를 추출할 수 있는 단순화된 등가회로로 변환하여 입력임피던스를 구하였다. 반사층의 두께 변화에 의한 공진주파수의 변화와 반사층의 기계적 Q 에 따른 전기적 Q 의 변화를 통해 하부전극 바로 아래의 반사층의 변화률이 제일 큼을 알 수 있었다. 반사층의 탄성 임피던스비가 증가함에 따라 Q 의 포화에 필요한 반사층의 수가 감소하였고 동일한 반사층 조건에서 λ/2 모드의 전기적 Q 가 λ/4 모드의 전기적 Q 보다 다소 크다는 사실을 확인하였다. 전기기계결합계수는 반사층수에 독립적이었고 반사층의 탄성 임피던스비가 증가함에 따라 증가하였다. 두 모드 모두 전기기계결합계수는 반사층에 탄성파 에너지의 존재로 인하여 이상적인 공진기보다 낮고 동일한 반사층 조건에서 λ/2 모드가 λ/4 모드보다 큼을 확인하였다. Ladder 필터 특성에는 반사층수가 증가할수록 삽입손실은 감소하지만 대역폭에는 큰 변화가 없었고 반사층의 탄성임피던스비가 높을수록 동일한 반사층수에서 삽입손실은 감소하였고 대역폭은 넓어졌다. 분석한 모든 특성으로 닥 때 λ/2 모드가 λ/4 모드보다 다소 우수하였다.

서울市 一部 水道栓水中 重金屬에 관한 調査硏究 (A Study on Heavy Metals at the Consumer s Tap in Seoul)

  • Lee, Byung Mu
    • 한국환경보건학회지
    • /
    • 제10권2호
    • /
    • pp.41-51
    • /
    • 1984
  • This study was performed using samples collected at Myungryundong and at Reservoirs. The purpose of this study was to investigate the differences of water quality between tap and raw water, and to analyse drinking water quality by Fe, Zn from corroded galvanized steel pipe. Results were as follows 1. The older the pipe was, the higher the concentration of Ferrum and Zinc was (t-test : p<0.05). Ferrum and Zinc also exceeded the limits in the older galvanized steel pipe. I think that this comes from the corrosion of pipe. 2. Mercury, Arsenic, Cadmium, Lead, Chomium, Argentum and Aurum not detected in raw water were not detected in tap water. Cobalt, Bismuth and Molybudenum detected in raw water were not detected in tap water. I think that this comes from the quality of raw water, the result of water treatment and the improbability of detection of above metals in water delivery system. 3. Silicon measured 2.4698ppm in raw water, but it ranged from 0.4769ppm to 1.982 ppm in tap water. Manganese measured 0.0638ppm in raw water, but it ranged from 0.0026ppm to 0.0198ppm in 17cases(31%) out of 55samples in tap water. I think that this comes from the water treatment. 4. Aluminium not detected in raw water was found in 17 cases (31%) out of the samples (55cases). It may be considered as the use of coagulants $Al_2(SO_4)_3$. $18H_2O$ and PAC (Poly Aluminium Chloride). The concentration of copper in tap water was much higher in 2 cases(3.6%) out of the samples(55) than that of copper in raw water. I think that this may come from the use of ${CuSO}_4$, the preventive of algae growth, and the result of chlorination, but further study must be necoessary to support the proof.

  • PDF

부산 해운대지역 지하수와 지열수의 수리화학적 특성 (Hydrochemical characteristics of ground and geothermal waters in the Haeundae hot-spring area, Pusan, Korea)

  • 심형수;함세영;성익환;이병대;조병욱;황진연
    • 한국환경과학회지
    • /
    • 제9권3호
    • /
    • pp.241-252
    • /
    • 2000
  • Twenty-two water samples(fifteen groundwater and seven geothermal water samples) were collected to elucidate chemical characteristics of the ground and geothermal waters in the Haeundae hot spring area and its vicinity. Major and honor elements were analyzed for ground and geothermal water samples. The concentrations of $K^+$, Na+$, $Ca^{2+}$, $SO_4^{2-}$, $Cl^-$, ^F^-$ and $SiO_2$ were higher in the geothermal water samples than the groundwater samples except $HCO_3^- and Mg^{2+}$ ions. Based on the contents of Fe, Zn, Cu, Al, Mn and Pb, some of the ground and geothermal water samples are contaminated by anthropogenic sources. The ground waters shown on the Piper diagram belong to $Ca-HCO_3$ type, while the geothermal waters Na-Cl type. The graphs of $Cl^-$ versus $Na^+$, $Ca^{2+}, Mg^{2+}, K^+, SO_4^{2-} and HCO_3^-$ indicate that the groundwater is related partly with mineral-water reaction and partly with anthropogenic contamination, while the geothermal water is related with saline water. On the phase stability diagram, groundwater and thermal water mostly fall in the field of stability of kaolinite. This indicates that the ground and geothermal waters proceed with forming kaolinite. Factor and correlation analyses were carried out to simplify the physicochemical data into grouping some factors and to find interaction between them. Based on the Na-K, Na-K-Ca and Na-K-Ca-Mg geothermometers and silica geothermometers, the geothermal reservoir is estimated to have equilibrium temperature between 125${$\mid$circ}C$ and 160${$\mid$circ}C$.

  • PDF

당뇨환자의 치은조직내 Superoxide Dismutase와 Catalase의 활성도에 관한 실험적 연구 (AN EXPERIMENTAL STUDY ON SUPEROXIDE DISMUTASE- AND CATALASE- ACTIVITY IN GINGIVAL TISSUES IN DIABETIC PATIENTS)

  • 김병옥;이강진;박주철
    • Journal of Periodontal and Implant Science
    • /
    • 제24권3호
    • /
    • pp.597-606
    • /
    • 1994
  • Oxygen derived radicals($O_2\;^-$, $H_2O_2$, and $OH^-$) are thought to play a role in a lot of human diseases. And it has been believed that antioxidant enzymes such as superoxide dismutase(SOD) and catalase could protect the tissues from damage resulting from the oxygen derived free radicals. The purpose of this study was performed to investigate the activity of the SOD(CuZn- and Mn-SOD) and catalase in inflammatory gingival tissues and the correlation between boold glucose level and antioxidants and age in non-insulin dependent diabetes mellitus(NI- DDM) patients. For this study, the patients were classified into normal, inflammatory, and diabetic, and ten their papillary bleeding index(PBI) and gingival index were checked. Subjects consisted of 11 healthy patients with no inflammatroy gingiva, 20 adult periodontitis patients, and 8 diabetic patients, aged 33 to 66(average: 44.62). The blood glucose level of diabetic group was ranged from 120ml/dl to 160ml/dl(physical status 0 : averge : 135.67ml/dl). Gingival tissues were surgically obtained from the patients during periodontal surgery, extraction, and clinical corwn lenghening procedure. The activity of CuZn and Mn- SOD and catalase in the gingival tissues was measured by using UV-spectrophotometer by the same methods that Crapo et al. And Aebi did, respectively. The results were as follows : 1. The Mn-SOD activity was significantly lower in inflammatory group in comparison to normal group(P<0.05), and the activities of antioxidants in diabetic group were not significant in comparison to normal inflammatory group(P>0.05). 2. The activities of antioxidants showed little variation among individuals of different ages (P>0.05). 3. The higher blood glucose level was, the higher gingival index was(P<0.05). 4. There was no correlation between blood glucoe level and activity of antioxidant in inflammatory gingival tissues of NIDDM patients(P>0.05). In conclusion, these results, within the limits of the present experiment, suggest that the activity of Mn-SOD might reflect the inflammatory status of gingival tissue, and the activity of antioxidants was independent of blood glucose level of diabetic patients in physical status 0.

  • PDF

저수지 퇴적물로부터 인의 존재형태가 수질에 미치는 영향에 대한 연구 (A Study on the Influence of Water Quality on the Phosphorus Fraction Properties from Reservoir Sediments)

  • 이진경;안태웅;오종민
    • 대한환경공학회지
    • /
    • 제32권9호
    • /
    • pp.840-850
    • /
    • 2010
  • 새만금호와 인접한 배후지역에 위치하며 새만금 수질에 직 간접적으로 영향을 미치는 간척농지 지구 계화조류지를 대상으로 환경변화에 의해 수계로 용출되어 부영양화의 주원인이 되는 인의 존재형태와 수계내 영향인자 사이의 상관관계를 분석하였다. 계화조류지 퇴적물 내 인의 존재형태 조사 결과, 전체적으로 Saloid-P의 형태가 2.28~7.75 mg/kg(1.4%), Al-P 0.34~5.36 mg/kg (0.5%), Fe-P 31.04~837.25 mg/kg (39.8%), Ca-P 149.91~257.09 mg/kg (56.6%), Red-P 0.29~2.07 mg/kg (0.4%), Occd-P 2.23~8.89 mg/kg (1.3%)를 나타냈다. 퇴적물내 인의 존재형태를 비교하면, 계화조류지는 Ca-P (56.6%)와 Fe-P (39.8%) 의 형태가 97% 이상이며, 계화조류지 퇴적물내 인의 형태중 대부분을 차지하는 Ca-P와 Fe-P의 형태에 영향을 미치는 수계내 인자를 분석한 결과, Fe-P는 총질소(T-N) (r=0.761, p<0.05)와 질산성질소($NO_3$-P) (r=0.754, p<0.05), 암모니아성질소($NH_4$-N)(r=0.728, p<0.05), 총인(T-P) (r=0.774, p<0.05), 용존성 무기인($PO_4$-P) (r=0.767, p<0.05)과 유의성 있는 상관관계를 나타냈으나 Ca-P의 형태는 조사항목 중 수계내 인자와의 유의성을 발견하지 못하였다. 퇴적물내 중금속이 인의 존재형태에 미치는 영향 조사 결과, Ca-P 형태의 인은 특정 중금속과 상관관계를 나타내지 않았으나, Fe-P 형태의 인은 비소(As) (r=0.817, p<0.01), 구리(Cu) (r=0.793, p<0.05), 카드뮴(Cd) (r=0.786, p<0.05), 아연(Zn) (r=0.738, p<0.05)과 높은 상관관계를 보였다.