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Title

Residential Area Modelling Using Cellular Automata with

Estimated Water Resources - A Case Study in Darkhan, Mongolia

-( 内容と審査の要旨(Summary) )

Author(s)

Mendbayar Otgonbayar

Report No.(Doctoral

Degree)

博士(農学) 甲第695号

Issue Date

2018-09-21

Type

博士論文

Version

ETD

URL

http://hdl.handle.net/20.500.12099/77261

※この資料の著作権は、各資料の著者・学協会・出版社等に帰属します。

(2)

㹙㸲㹛 Ặ   ྡ㸦ᮏ㸦ᅜ㸧⡠㸧 Mendbayar Otgonbayar㸦ࣔࣥࢦࣝᅜ㸧   Ꮫ ఩ ࡢ ✀ 㢮 ༤ኈ㸦㎰Ꮫ㸧   Ꮫ ఩ グ ␒ ྕ ㎰༤⏥➨㸴㸷㸳ྕ   Ꮫ ఩ ᤵ ୚ ᖺ ᭶ ᪥ ᖹᡂ㸱㸮ᖺ㸷᭶㸰㸯᪥   ◊ ✲ ⛉ ཬ ࡧ ᑓ ᨷ 㐃ྜ㎰Ꮫ◊✲⛉ ⏕≀⎔ቃ⛉Ꮫᑓᨷ   ◊✲ᣦᑟࢆཷࡅࡓ኱Ꮫ ᒱ㜧኱Ꮫ

  Ꮫ ఩ ㄽ ᩥ 㢟 ┠     Residential Area Modelling Using Cellular Automata with Estimated Water Resources - A Case Study in Darkhan, Mongolia - 㸦᥎ᐃࡋࡓỈ㈨※㔞ࢆᇶ࡟ࡋࡓ࣮࢜ࢺࢭ࣐ࣝࣛࢺࣥ࡟ࡼ ࡿᒃఫᆅᇦࡢࣔࢹࣝ໬̿ࣔࣥࢦࣝᅜࢲࣝࣁࣥᕷ࡟࠾ࡅ ࡿ஦౛◊✲̿㸧   ᑂ ᰝ ጤ ဨ ఍ ୺ᰝ ᒱ㜧኱Ꮫ ෸ᩍᤵ  ኱す ೺ኵ ๪ᰝ ᒱ㜧኱Ꮫ ᩍ ᤵ  ᖹᯇ  ◊ ๪ᰝ 㟼ᒸ኱Ꮫ ෸ᩍᤵ  ௒Ἠ ᩥᑑ ๪ᰝ ᒱ㜧኱Ꮫ ᩍ ᤵ  ༓ᐙ ṇ↷

ㄽ ᩥ ࡢ ෆ ᐜ ࡢ せ ᪨

ᮏ◊✲ࡣ㸪⤒῭Ⓨᒎࡀᛴ㏿࡟㐍ࡴࣔࣥࢦࣝᅜࢲࣝࣁࣥᕷࢆᑐ㇟࡟㸪Ỉ㈨※ࢆไ㝈せᅉ࡜ ࡍࡿCA ࢆ⏝࠸ࡓ㒔ᕷࣔࢹࣝࢆᵓ⠏ࡍࡿࡇ࡜ࢆ┠ᣦࡋࡓࡶࡢ࡛࠶ࡿ㸬 Ꮫ఩ㄽᩥࡣ6 ࡘࡢ❶࠿ࡽ࡞ࡾ㸪➨ 1 ❶࡛ࡣᗎㄽ࡜ࡋ࡚◊✲ࡢ⫼ᬒ㸪➨ 2 ❶࡛ࡣࢭࣝࣛ࢜ ࣮ࢺ࣐ࢺࣥ㸦௨㝆㸪CA ࡜グ㏙ࡍࡿ㸧ࡢヲ⣽࡜᪤ ࡢ◊✲⤂௓㸪➨ 3 ❶࡛ࡣᑐ㇟ᆅᇦ࡛࠶ ࡿࣔࣥࢦࣝᅜࢲࣝࣁࣥᕷ࡟㛵ࡍࡿᆅᇦ⤂௓㸪➨4 ❶࡛ࡣ CA ࢆ⏝࠸ࡓ㒔ᕷࣔࢹࣝࡢᴫせ࡜ ࣔࢹࣝࡢࣉࣛࢵࢺࣇ࢛࣮࣒ࡢ⤂௓㸪➨5 ❶࡛ࡣࢩࢫࢸ࣒ࢲ࢖ࢼ࣑ࢡࢫࢆ⤌ࡳ㎸ࢇࡔỈ㈨※ ࢆไ㝈せᅉ࡜ࡍࡿCA ࢆ⏝࠸ࡓᒃఫᆅᇦࡢᅵᆅ฼⏝ࣔࢹࣝࡢヲ⣽࡜ࢩࢼ࣮ࣜ࢜࣋ࢫࡢண  ⤖ᯝ㸪➨6 ❶࡛ࡣࡍ࡭࡚ࡢ◊✲ࡢࡲ࡜ࡵ࡜௒ᚋࡢ◊✲ᒎ㛤࡟ࡘ࠸࡚♧ࡋ࡚࠸ࡿ㸬 ࡇࡇᩘ༑ᖺ࡛ୡ⏺࡟࠾ࡅࡿ㒔ᕷࡣᣑ኱ࢆ⥆ࡅ࡚࠸ࡿ㸬≉࡟⤒῭ᡂ㛗ࡀ㢧ⴭ࡞࢔ࢪ࢔ᆅᇦ ࡟࠾ࡅࡿ㒔ᕷࡢⓎᒎࡣᴟࡵ࡚ᛴ㏿࡛࠶ࡿ㸬㒔ᕷࡢⓎᒎࡣ⤒῭άᛶ໬࡞࡝ࢆక࠸㸪୍⯡ⓗ࡟ ࡣዲࡲࡋ࠸ࡇ࡜࡜ࡉࢀࡿࡀ㸪୍᪉࡛㸪ᛴ㏿࡞Ⓨᒎࡣ஺㏻῰㸪㈨※ࡸ࢖ࣥࣇࣛࡢ୙㊊࡞࡝ ࡢㅖၥ㢟ࢆᘬࡁ㉳ࡇࡋ㸪㈇ࡢഃ㠃ࡶᑠࡉࡃࡣ࡞࠸㸬ࡑࡢࡓࡵ㸪ᵝࠎ࡞せᅉࢆ᳨ウࡋࡓୖ࡛㸪 㒔ᕷࢆ೺඲࡟Ⓨᒎࡉࡏࡿィ⏬సᡂࡀᴟࡵ࡚㔜せ࡜࡞ࡿ㸬㒔ᕷࡢᣑ኱ࡀᮏ㉁ⓗ࡟ᴟࡵ࡚ᑠࡉ ࡞ฟ᮶஦ࡢ㞟✚࡛Ⓨ⏕ࡍࡿ」㞧⣔࡟ᒓࡍࡿࡇ࡜࠿ࡽ㸪」㞧࡞ၥ㢟ࢆྲྀࡾᢅ࠺ࡢ࡟ඃࢀࡓᶵ ⬟ࢆ♧ࡍCA ࡀࡋࡤࡋࡤ⏝࠸ࡽࢀࡿ㸬ᮏ◊✲ࡣ㸪ࣔࣥࢦࣝ≉᭷ࡢᅵᆅ฼⏝ᙧែ࡜Ỉ㈨※㈿ Ꮡ㔞ࡢไ⣙ࢆ⤌ࡳ㎸ࢇࡔCA 㒔ᕷࣔࢹࣝࡢᵓ⠏ࢆヨࡳࡓࡶࡢ࡛࠶ࡿ㸬 ᮏ◊✲࡛ࡣ㸪ࢭࣝࡢ≧ែ࡜Ⓨ㐩ᗘ㸪࢖ࣥࣇࣛ࠿ࡽࡢ㊥㞳ࡢᙳ㡪࡜࠸࠺つ๎ࡢ⦆࿴࡟ຍ࠼

(3)

࡚㸪ࣟࢪࢫࢸ࢕ࢵࢡ㛵ᩘࡢᑟධ࡟ࡼࡿேཱྀࣔࢹࣝ㸪Ỉ㈨※࡜ேཱྀቑຍ࡜ࡢ┦஫స⏝ࢆ୚࠼ ࡿࢩࢫࢸ࣒ࢲ࢖ࢼ࣑ࢡࢫࣔࢹࣝ࡜࠸࠺እ㒊ࣔࢹࣝࡢᑟධ㸪ࡑࡋ࡚㸪࣎ࢵࢡࢫ࢝࢘ࣥࢺἲࢆ ⏝࠸ࡓࣇࣛࢡࢱࣝḟඖ࡟ࡼࡿ࢟ࣕࣜࣈ࣮ࣞࢩࣙࣥ࡟ࡼࡾ㸪ࡼࡾ⌧ᐇⓗ࡞ᆅᇦࣔࢹࣝ࡜ࡋ࡚ ࡢCA ࣔࢹࣝࡀᵓ⠏ࡉࢀ࡚࠸ࡿ࡜࠸࠼ࡿ㸬 ࢭࣝࡢ≧ែࡣ㸪ᅵᆅ฼⏝㸪Ⓨ㐩ᗘ㸪࣏ࢸࣥࢩࣕࣝ࡟ࡼࡗ࡚⟶⌮ࡉࢀ㸪ᆅ⌮᮲௳ࡸ࢖ࣥࣇ ࣛ࡞࡝࡟ࡼࡾ୍ᐃࡢไ㝈ࡶ࠿ࡅࡽࢀ࡚࠸ࡿ㸬࢖ࣥࣇࣛ࡞࡝ࡣእ㒊ࡢࣇ࢓ࢡࢱ࣮࡜ࡋ࡚୚࠼ ࡽࢀ㸪ཎ๎࡜ࡋ࡚࢚࣮ࢪ࢙ࣥࢺࢆ࣮࣋ࢫ࡜ࡋࡓⓎ㐩ᗘࢆࡶ࡜࡟㒔ᕷࡢᣑ኱ࢆ⾲⌧ࡋࡓࣔࢹ ࣝ࡜࡞ࡗ࡚࠸ࡿ㸬ᆅᇦᛶࢆ♧ࡋࡓᅵᆅ฼⏝࡜ࡋ࡚ࡣࢤࣝࡀᑟධࡉࢀ࡚࠸ࡿ㸬ࢤࣝࡣ㐟∾Ẹ ࡢࢸࣥࢺ≧ࡢఫᒃ࡛࠶ࡿࡀ㸪㏆ᖺࡣ㐟∾Ẹࡶ㒔ᕷ㑹እ࡟㞟ࡲࡾࡘࡘ࠶ࡾ㸪ᛶ㉁ࡀኚ໬ࡋࡘ ࡘ࠶ࡿࡇ࡜࡟╔┠ࡋ㸪㑄⛣࡜ᐃఫ࡟ࡘ࠸࡚ࡢつ๎ࢆᐃ⩏ࡋ࡚࠸ࡿⅬࡣ≉ᚩⓗ࡛࠶ࡿ㸬ࡲࡓ㸪 ᒃఫᆅࡢ㑄⛣࡟࢖ࣥࣇࣛࡸၟᴗᆅ࡞࡝ࡢᙳ㡪ࢆᐇドࢹ࣮ࢱ࡟ᇶ࡙ࡃ㊥㞳ῶ⾶ຠᯝ࡜ࡋ࡚ ⤌ࡳ㎸ࢇ࡛࠸ࡿࡇ࡜ࡀ☜ㄆ࡛ࡁࡿ㸬 ࢲࣝࣁࣥᕷࡣᅜ⟇࡟ࡼࡾᕤᴗ໬ࡀ㐍ࡵࡽࢀ࡚࠾ࡾ㸪ࢲࣝࣁࣥᕷእ㒊࠿ࡽࡢ⛣ධேཱྀࡀከ ࡃ㸪ᮏ᮶ࡢCA ࡢࡼ࠺࡟ෆ㒊ⓗ࡟ࡑࡢேཱྀቑຍࢆ᥎ᐃࡍࡿࡇ࡜ࡣᅔ㞴࡛࠶ࡿ㸬ࡇࡢࡇ࡜࠿ ࡽ㸪ࣔࢹ࡛ࣝࡣ㐣ཤࢹ࣮ࢱࢆᇶ࡟ࣟࢪࢫࢸ࢕ࢵࢡ㛵ᩘ࡛ேཱྀቑຍࢆ⾲⌧ࡍࡿ࡜࡜ࡶ࡟㸪஝ ⇱ᆅᖏ࡛࠶ࡿࢲࣝࣁࣥࡢ㒔ᕷᣑ኱ࡢไ㝈せᅉ࡜ࡋ࡚Ỉ㈨※㈿Ꮡ㔞ࢆ᝿ᐃࡋ㸪Ỉ※㈿Ꮡ㔞࡜ ேཱྀቑຍ࡜ࢆ㐃ືࡉࡏࡿࢩࢫࢸ࣒ࢲ࢖ࢼ࣑ࢡࢫࡢ௙⤌ࡳࢆᵓ⠏ࡋ࡚࠸ࡿ㸬࢟ࣕࣜࣈ࣮ࣞࢩ ࣙࣥ࡟ࡣ㸪࣎ࢵࢡࢫ࢝࢘ࣥࢺἲ࡟ࡼࡿࣇࣛࢡࢱࣝḟඖࡀ⏝࠸ࡽࢀ㸪㒔ᕷᙧ≧࡟ࡼࡾホ౯ࡍ ࡿࡶࡢ࡜ࡋ࡚࠸ࡿ㸬 ࢩ࣑࣮ࣗࣞࢩࣙࣥࡣࢩࢼ࣮ࣜ࢜࣋ࢫ࡛⾜ࢃࢀ㸪ࢩࢼࣜ࢜ 0㸸⌧≧ࡢ᮲௳ࡀ⥔ᣢࡉࢀࡿሙ ྜ㸪ࢩࢼࣜ࢜1㸸Ỉ㈨※ࡀᚎࠎ࡟୙㊊ࡋ࡚࠸ࡃሙྜ㸪ࢩࢼࣜ࢜ 2㸸Ỉ㈨※ࡀ୙㊊ࡋ࡚ࡁࡓ࡜ ࡁ࡟᪂つࡢỈ㈨※㛤Ⓨࡀ⾜ࢃࢀ࡚࠸ࡃሙྜࢆタᐃࡋࡓ㸬ࢩࢼࣜ࢜0 ࡛ࡣỈᾘ㈝ࡀẚ㍑ⓗᑡ ࡞࠸ࢤࣝࡀቑຍࡋ⥆ࡅࡿ୍᪉࡛㸪⏕ά⏝Ỉࡀከࡃ࡞ࡿ࢔ࣃ࣮ࢺࡣ୍ᐃ್࡟཰᮰ࡋ࡚࠸ࡃഴ ྥࢆ♧ࡋࡓ㸬ࢩࢼࣜ࢜1 ࡛ᙜึ 20 ᖺ㛫ࡣࢤࣝࡼࡾࡶࡴࡋࢁ࢔ࣃ࣮ࢺࡀቑຍࡋ࡚࠸ࡃࡀ㸪 Ỉ㈨※㔞ࡢపୗ࡜࡜ࡶ࡟ᚎࠎ࡟㒔ᕷ⮬యࡀ⾶㏥ࡋ࡚࠸ࡃ㸬ࢩࢼࣜ࢜2 ࡛ࡣࢤࣝࡢቑຍࡣࢩ ࢼࣜ࢜0 ࡜ࡼࡃఝࡓഴྥࢆ♧ࡍࡀ㸪Ỉ㈨※ࡢῶᑡ࡟క࠸࢔ࣃ࣮ࢺࡢቑຍࡣไ㝈ࡉࢀ࡚ࡃࡿ㸬 ࡓࡔࡋ㸪᪂つỈ㈨※ࡢ㛤Ⓨᚋࡣࢤࣝࡼࡾࡶ࢔ࣃ࣮ࢺࡢቑຍࡀⴭࡋࡃ࡞ࡿࡇ࡜ࡀ♧ࡉࢀࡓ㸬 ࢩ࣑࣮ࣗࣞࢩࣙࣥ⤖ᯝࡣ㒔ᕷᣑ኱ࡢྍ⬟ᛶࢆ♧ࡍ୍౛࡟㐣ࡂ࡞࠸ࡀ㸪Ỉ㈨※㔞ࡢኚ໬࡟ ࡼࡾࢤࣝ࡜࢔ࣃ࣮ࢺࡢᣑ኱࡟ᕪ␗ࡀ࠶ࡿࡇ࡜ࡀ♧ࡉࢀ࡚࠾ࡾ㸪௒ᚋࡢ㒔ᕷィ⏬ࢆ⪃࠼ࡿ㝿 ࡟ࡣỈ㈨※㔞ࡀ୍ࡘࡢ኱ࡁ࡞Ỵᐃせᅉ࡜࡞ࡿࡇ࡜ࡀ᫂ࡽ࠿࡜࡞ࡗ࡚࠸ࡿ㸬୍᪉࡛㸪እ㒊せ ᅉ࡟ࡼࡿேཱྀቑຍࡢእᤄࡸࢭࣝࢫࢣ࣮ࣝࡢ㑅ᢥ࡟࠾࠸࡚ࡶᨵၿࡢవᆅࡀ࠶ࡾ㸪ࡼࡾᐇ⏝ⓗ ࡞ࣔࢹࣝ࡜ࡍࡿࡓࡵ࡟ࡣ୍ᒙࡢᨵၿࡀᚲせ࡛࠶ࡿ࡜ࡢ⤖ㄽࢆᚓࡓ࡜ࡉࢀ࡚࠸ࡿ㸬 ௨ୖࡢ࡜࠾ࡾ㸪ᮏ◊✲ࡣᆅᇦᛶࢆ⪃៖ࡋࡓCA 㒔ᕷࣔࢹࣝࢆ㛤Ⓨࡋ㸪ࢲࣝࣁࣥᕷ࡟࠾ࡅ ࡿ㒔ᕷᣑ኱ࢆண᝿ࡋ࡚࠸ࡿ㸬ࣔࢹࣝࡣ㸪ࢤࣝ࡜࠸࠺ᅵᆅ฼⏝ᙧែࡸ㸪ࢩࢫࢸ࣒ࢲ࢖ࢼ࣑ࢡ ࢫ࡟ࡼࡿỈ㈨※㈿Ꮡ㔞࡟ࡼࡿேཱྀቑຍᢚไ㸪ࡉࡽ࡟ࡣእⓗせᅉࢆ⪃៖ࡋࡓேཱྀ⾲⌧ἲࢆᑟ ධࡍࡿࡇ࡜࡛㸪ᆅᇦᛶࢆ⪃៖ࡋࡓࡶࡢ࡜࡞ࡗ࡚࠸ࡿ㸬ࢩࢼ࣮ࣜ࢜࣋ࢫࡢィ⟬࡟ࡼࡾ㸪Ỉ㈨ ※㔞ࡀࢤࣝ࡜࢔ࣃ࣮ࢺࡢቑຍ࡟ᙉ࠸ᙳ㡪ࢆ♧ࡍࡇ࡜ࡀ♧၀ࡉࢀ㸪ࢲࣝࣁࣥᕷ࡟࠾࠸࡚ࡣỈ ㈨※㔞ࡀ㒔ᕷィ⏬ୖ㸪㔜せ࡞ᨭ㓄せᅉ࡜࡞ࡿࡇ࡜ࡀ᫂ࡽ࠿࡜࡞ࡗ࡚࠸ࡿ㸬ᮏ◊✲ᡭἲࡣ㸪 ࢲࣝࣁࣥᕷ࡟࠾ࡅࡿ㒔ᕷィ⏬ࢆ㐍ࡵࡿୖ࡛㸪᭷┈࡞ࢶ࣮ࣝ࡜࡞ࡾ࠺ࡿ࡜ࡢ⤖ㄽࢆᚓ࡚࠸ࡿ㸬 ᮏㄽᩥ࡛ᚓࡽࢀࡓ▱ぢࡣ㸪ィ2 ሗࡢᇶ♏ㄽᩥ࡟බ⾲ࡉࢀ࡚࠾ࡾ㸪ᆅᇦ࡟ᑐᛂࡋࡓࣔࢹࣝ

(4)

つ๎ࡢ⦆࿴࡜እ㒊ࣔࢹࣝࡢᑟධ࡟ࡼࡾࣔࣥࢦࣝᅜࢲࣝࣁࣥᕷࡢࡼ࠺࡟ẚ㍑ⓗᆅᇦᛶࡀᙉ ࠸㒔ᕷ࡟࠾࠸࡚ࡶ୍ᐃỈ‽ࡢ㒔ᕷᣑ኱ࡢண ࡀྍ⬟࡛࠶ࡿࡇ࡜ࢆ♧ࡋࡓࡶࡢ࡛࠶ࡾ㸪ᑗ᮶ ⓗ࡟㸪ᆅᇦᛶࡢᙉ࠸஝⇱ᆅᇦ࡟࠾ࡅࡿᆅᇦィ⏬㸪ᅵᆅ฼⏝ィ⏬㸪㒔ᕷィ⏬ࡢᵓ⠏࡟㈉⊩ࡋ ࠺ࡿࣔࢹࣝࡢ㛤Ⓨ࡜ࡋ࡚ホ౯࡛ࡁࡿ㸬

ᑂ ᰝ ⤖ ᯝ ࡢ せ ᪨

⏦ㄳ⪅ࡣࠊᮏ◊✲ࢆ㏻ࡋ࡚⤒῭Ⓨᒎࡀᛴ㏿࡟㐍ࡴࣔࣥࢦࣝᅜࢲࣝࣁࣥᕷࢆᑐ㇟࡟ࠊỈ㈨ ※ࢆไ㝈せᅉ࡜ࡍࡿࢭ࣭࣮ࣝ࢜ࢺ࣐ࢺࣥ㸦Cellular Automaton: CA㸧ࢆ⏝࠸ࡓ㒔ᕷࣔࢹࣝ ࢆᵓ⠏ࡋࠊᵓ⠏ࡋࡓࣔࢹࣝࢆ⏝࠸࡚ࢩࢼ࣮ࣜ࢜࣋ࢫࢩ࣑࣮ࣗࣞࢩࣙࣥ࡟ࡼࡾࠊᑗ᮶ࡢ㒔ᕷ Ⓨᒎࡢぢ㏻ࡋࢆ᳨ウࡋࡓࡶࡢ࡛࠶ࡿࠋ୺せ࡞▱ぢࡣࠊ(1) Ỉ㈨※ࡢไ⣙ࢆ⪃៖ࡋࡓ㒔ᕷⓎ 㐩ࢆ෌⌧ྍ⬟࡞ࣔࢹࣝᵓ⠏ࢆヨࡳࠊࣔࣥࢦࣝᅛ᭷ࡢᒃఫᙧᘧ࡛࠶ࡿࢤࣝࢆ⪃៖ࡋࡓࠊ㑄⛣ ࡜ᐃఫ࡟ࡘ࠸࡚ࡢつ๎ࢆᐃ⩏ࡍࡿࡇ࡜࡛ࠊ㒔ᕷⓎ㐩ࡢ෌⌧ᛶࢆᚓࡓⅬࠋ(2) ஝⇱ᆅᖏ࡛࠶ ࡿࢲࣝࣁࣥࡢ㒔ᕷᣑ኱ࡢไ㝈せᅉ࡜ࡋ࡚Ỉ㈨※㈿Ꮡ㔞ࢆ᝿ᐃࡋࠊỈ※㈿Ꮡ㔞࡜ேཱྀቑຍ࡜ ࢆ㐃ືࡉࡏࡿࢩࢫࢸ࣒ࢲ࢖ࢼ࣑ࢡࢫࡢ௙⤌ࡳࢆᵓ⠏ࡋࡓⅬࠊ(3) 」ᩘࡢࢩࢼࣜ࢜ࡢࡶ࡜ࠊ ௒ᚋࡢ㒔ᕷィ⏬ࢆ⪃࠼ࡿ㝿࡟ࡣỈ㈨※㔞ࡀ୍ࡘࡢ኱ࡁ࡞Ỵᐃせᅉ࡜࡞ࡿࡇ࡜ࢆ᫂ࡽ࠿࡟ ࡋࡓⅬ࡛࠶ࡿࠋࢩ࣑࣮ࣗࣞࢩࣙࣥ⤖ᯝࡣࠊ୍౛࡟㐣ࡂ࡞࠸ࡶࡢࡢࠊ௒ᚋࡢ㒔ᕷィ⏬ࢆ⪃࠼ ࡿ㝿࡟ࡣỈ㈨※㔞ࡀ୍ࡘࡢ኱ࡁ࡞Ỵᐃせᅉ࡜࡞ࡿࡇ࡜ࡀ᫂ࡽ࠿࡜࡞ࡗ࡚࠸ࡿⅬ࡟♫఍ⓗ ព⩏ࡀ࠶ࡿࡶࡢ࡜⪃࠼ࡽࢀࡿࠋ ᇶ♏࡜࡞ࡿᏛ⾡ㄽᩥ

1. Mendbayar Otgonbayar, Hiroki Saito, Badarifu, Ken Hiramatsu, Takeo Onishi and Masateru Senge: Residential area modelling using cellular automata with Estimated Water Resources – a case study in Darkhan, Mongolia -, Journal of Rainwater Catchment Systems, 23(2), pp.11-17, 2018

2. Mendbayar Otgonbayar, Badarifu, Tharangika Ranatunga, Takeo Onishi, Ken Hiramatsu: Cellular Automata Modelling Approach for Urban Growth㸪Review in Agricultural Science㸦Accepted㸧

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