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Topic 2 Semiconductors Basics

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1 Topic 2 Semiconductors Basics
ECE 271 Electronic Circuits I Topic 2 Semiconductors Basics NJIT ECE-271 Dr. S. Levkov

2 Chapter Goals Characterize resistivity of insulators, semiconductors, and conductors. Develop covalent bond and energy band models for semiconductors. Understand band gap energy and intrinsic carrier concentration. Explore the behavior of electrons and holes in semiconductors. Discuss acceptor and donor impurities in semiconductors. Learn to control the electron and hole populations using impurity doping. Understand drift and diffusion currents in semiconductors. Explore low-field mobility and velocity saturation. Discuss the dependence of mobility on doping level. NJIT ECE-271 Dr. S. Levkov

3 The Inventors of the Integrated Circuit
Andy Grove, Robert Noyce, and Gordon Moore with Intel 8080 layout. Jack Kilby NJIT ECE-271 Dr. S. Levkov

4 Solid-State Electronic Materials
Electronic materials fall into three categories (WRT resistivity): Insulators  > 105 -cm (diamond  = 1016 ) Semiconductors <  < 105 -cm Conductors  < 10-3 -cm (copper  = 10-6 ) NJIT ECE-271 Dr. S. Levkov

5 Solid-State Electronic Materials
Electronic materials fall into three categories (WRT resistivity): Insulators  > 105 -cm (diamond  = 1016 ) Semiconductors <  < 105 -cm Conductors  < 10-3 -cm (copper  = 10-6 ) Elemental semiconductors are formed from a single type of atom of column IV, typically Silicon. NJIT ECE-271 Dr. S. Levkov

6 Solid-State Electronic Materials
Electronic materials fall into three categories (WRT resistivity): Insulators  > 105 -cm (diamond  = 1016 ) Semiconductors <  < 105 -cm Conductors  < 10-3 -cm (copper  = 10-6 ) Elemental semiconductors are formed from a single type of atom of column IV, typically Silicon. Compound semiconductors are formed from combinations of elements of column III and V or columns II and VI. NJIT ECE-271 Dr. S. Levkov

7 Solid-State Electronic Materials
Electronic materials fall into three categories (WRT resistivity): Insulators  > 105 -cm (diamond  = 1016 ) Semiconductors <  < 105 -cm Conductors  < 10-3 -cm (copper  = 10-6 ) Elemental semiconductors are formed from a single type of atom of column IV, typically Silicon. Compound semiconductors are formed from combinations of elements of column III and V or columns II and VI. Germanium was used in many early devices. NJIT ECE-271 Dr. S. Levkov

8 Solid-State Electronic Materials
Electronic materials fall into three categories (WRT resistivity): Insulators  > 105 -cm (diamond  = 1016 ) Semiconductors <  < 105 -cm Conductors  < 10-3 -cm (copper  = 10-6 ) Elemental semiconductors are formed from a single type of atom of column IV, typically Silicon. Compound semiconductors are formed from combinations of elements of column III and V or columns II and VI. Germanium was used in many early devices. Silicon quickly replaced germanium due to its higher bandgap energy, lower cost, and ability to be easily oxidized to form silicon-dioxide insulating layers. NJIT ECE-271 Dr. S. Levkov

9 Solid-State Electronic Materials (cont)
Bandgap is an energy range in a solid where no electron states can exist. It refers to the energy difference between the top of the valence band and the bottom of the conduction band in insulators and semiconductors NJIT ECE-271 Dr. S. Levkov

10 Semiconductor Materials (cont.)
Bandgap Energy EG (eV) Carbon (diamond) 5.47 Silicon 1.12 Germanium 0.66 Tin 0.082 Gallium arsenide 1.42 Gallium nitride 3.49 Indium phosphide 1.35 Boron nitride 7.50 Silicon carbide 3.26 Cadmium selenide 1.70 NJIT ECE-271 Dr. S. Levkov

11 Covalent Bond Model Silicon has four electrons in the outer shell.
Single crystal material is formed by the covalent bonding of each silicon atom with its four nearest neighbors. Silicon diamond lattice unit cell. Corner of diamond lattice showing four nearest neighbor bonding. View of crystal lattice along a crystallographic axis. NJIT ECE-271 Dr. S. Levkov

12 Silicon Covalent Bond Model (cont.)
Silicon atom NJIT ECE-271 Dr. S. Levkov

13 Silicon Covalent Bond Model (cont.)
Silicon atom Silicon atom NJIT ECE-271 Dr. S. Levkov

14 Silicon Covalent Bond Model (cont.)
Silicon atom Covalent bonds in silicon NJIT ECE-271 Dr. S. Levkov

15 Silicon Covalent Bond Model (cont.)
What happens as the temperature increases? Near absolute zero, all bonds are complete Each Si atom contributes one electron to each of the four bond pairs The outer shell is full, no free electrons, silicon crystal is an insulator NJIT ECE-271 Dr. S. Levkov

16 Silicon Covalent Bond Model (cont.)
Near absolute zero, all bonds are complete Each Si atom contributes one electron to each of the four bond pairs The outer shell is full, no free electrons, silicon crystal is an insulator Increasing temperature adds energy to the system and breaks bonds in the lattice, generating electron-hole pairs. The pairs move within the matter forming semiconductor Some of the electrons can fall into the holes – recombination. NJIT ECE-271 Dr. S. Levkov

17 Intrinsic Carrier Concentration
The density of carriers in a semiconductor as a function of temperature and material properties is: EG = semiconductor bandgap energy in eV (electron volts) k = Boltzmann’s constant, 8.62 x 10-5 eV/K T = absolute termperature, K B = material-dependent parameter, 1.08 x 1031 K-3 cm-6 for Si Bandgap energy is the minimum energy needed to free an electron by breaking a covalent bond in the semiconductor crystal. NJIT ECE-271 Dr. S. Levkov

18 Intrinsic Carrier Concentration (cont.)
Electron density is n (electrons/cm3) and for intrinsic material n = ni. Intrinsic refers to properties of pure materials. ni ≈ 1010 cm-3 for Si The density of silicon atoms is na ≈ 5x1022 cm-3 Thus at a room temperature one bond per about 1013 is broken Intrinsic carrier density (cm-3) NJIT ECE-271 Dr. S. Levkov

19 Electron-hole concentrations
A vacancy is left when a covalent bond is broken. The vacancy is called a hole. NJIT ECE-271 Dr. S. Levkov

20 Electron-hole concentrations
A vacancy is left when a covalent bond is broken. The vacancy is called a hole. A hole moves when the vacancy is filled by an electron from a nearby broken bond (hole current). NJIT ECE-271 Dr. S. Levkov

21 Electron-hole concentrations
A vacancy is left when a covalent bond is broken. The vacancy is called a hole. A hole moves when the vacancy is filled by an electron from a nearby broken bond (hole current). The electron density is n (ni for intrinsic material) NJIT ECE-271 Dr. S. Levkov

22 Electron-hole concentrations
A vacancy is left when a covalent bond is broken. The vacancy is called a hole. A hole moves when the vacancy is filled by an electron from a nearby broken bond (hole current). The electron density is n (ni for intrinsic material) Hole density is represented by p. NJIT ECE-271 Dr. S. Levkov

23 Electron-hole concentrations
A vacancy is left when a covalent bond is broken. The vacancy is called a hole. A hole moves when the vacancy is filled by an electron from a nearby broken bond (hole current). The electron density is n (ni for intrinsic material) Hole density is represented by p. For intrinsic silicon, n = ni = p. NJIT ECE-271 Dr. S. Levkov

24 Electron-hole concentrations
A vacancy is left when a covalent bond is broken. The vacancy is called a hole. A hole moves when the vacancy is filled by an electron from a nearby broken bond (hole current). The electron density is n (ni for intrinsic material) Hole density is represented by p. For intrinsic silicon, n = ni = p. The product of electron and hole concentrations is pn = ni2. The pn product above holds when a semiconductor is in thermal equilibrium (not with an external voltage applied). NJIT ECE-271 Dr. S. Levkov

25 Drift Current Charged particles move or drift under the influence of the applied field. The resulting current is called drift current. NJIT ECE-271 Dr. S. Levkov

26 Drift Current Charged particles move or drift under the influence of the applied field. The resulting current is called drift current. Electrical resistivity  and its reciprocal, conductivity , characterize current flow in a material when an electric field is applied. NJIT ECE-271 Dr. S. Levkov

27 Drift Current Charged particles move or drift under the influence of the applied field. The resulting current is called drift current. Electrical resistivity  and its reciprocal, conductivity , characterize current flow in a material when an electric field is applied. Drift current density is j = Qv [(C/cm3)(cm/s) = A/cm2] NJIT ECE-271 Dr. S. Levkov

28 Drift Current Charged particles move or drift under the influence of the applied field. The resulting current is called drift current. Electrical resistivity  and its reciprocal, conductivity , characterize current flow in a material when an electric field is applied. Drift current density is j = Qv [(C/cm3)(cm/s) = A/cm2] j = current density, (Coulomb charge moving through a unit area) Q = charge density, (Charge in a unit volume) v = velocity of charge in an electric field. Note that “density” may mean area or volumetric density, depending on the context. NJIT ECE-271 Dr. S. Levkov

29 Mobility At low fields, carrier drift velocity v (cm/s) is proportional to electric field E (V/cm). The constant of proportionality is the mobility, : NJIT ECE-271 Dr. S. Levkov

30 Mobility At low fields, carrier drift velocity v (cm/s) is proportional to electric field E (V/cm). The constant of proportionality is the mobility, : vn = - nE and vp = pE , where vn and vp - electron and hole velocity (cm/s), n and p - electron and hole mobility (cm2/Vs) NJIT ECE-271 Dr. S. Levkov

31 Mobility At low fields, carrier drift velocity v (cm/s) is proportional to electric field E (V/cm). The constant of proportionality is the mobility, : vn = - nE and vp = pE , where vn and vp - electron and hole velocity (cm/s), n and p - electron and hole mobility (cm2/Vs) n ≈ 1350 (cm2/Vs), p ≈ 500 (cm2/Vs), Hole mobility is less than electron since hole current is the result of multiple covalent bond disruptions, while electrons can move freely about the crystal. NJIT ECE-271 Dr. S. Levkov

32 Velocity Saturation At high fields, carrier velocity saturates and places upper limits on the speed of solid-state devices. NJIT ECE-271 Dr. S. Levkov

33 Intrinsic Silicon Resistivity
Given drift current and mobility, we can calculate resistivity (Q is the charge density) : jndrift = Qnvn = (-qn)(- nE) = qn nE A/cm2 jpdrift = Qpvp = (+qp)(+ pE) = qp pE A/cm2 jTdrift = jn + jp = q(n n + p p)E = E This defines electrical conductivity:  = q(n n + p p) (cm)-1 Resistivity  is the reciprocal of conductivity:  = 1/ (cm) NJIT ECE-271 Dr. S. Levkov

34 Example: Calculate the resistivity of intrinsic silicon
Problem: Find the resistivity of intrinsic silicon at room temperature and classify it as an insulator, semiconductor, or conductor. Solution: Known Information and Given Data: The room temperature motilities. For intrinsic silicon, the electron and hole densities are both equal to ni. Unknowns: Resistivity  and classification. Assumptions: assume “room temperature” with ni = 1010/cm3. Analysis: Charge density of electrons is Qn = -qni and for holes is Qp = +qni. Thus:  = (1.60 x 10-10)[(1010)(1350) + (1010)(500)] (C)(cm-3)(cm2/Vs) = 2.96 x 10-6 (cm) >  = 1/ = 3.38 x 105 cm Recalling the classification in the beginning, intrinsic silicon is near the low end of the insulator resistivity range Conclusions: Resistivity has been found, and intrinsic silicon is a poor insulator.  = q(n n + p p) NJIT ECE-271 Dr. S. Levkov

35 Semiconductor Doping The interesting properties of semiconductors emerges when impurities are introduced. NJIT ECE-271 Dr. S. Levkov

36 Semiconductor Doping The interesting properties of semiconductors emerges when impurities are introduced. Doping is the process of adding very small well controlled amounts of impurities into a semiconductor. NJIT ECE-271 Dr. S. Levkov

37 Semiconductor Doping The interesting properties of semiconductors emerges when impurities are introduced. Doping is the process of adding very small well controlled amounts of impurities into a semiconductor. Doping enables the control of the resistivity and other properties over a wide range of values. NJIT ECE-271 Dr. S. Levkov

38 Semiconductor Doping The interesting properties of semiconductors emerges when impurities are introduced. Doping is the process of adding very small well controlled amounts of impurities into a semiconductor. Doping enables the control of the resistivity and other properties over a wide range of values. For silicon, impurities are from columns III and V of the periodic table. NJIT ECE-271 Dr. S. Levkov

39 Donor Impurities in Silicon
Phosphorous (or other column V element) atom replaces silicon atom in crystal lattice. Since phosphorous has five outer shell electrons, there is now an ‘extra’ electron in the structure. Material is still charge neutral, but very little energy is required to free the electron for conduction since it is not participating in a bond. NJIT ECE-271 Dr. S. Levkov

40 Donor Impurities in Silicon
Phosphorous (or other column V element) atom replaces silicon atom in crystal lattice. Since phosphorous has five outer shell electrons, there is now an ‘extra’ electron in the structure. Material is still charge neutral, but very little energy is required to free the electron for conduction since it is not participating in a bond. A silicon crystal doped by a pentavalent element (f. i. phosphorus). Each dopant atom donates a free electron and is thus called a donor. The doped semiconductor becomes n type. NJIT ECE-271 Dr. S. Levkov

41 Acceptor Impurities in Silicon
Boron (column III element) has been added to silicon. There is now an incomplete bond pair, creating a vacancy for an electron. Little energy is required to move a nearby electron into the vacancy. As the ‘hole’ propagates, charge is moved across the silicon. NJIT ECE-271 Dr. S. Levkov

42 Acceptor Impurities in Silicon
Boron (column III element) has been added to silicon. There is now an incomplete bond pair, creating a vacancy for an electron. Little energy is required to move a nearby electron into the vacancy. As the ‘hole’ propagates, charge is moved across the silicon. Vacancy A silicon crystal doped with a trivalent impurity (f.i. boron). Each dopant atom gives rise to a hole, and the semiconductor becomes p type. NJIT ECE-271 Dr. S. Levkov

43 Acceptor Impurities – Hole propagation
Hole is propagating through the silicon. NJIT ECE-271 Dr. S. Levkov

44 Acceptor Impurities – Hole propagation
Hole is propagating through the silicon. NJIT ECE-271 Dr. S. Levkov

45 Acceptor Impurities – Hole propagation
Hole is propagating through the silicon. NJIT ECE-271 Dr. S. Levkov

46 Acceptor Impurities – Hole propagation
Hole is propagating through the silicon. NJIT ECE-271 Dr. S. Levkov

47 Doped Silicon Carrier Concentrations (how to calculate)
In doped material, the electron and hole concentrations are no longer equal. NJIT ECE-271 Dr. S. Levkov

48 Doped Silicon Carrier Concentrations (how to calculate)
In doped material, the electron and hole concentrations are no longer equal. If n > p, the material is n-type. If p > n, the material is p-type. NJIT ECE-271 Dr. S. Levkov

49 Doped Silicon Carrier Concentrations (how to calculate)
In doped material, the electron and hole concentrations are no longer equal. If n > p, the material is n-type. If p > n, the material is p-type. The carrier with the largest concentration is the majority carrier, the smaller is the minority carrier. NJIT ECE-271 Dr. S. Levkov

50 Doped Silicon Carrier Concentrations (how to calculate)
In doped material, the electron and hole concentrations are no longer equal. If n > p, the material is n-type. If p > n, the material is p-type. The carrier with the largest concentration is the majority carrier, the smaller is the minority carrier. ND = donor impurity concentration NA = acceptor impurity concentration atoms/cm3 NJIT ECE-271 Dr. S. Levkov

51 Doped Silicon Carrier Concentrations (how to calculate)
In doped material, the electron and hole concentrations are no longer equal. If n > p, the material is n-type. If p > n, the material is p-type. The carrier with the largest concentration is the majority carrier, the smaller is the minority carrier. ND = donor impurity concentration NA = acceptor impurity concentration atoms/cm3 Charge neutrality requires q(ND + p - NA - n) = 0: positive charge: p (holes) + ND (ionized donors) negative charge: n (electrons) + ND (ionized acceptors) NJIT ECE-271 Dr. S. Levkov

52 Doped Silicon Carrier Concentrations (how to calculate)
In doped material, the electron and hole concentrations are no longer equal. If n > p, the material is n-type. If p > n, the material is p-type. The carrier with the largest concentration is the majority carrier, the smaller is the minority carrier. ND = donor impurity concentration NA = acceptor impurity concentration atoms/cm3 Charge neutrality requires q(ND + p - NA - n) = 0: positive charge: p (holes) + ND (ionized donors) negative charge: n (electrons) + ND (ionized acceptors) It can also be shown that pn = ni2, even for doped semiconductors in thermal equilibrium. NJIT ECE-271 Dr. S. Levkov

53 Doped Silicon Carrier Concentrations (how to calculate)
In doped material, the electron and hole concentrations are no longer equal. If n > p, the material is n-type. If p > n, the material is p-type. The carrier with the largest concentration is the majority carrier, the smaller is the minority carrier. ND = donor impurity concentration NA = acceptor impurity concentration atoms/cm3 Charge neutrality requires q(ND + p - NA - n) = 0: positive charge: p (holes) + ND (ionized donors) negative charge: n (electrons) + NA (ionized acceptors) It can also be shown that pn = ni2, even for doped semiconductors in thermal equilibrium. Explanation. The rate of e/h recombination is Cnp (kind of a number of possibilities of each electron to recombine with each hole). At the thermal equilibrium, rate of e/h recombination is equal to the rate of e/h pairs creation, thus np is the constant for certain temperature. Since creation recombination is the thermal process (depends on temperature, not doping), np should be the same as for intrinsic material, so np = ni pi = ni2. NJIT ECE-271 Dr. S. Levkov

54 n-type Material Substituting p = ni2/n into q(ND + p - NA - n) = 0 yields n2 - (ND - NA)n - ni2 = 0. NJIT ECE-271 Dr. S. Levkov

55 n-type Material Substituting p = ni2/n into q(ND + p - NA - n) = 0 yields n2 - (ND - NA)n - ni2 = 0. Solving for n NJIT ECE-271 Dr. S. Levkov

56 n-type Material Substituting p = ni2/n into q(ND + p - NA - n) = 0 yields n2 - (ND - NA)n - ni2 = 0. Solving for n For (ND - NA) >> 2ni, n  (ND - NA) . NJIT ECE-271 Dr. S. Levkov

57 p-type Material Similar to the approach used with n-type material we find the following equations: NJIT ECE-271 Dr. S. Levkov

58 p-type Material Similar to the approach used with n-type material we find the following equations: For (NA - ND) >> 2ni, p  (NA - ND) . NJIT ECE-271 Dr. S. Levkov

59 p-type Material Similar to the approach used with n-type material we find the following equations: For (NA - ND) >> 2ni, p  (NA - ND) . We find the majority carrier concentration from charge neutrality and find the minority carrier concentration from the thermal equilibrium relationship. NJIT ECE-271 Dr. S. Levkov

60 Practical Doping Levels
Majority carrier concentrations are established at manufacturing time and are independent of temperature (over practical temp. ranges). NJIT ECE-271 Dr. S. Levkov

61 Practical Doping Levels
Majority carrier concentrations are established at manufacturing time and are independent of temperature (over practical temp. ranges). However, minority carrier concentrations are proportional to ni2, a highly temperature dependent term. NJIT ECE-271 Dr. S. Levkov

62 Practical Doping Levels
Majority carrier concentrations are established at manufacturing time and are independent of temperature (over practical temp. ranges). However, minority carrier concentrations are proportional to ni2, a highly temperature dependent term. For practical doping levels (dopant concentration usually is quite larger then ni): n  (ND - NA) for n-type material p  (NA - ND) for p-type material. NJIT ECE-271 Dr. S. Levkov

63 Practical Doping Levels
Majority carrier concentrations are established at manufacturing time and are independent of temperature (over practical temp. ranges). However, minority carrier concentrations are proportional to ni2, a highly temperature dependent term. For practical doping levels: n  (ND - NA) for n-type material p  (NA - ND) for p-type material. Typical doping ranges are 1014/cm3 to 1021/cm3. Example here NJIT ECE-271 Dr. S. Levkov

64 Mobility and Resistivity in Doped Semiconductors
Impurities degrade mobility (different size disrupt the lattice, atoms ionized – electrons scatter ) – see on the left. However, doping vastly increases the density of majority carriers  dramatically decreases resistivity despite the lower mobility.  = qn (ND – NA) for n-type  = qp (NA – ND) for p-type Example here NJIT ECE-271 Dr. S. Levkov

65 Diffusion Current In practical semiconductors, it is quite useful to create carrier concentration gradients by varying the dopant concentration and/or the dopant type across a region of semiconductor. This gives rise to a diffusion current resulting from the natural tendency of carriers to move from high concentration regions to low concentration regions. Diffusion current is analogous to a gas moving across a room to evenly distribute itself across the volume. NJIT ECE-271 Dr. S. Levkov

66 Diffusion Current (cont.)
A bar of silicon (a) into which holes are injected, thus creating the hole concentration profile along the x axis, shown in (b). The holes diffuse in the positive direction of x and give rise to a hole-diffusion current in the same direction. If the electrons are injected and the electron-concentration profile shown is established in a bar of silicon, electrons diffuse in the x direction, giving rise to an electron-diffusion current in the negative -x direction. NJIT ECE-271 Dr. S. Levkov

67 Diffusion Current (cont.)
Carriers move toward regions of lower concentration, so diffusion current densities are proportional to the negative of the carrier gradient. Diffusion currents in the presence of a concentration gradient. Diffusion current density equations NJIT ECE-271 Dr. S. Levkov

68 Diffusion Current (cont.)
Dp and Dn are the hole and electron diffusivities with units cm2/s. Diffusivity and mobility are related by Einsteins’s relationship: The thermal voltage, VT = kT/q, is approximately 25 mV at room temperature. We will encounter VT many times throughout this course. NJIT ECE-271 Dr. S. Levkov

69 Total Current in a Semiconductor
Total current is the sum of drift and diffusion current: NJIT ECE-271 Dr. S. Levkov

70 Total Current in a Semiconductor
Total current is the sum of drift and diffusion current: Rewriting using Einstein’s relationship (Dp = nVT), In the following sections, we will use these equations, combined with Gauss’ law, (E)=Q, to calculate currents in a variety of semiconductor devices. Example here NJIT ECE-271 Dr. S. Levkov

71 Semiconductor Energy Band Model
Semiconductor energy band model. EC and EV are energy levels at the edge of the conduction and valence bands. NJIT ECE-271 Dr. S. Levkov

72 Semiconductor Energy Band Model
What happens as temperature increases? Semiconductor energy band model. EC and EV are energy levels at the edge of the conduction and valence bands. Electron participating in a covalent bond is in a lower energy state in the valence band. This diagram represents 0 K. NJIT ECE-271 Dr. S. Levkov

73 Semiconductor Energy Band Model
Thermal energy breaks covalent bonds and moves the electrons up into the conduction band. Semiconductor energy band model. EC and EV are energy levels at the edge of the conduction and valence bands. Electron participating in a covalent bond is in a lower energy state in the valence band. This diagram represents 0 K. NJIT ECE-271 Dr. S. Levkov

74 Energy Band Model for a Doped Semiconductor
Semiconductor with donor or n-type dopants. The donor atoms have free electrons with energy ED. Since ED is close to EC, (about eV for phosphorous), it is easy for electrons in an n-type material to move up into the conduction band. NJIT ECE-271 Dr. S. Levkov

75 Energy Band Model for a Doped Semiconductor
Semiconductor with donor or n-type dopants. The donor atoms have free electrons with energy ED. Since ED is close to EC, (about eV for phosphorous), it is easy for electrons in an n-type material to move up into the conduction band and create negative charge carriers. Semiconductor with acceptor or p-type dopants. The aaacceptor atoms have unfilled covalent bonds with energy state EA. Since EA is close to EV, (about eV for boron), it is easy for electrons in the valence band to move up into the acceptor sites and complete covalent bond pairs, and create holes – positive charge carriers. NJIT ECE-271 Dr. S. Levkov

76 Integrated Circuit Fabrication Overview
Top view of an integrated pn diode. NJIT ECE-271 Dr. S. Levkov

77 Integrated Circuit Fabrication (cont.)
(a) First mask exposure, (b) post-exposure and development of photoresist, (c) after SiO2 etch, and (d) after implantation/diffusion of acceptor dopant. NJIT ECE-271 Dr. S. Levkov

78 Integrated Circuit Fabrication (cont.)
(e) Exposure of contact opening mask, (f) after resist development and etching of contact openings, (g) exposure of metal mask, and (h) After etching of aluminum and resist removal. NJIT ECE-271 Dr. S. Levkov


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