“Allocation and Assignment of Radio-Spectrum Resources by using Price Mechanism: Proposals for a New System” WORKSHOP on Advanced Wireless Technologies:

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“Allocation and Assignment of Radio-Spectrum Resources by using Price Mechanism: Proposals for a New System” WORKSHOP on Advanced Wireless Technologies: Implications for Spectrum Management European Commission, DG Information Society, IST Program Brussels, 10/10/2003 Hajime ONIKI Osaka-Gakuin University, Japan

10/10/2003H. Oniki 2 Contents: I.Introduction and Background II.Present System of Spectrum Utilization III.Provision for Spectrum Commons as a Public Good IV.Re-allocation of Spectrum Bands with Compensation -----An Insurance-Compensation System with Proper Incentives V.Re-assignment of Spectrum Blocks Modified Lease Auction (MLA)

10/10/2003H. Oniki 3 Contents: VI.Gradual Transition to MLA VII.Conclusion

10/10/2003H. Oniki 4 I. Introduction and Background A. History of spectrum use: technological progress B. Administration of spectrum resources C. Emergence of spectrum shortage

10/10/2003H. Oniki 5 A. History of spectrum use: technological progress 1. Early 20-th century used for maritime navigation navy operations ’s voice-radio broadcasting ’s military use, radars

10/10/2003H. Oniki ’s television broadcasting, FM radio ’s ~ present many applications including mobile telephony, wireless Internet, etc. A. History of spectrum use: technological progress

10/10/2003H. Oniki 7 B. Administration of spectrum resources 1. Command and control by country government (“socialist system”) a. introduction of new technology to expand the frontier of spectrum use b.assignment of new spectrum blocks to users with zero usage price c.prevention of interferences

10/10/2003H. Oniki 8 B. Administration of spectrum resources 2. Allocation and assignment of spectrum a. spectrum allocation by international organizations (ITU, EC) country government b. spectrum assignment (licensing) by country government zero price to users

10/10/2003H. Oniki 9 C. Emergence of spectrum shortage 1. End of spectrum-frontier expansion no more spectrum band of “good quality” upper limit: 3-5 GHz

10/10/2003H. Oniki 10 C. Emergence of spectrum shortage 2. Attempts to use price mechanism in assigning spectrum blocks a. new licensing on auctions (US: 1993 ~, EU: 2000 for G3, etc.) b. spectrum usage fees

10/10/2003H. Oniki 11 C. Emergence of spectrum shortage 2. Attempts to use price mechanism in assigning spectrum blocks c.problems: spectrum “bubbles” (high price) spectrum may become a private property spectrum fees may be only nominal

10/10/2003H. Oniki 12 C. Emergence of spectrum shortage 3. Attempts to re-allocate/re-assign spectrum bands a.international negotiations b.re-allocation by country government Japan (2003 ~ for wireless LAN) by command and control

10/10/2003H. Oniki 13 C. Emergence of spectrum shortage 3. Attempts to re-allocate/re-assign spectrum bands c. problems: slow and costly negotiations creates risk and uncertainty to incumbents generates regulatory complexities extreme inefficiencies continue to remain

10/10/2003H. Oniki Emergence of new technologies a. possibility of “spectrum commons” spread spectrum, underlay, UWB, software radio C. Emergence of spectrum shortage

10/10/2003H. Oniki Emergence of new technologies b.observation: significant increase in spectrum capacity new technologies are created for using “unlicensed bands” proposals of open use to replace licensing (“commons” campaign) C. Emergence of spectrum shortage

10/10/2003H. Oniki 16 II. Present System of Spectrum Utilization A. Spectrum as an economic resource B. Allocation of spectrum bands (ALLOC) C. Assignment of spectrum blocks (ASSGN) D. The challenge in the age of spectrum shortage

10/10/2003H. Oniki 17 A. Spectrum as an economic resource 1. One of space resources a. physical spaces: land, water surface, aviation space, satellite orbits, etc. b. electromagnetic spaces: radio spectrum, optical spectrum.

10/10/2003H. Oniki 18 A. Spectrum as an economic resource 2. Non-reproducible natural resource a. does not deplete (unlike mineral, oil deposits) b. does not depreciate (unlike machines, equipment)

10/10/2003H. Oniki 19 A. Spectrum as an economic resource 3. Physical capacity limit boundary and size 4. Technology and capital for using spectrum a. technological progress leads to capacity increase b. substitution between capital and spectrum size

10/10/2003H. Oniki 20 A. Spectrum as an economic resource 5. Modes of utilization a. Exclusive use b. Club use c. Commons use

10/10/2003H. Oniki 21 A. Spectrum as an economic resource 6. Positive externalities scale economy 7. Negative externalities interferences, congestions 8. Illustration

10/10/2003H. Oniki 22 B. Allocation of spectrum bands (ALLOC) 1. Outline a. zoning of spectrum b. two-level system: country and international c. no price mechanism is used command and control direct negotiations

10/10/2003H. Oniki 23 B. Allocation of spectrum bands (ALLOC) 2. Items to be specified a. objective b. priority c. usage mode exclusive, club, commons (unlicensed, open use) d. technical items

10/10/2003H. Oniki 24 B. Allocation of spectrum bands (ALLOC) 3. Two-level specification a. international level negotiations in ITU, EC b. country level command and control (beauty contest)

10/10/2003H. Oniki 25 B. Allocation of spectrum bands (ALLOC) 4. Re-allocation a. by international negotiations b. with insurance-compensation system* (IV)

10/10/2003H. Oniki 26 B. Allocation of spectrum bands (ALLOC) 5. Problems-----difficulties in re-allocation a. international negotiations are difficult b. negotiation with incumbents are difficult 6. Illustration

10/10/2003H. Oniki 27 C. Assignment of spectrum blocks (ASSGN) 1. Outline a. specification of actual user(s) of spectrum blocks licensing b. executed by country government

10/10/2003H. Oniki 28 C. Assignment of spectrum blocks (ASSGN) 2. Items to be specified to users a. spectrum blocks b. duration of license c. priority, time of use d. emission power, technical items

10/10/2003H. Oniki 29 C. Assignment of spectrum blocks (ASSGN) 3. Exclusive use----alternative systems for ASSGN a. Traditional system assignment by country government comparative hearings (beauty contest) lotteries zero or nominal rent automatic (or likely) renewal of license at expiration

10/10/2003H. Oniki 30 C. Assignment of spectrum blocks (ASSGN) 3. Exclusive use----alternative systems for ASSGN b. Private-property (or semi-private property) system assignment with auction competitive price paid in one installment automatic (or likely) renewal

10/10/2003H. Oniki 31 C. Assignment of spectrum blocks (ASSGN) 3. Exclusive use----alternative systems for ASSGN c. Competitive lease system *(V.) assignment by country government with auction on lease price competitive lease price paid re-assignment with auction at expiration no automatic renewal modifications in favor of incumbents

10/10/2003H. Oniki 32 C. Assignment of spectrum blocks (ASSGN) 4. Club use a. Traditional system licensing by country government unlimited entry zero or nominal rent automatic renewal examples: amateur wireless, navigation, aviation b. privatized club use *(III.)

10/10/2003H. Oniki 33 C. Assignment of spectrum blocks (ASSGN) 5. Commons-----open use a. traditional system no licensing power limit b. commons as a public good *(III.)

10/10/2003H. Oniki 34 C. Assignment of spectrum blocks (ASSGN) 6. Problems a. Exclusive use under traditional system low-efficiency uses continue to remain new entry is difficult competition is precluded no incentive to save spectrum low incentive for technological progress

10/10/2003H. Oniki 35 C. Assignment of spectrum blocks (ASSGN) 6. Problems b. Exclusive use under private-property system “spectrum hold-up” may occur

10/10/2003H. Oniki 36 C. Assignment of spectrum blocks (ASSGN) 6. Problems c. Club use under traditional system congestion may occur re-assignment (re-allocation) is difficult because of the involvement by many users

10/10/2003H. Oniki 37 C. Assignment of spectrum blocks (ASSGN) 6. Problems d. Commons under traditional system re-assignment (re-allocation) is difficult because of the involvement by many users 7. Illustration

10/10/2003H. Oniki 38 D. The challenge in the age of spectrum shortage 1. Present state incumbent users with vested interests free and continuing use 2. Need for re-allocation emergence of new objectives for spectrum use

10/10/2003H. Oniki 39 D. The challenge in the age of spectrum shortage 3.Need for re-assignment new users, new business 4.Need for accommodating new technologies for spectrum sharing 5.The challenge gradual but steady improvement

10/10/2003H. Oniki 40 III. Provision for Spectrum Commons as a Public Good ( A Proposal) A. Outline B. Proposals *

10/10/2003H. Oniki 41 A. Outline 1. Technology for spectrum sharing a. to increase efficiency and flexibility by sharing a spectrum block with many users b. new technology SS, CDMA, underlay, UWB

10/10/2003H. Oniki 42 A. Outline 1. Technology for spectrum sharing c. old technology amateur wireless, navigation use, aviation use d. commons for using land space public parks, street roads, town commons

10/10/2003H. Oniki 43 A. Outline 2. Outcome from using commons: a. depends on demand (number of users) and supply (capacity of spectrum block) b. efficient use with ample capacity c. congestion with capacity shortage d. outcome may change in the long run from free use to congestion

10/10/2003H. Oniki 44 A. Outline 3. Observation a. spectrum sharing under direct governmental control (Mode-G) commons: ISM clubs: navigation and aviation, outdoor wireless-LAN

10/10/2003H. Oniki 45 A. Outline 3. Observation b. Spectrum sharing under private licensee’s control (Mode-L) commons: free broadcast to viewers clubs: mobile telephony, pay-per-view broadcast

10/10/2003H. Oniki 46 A. Outline 3. Observation c. mode-G commons may lead to congestion and inefficient use, but re-allocation is difficult need for creating a system with easy re-allocation

10/10/2003H. Oniki 47 B. Proposals* 1. Preference of Mode-L to Mode-G for spectrum sharing a. strong incentives for efficient use b. convenience for re-allocation and re-assignment

10/10/2003H. Oniki Mode-L spectrum sharing a. assign spectrum blocks exclusively to private licensees b. let the licensees supply spectrum blocks to end users in club or commons c. examples outdoor wireless LAN B. Proposals*

10/10/2003H. Oniki 49 B. Proposals* 3. Mode-G spectrum sharing (spectrum as a public good) a. establish a public agent to administer Mode-G spectrum clubs or commons to avoid formation of unlimited rights of using spectrum

10/10/2003H. Oniki 50 B. Proposals* 3. Mode-G spectrum sharing (spectrum as a public good) b. let the public agent supply spectrum blocks to end users in clubs or commons the cost for the agent to secure the blocks may be paid from government budget (along with paying for other public goods) (V.)

10/10/2003H. Oniki 51 B. Proposals* 3. Mode-G spectrum sharing (spectrum as a public good) b. let the public agent supply spectrum blocks to end users in clubs or commons the agent administers insurance- compensation for re-allocation* (IV.) Mode-G commons become a public good

10/10/2003H. Oniki 52 B. Proposals* 3.Mode-G spectrum sharing (spectrum as a public good) c. examples (over direct termination of license): ISM, indoor wireless LAN d. advantages: reveal the opportunity cost of spectrum bands/blocks supplied as a public good create a representative of users’ interests re-allocation, re-assignment will be easier

10/10/2003H. Oniki 53 B. Proposals* 3. Mode-G spectrum sharing (spectrum as a public good) e. observation on Mode-G commons would be the same as present-day unlicensed blocks if operated under government command and control would become a free good if spectrum capacity exceeds demand because of technological progress but otherwise would turn to a public goods

10/10/2003H. Oniki 54 B. Proposals* 4. Illustration

10/10/2003H. Oniki 55 IV. Re-allocation of Spectrum Bands with Compensation An Insurance-Compensation System with Proper Incentives A. Outline B.Insurance-compensation system for re- allocation within a country* (a proposal) C.International insurance-compensation system for spectrum re-allocation* (a proposal)

10/10/2003H. Oniki 56 A. Outline 1. Re-allocation of spectrum bands a. need arises from technological progress and changes in demand b. shortage of spectrum bands to meet new demand c. shortage is a global (frequency-wise) problem over all spectrum bands

10/10/2003H. Oniki 57 A. Outline 1. Re-allocation of spectrum bands d. re-allocation is to be made locally with a single band e. a band to be re-allocated is a “sacrifice” for the benefit of other users f. need for compensation to outgoing users at re-allocation, the cost should be paid by all users

10/10/2003H. Oniki 58 A. Outline 2. Compensation a. acceptable compensation the least amount of money for which a spectrum user to accept termination of using a block; the user moves from current activity X to new activity Y accordingly.

10/10/2003H. Oniki 59 A. Outline 2. Compensation b. determination: (acceptable compensation) = (present value of activity X) - (present value of activity Y) + Q Q = once-and-for-all cost of moving from X to Y

10/10/2003H. Oniki 60 A. Outline 2. Compensation c. compensation would be needed regardless of the system of assignment: command and control, property system, competitive lease, Mode-L or Mode-G commons / clubs.

10/10/2003H. Oniki 61 A. Outline 2. Compensation d. compensation in kind under command and control: part of compensation is made in the form of providing spectrum at some band: acceptable compensation need to be declared for each specification of compensation in kind. example: X = 1MHz in the 2GHz band Y = 2MGz in the 15GHz band

10/10/2003H. Oniki 62 B. Insurance-compensation system for re-allocation within a country (a proposal) 1.Acceptable compensation and premium a. acceptable compensation to be declared by each spectrum user

10/10/2003H. Oniki 63 B. Insurance-compensation system for re-allocation within a country (a proposal) 1. Acceptable compensation and premium b. annual compensation premium to be paid by each spectrum user annually to spectrum manager (country government) = (declared acceptable compensation) times (premium rate)

10/10/2003H. Oniki 64 B. Insurance-compensation system for re-allocation within a country (a proposal) 2. Premium rate and government budget a. premium rate to be determined by spectrum manager so that the total annual income from the compensation premiums be equal to the total annual compensations paid for the re-allocation in the year.

10/10/2003H. Oniki 65 B. Insurance-compensation system for re-allocation within a country (a proposal) 2. Premium rate and government budget b. implications actuarially fair insurance balanced budget for spectrum re-allocation

10/10/2003H. Oniki 66 B. Insurance-compensation system for re-allocation within a country (a proposal) 3. Determination of spectrum bands to be re- allocated a. indicator of efficiency increase from re-allocating a band: = (B - C) / A, where A = (present value of using the band under old objective) B = (present value of using the band under new objective) C = (amount of compensation for the re-allocation)

10/10/2003H. Oniki 67 B. Insurance-compensation system for re-allocation within a country (a proposal) 3. Determination of spectrum bands to be re- allocated b. maximum efficiency indicator the band with the highest efficiency indicator (which exceeds 1) is to be chosen for re-allocation an incentive for honest declaration of acceptable compensation by users

10/10/2003H. Oniki 68 4.Determination of data A and B for re-allocation a. under command and control country government needs to estimate both A and B B. Insurance-compensation system for re-allocation within a country (a proposal)

10/10/2003H. Oniki 69 4.Determination of data A and B for re-allocation b. under property system A and B may be obtained from appropriate market transactions if such take place, otherwise country government needs to estimate them. B. Insurance-compensation system for re-allocation within a country (a proposal)

10/10/2003H. Oniki 70 4.Determination of data A and B for re-allocation c. under competitive lease A can be calculated from current lease price, B can be calculated if there is a block being used for the new objective, otherwise it need to be estimated. B. Insurance-compensation system for re-allocation within a country (a proposal)

10/10/2003H. Oniki Illustration B. Insurance-compensation system for re-allocation within a country (a proposal)

10/10/2003H. Oniki 72 C. International insurance-compensation system for spectrum re-allocation (a proposal) 1.Group of country governments for international insurance-compensation system (GIIC) a. to be formed voluntarily by country governments b. objectives: to administer international insurance- compensation for re-allocation to reveal information of the supply price of spectrum bands via compensation

10/10/2003H. Oniki 73 C. International insurance-compensation system for spectrum re-allocation (a proposal) 2. Acceptable compensation and premium a. to be declared by each member country for each band b. annual compensation premium to be paid by each member country annually to GIIC = (declared acceptable compensation) times (premium rate).

10/10/2003H. Oniki 74 C. International insurance-compensation system for spectrum re-allocation (a proposal) 3. Premium rate and determination/recommendation of spectrum bands to be re-allocated internationally a. premium rate to be determined by GIIC so as to balance its annual budget b. indicator of efficiency increase from re-allocating a band internationally (same as in V.B.3.a)

10/10/2003H. Oniki 75 C. International insurance-compensation system for spectrum re-allocation (a proposal) 3. Premium rate and determination/recommendation of spectrum bands to be re-allocated internationally c. maximum efficiency increase the band with the highest efficiency indicator (which exceeds 1) is to be chosen for re-allocation

10/10/2003H. Oniki 76 C. International insurance-compensation system for spectrum re-allocation (a proposal) 3. Premium rate and determination/recommendation of spectrum bands to be re-allocated internationally d. GIIC executes or recommends (to ITU, EC) the choice of the band (in c. above) pays compensation to each member country according to re-allocation agreement made in ITU, EU.

10/10/2003H. Oniki 77 C. International insurance-compensation system for spectrum re-allocation (a proposal) 4. Behavior of a member country of GIIC a. member country with a domestic insurance-compensation system operates with two accounts:

10/10/2003H. Oniki 78 C. International insurance-compensation system for spectrum re-allocation (a proposal) 4. Behavior of a member country of GIIC with GIIC system: represents GIIC to domestic users as a (neutral) intermediary domestic users deal in effect directly with GIIC decreases incentive for dishonest declaration of acceptable compensation by users

10/10/2003H. Oniki 79 C. International insurance-compensation system for spectrum re-allocation (a proposal) 4. Behavior of a member country of GIIC with domestic insurance-compensation system for domestic re-allocations: users pay annual premium both to GIIC and domestic government domestic budget will be balanced

10/10/2003H. Oniki 80 C. International insurance-compensation system for spectrum re-allocation (a proposal) 4.Behavior of a member country of GIIC b. member country without a domestic insurance-compensation system needs to estimate acceptable compensation for each band budget from paying premiums and receiving compensations need not balance

10/10/2003H. Oniki 81 C. International insurance-compensation system for spectrum re-allocation (a proposal) 5. Illustration

10/10/2003H. Oniki 82 V. Re-assignment of Spectrum Blocks Modified Lease Auction (MLA) A. ASSGN by means of (simple) lease auction (LA) B. Accommodation of various usage modes within the system of LA

10/10/2003H. Oniki 83 C. Disadvantages of LA D. Protecting incumbents against ROD to an appropriate degree E. Further consideration of ROD F. Remarks V. Re-assignment of Spectrum Blocks Modified Lease Auction (MLA)

10/10/2003H. Oniki 84 A. ASSGN by means of (simple) lease auction (LA) 1. Spectrum resources owned by government and leased to spectrum users (managers), private or public, by auction; lease to be applied to all users including government users no exception give incentive to save spectrum use

10/10/2003H. Oniki 85 A. ASSGN by means of (simple) lease auction (LA) 2. Auction for each spectrum block --- frequency range, geographical area, time, priority 3. Resale of licenses permitted within ALLOC and AGGGN specifications

10/10/2003H. Oniki 86 B. Accommodation of various usage modes within the system of LA 1. Exclusive use: winner of auction become the user 2. Club use: winner of auction represent the share users

10/10/2003H. Oniki Commons use: a. type-1 ("unlicensed” use) winner of auction of primary exclusive right become the manager of the union of, e.g., suppliers of devices using the spectrum; union membership should be open and members pay the lease prices B. Accommodation of various usage modes within the system of LA

10/10/2003H. Oniki 88 B. Accommodation of various usage modes within the system of LA 3. Commons use: b. type-2 ("overlay” including UWB) winner of auction of secondary right become the manager of the union of suppliers of devices, etc.

10/10/2003H. Oniki Government may support commons use government agent may bid and win auction; the lease price is paid by government; an upper limit of lease price is specified prior to auction B. Accommodation of various usage modes within the system of LA

10/10/2003H. Oniki 90 C. Disadvantages of LA 1. Risk of lease discontinuation (ROD) to spectrum users arising from newcomers outbidding incumbents 2. Cost of administering auctions

10/10/2003H. Oniki 91 D. Protecting incumbents against ROD to an appropriate degree 1. Against ROD : a. discount of lease price to incumbents b. auction to be held years before the beginning of license period

10/10/2003H. Oniki 92 D. Protecting incumbents against ROD to an appropriate degree 1. Against ROD : c. use of “pre-auction” (winners obtain discount) d. creation of futures and options markets for leasing spectrum

10/10/2003H. Oniki 93 E. Further consideration of ROD 1. Economic meaning of ROD a. the other side of economic growth b. a price of having flexibility in spectrum use c. no ROD in stationary (stagnant) economy

10/10/2003H. Oniki 94 E. Further consideration of ROD 2. The degree of ROD a. determines the balance between the security to incumbents and the chance of entry by newcomers b. optimum to be found by trials and errors

10/10/2003H. Oniki 95 E. Further consideration of ROD 2. The degree of ROD c. zero: allocation by central planning (assignment by government with automatic renewals) low: auction on the right to use spectrum permanently medium: MLA high: LA

10/10/2003H. Oniki 96 E. Further consideration of ROD 3. Illustration

10/10/2003H. Oniki 97 F. Remarks 1. Why not perpetuity (property ownership system) ? a. presence of externalities (scale economies) in the use of spectrum b. Coase's theorem does not work because of uncertainty and bargaining time/cost (for Nash equilibrium with different information sets)

10/10/2003H. Oniki 98 F. Remarks 2. Why not LA? (why are the modifications needed?) a. with incomplete and costly information, prevalence of ROD may not be optimal. b. positive economics for determining "optimal degree of protection against ROD"? --- a subject for future research.

10/10/2003H. Oniki 99 VI. Gradual Transition to MLA A. Overview B. Transition C. Income Compensation D. Forecast

10/10/2003H. Oniki 100 A. Overview 1. Need for gradual and informed transition a. cost of transition arising from the presence of capital stock and human skills fitted to the old system b. information about the overall transition process is needed for the formation of transition plan by spectrum users

10/10/2003H. Oniki 101 A. Overview 2. policies for transition a. formation of "benchmark lease price (BLP), a proxy of market price" b. gradual increase in usage fees from the current level (=0) to the market price (=BLP) c. provisions for income compensation

10/10/2003H. Oniki 102 B. Transition 1. Preparation period (M years) a. MLA to be applied to new assignments zero usage fees to incumbents b. BLP: to be set at auction prices if available, else to be calculated by interpolation-periodic revisions

10/10/2003H. Oniki 103 B. Transition 2. Execution period (N years) a. MLA to new assignments b. partial lease price (PLP), equal to ((n/N)* BLP), to be paid by incumbents in n-th year (n=1,2,...,N); no ROD to incumbents

10/10/2003H. Oniki 104 B. Transition 3. Completion of transition process a. traversing smoothly to full-scale MLA b. all licenses to be issued under MLA with payment of full lease price (FLP) thereafter c. resale of licenses permitted 4. Illustration

10/10/2003H. Oniki 105 C. Income Compensation 1. Overview a. (possible) compensation to incumbents for the payment of PLP and FLP b. complete separation of spectrum usage and income distribution

10/10/2003H. Oniki 106 C. Income Compensation 2. Determination of compensation a. compensation period : t=1,2, ‥,T;no compensation for t > T b. base amount of payment (BAP): the value of the spectrum held at t=0 evaluated in terms of current PLP or FLP, whichever applied.

10/10/2003H. Oniki 107 C. Income Compensation c. the degree of compensation for period t, d(t); 0 ≦ d(t) ≦ 1 for 0 ≦ t ≦ T; d(t) = 0 for t > T. d. linear sunset: d(t)=(T- t)/T for 0 ≦ t ≦ T; d(t) = 0 for t > T.

10/10/2003H. Oniki 108 C. Income Compensation 3. Policies for compensation: a. government determines g for each user category near-full compensation: military and security users (g=1) partial compensation : government users, public utilities, public transportation operators, welfare agents, etc. (g=0.5) no compensation : profit-seeking entities, individual users (g=0)

10/10/2003H. Oniki 109 C. Income Compensation 3. Policies for compensation: b. actual amount of compensation in period t : AAC(t) AAC(t) = g*d(t)*BAP(t), 0 ≦ AAC(t) ≦ BAP(t), t = 1,2,…,T.

10/10/2003H. Oniki 110 C. Income Compensation 4. Neutrality choice of a degree of compensation d(t) does not affect the incentive to save and release spectrum by incumbents

10/10/2003H. Oniki 111 D. Forecast 1. increase in lease price in the preparation period because of unbalanced usages still remaining 2. gradual decrease in the execution period and afterward because of “leveled” usage 3. lease price will approach to zero in the long run (?) depends technology and demand in the future

10/10/2003H. Oniki 112 VII. Conclusion Illustraion