diff --git a/build.gradle b/build.gradle
index 7546b58a..be11e839 100644
--- a/build.gradle
+++ b/build.gradle
@@ -29,6 +29,7 @@ repositories {
 dependencies {
   implementation 'org.springframework.boot:spring-boot-starter-data-jpa'
   implementation 'org.springframework.boot:spring-boot-starter-web'
+  implementation 'org.springframework.boot:spring-boot-starter-webflux'
   compileOnly 'org.projectlombok:lombok'
   runtimeOnly 'org.postgresql:postgresql'
   annotationProcessor 'org.projectlombok:lombok'
diff --git a/src/main/java/com/kamco/cd/kamcoback/common/utils/FIleChecker.java b/src/main/java/com/kamco/cd/kamcoback/common/utils/FIleChecker.java
index feb6c224..fbe82c07 100644
--- a/src/main/java/com/kamco/cd/kamcoback/common/utils/FIleChecker.java
+++ b/src/main/java/com/kamco/cd/kamcoback/common/utils/FIleChecker.java
@@ -27,14 +27,14 @@ import java.util.Set;
 import java.util.function.Predicate;
 import java.util.stream.Collectors;
 import java.util.stream.Stream;
+import java.util.zip.ZipEntry;
+import java.util.zip.ZipInputStream;
 import lombok.Getter;
 import org.apache.commons.io.FilenameUtils;
 import org.geotools.coverage.grid.GridCoverage2D;
 import org.geotools.gce.geotiff.GeoTiffReader;
 import org.springframework.util.FileSystemUtils;
 import org.springframework.web.multipart.MultipartFile;
-import java.util.zip.ZipEntry;
-import java.util.zip.ZipInputStream;
 
 public class FIleChecker {
 
@@ -521,14 +521,13 @@ public class FIleChecker {
     return true;
   }
 
-
-  public static void unzip(String fileName, String destDirectory ) throws IOException {
+  public static void unzip(String fileName, String destDirectory) throws IOException {
     File destDir = new File(destDirectory);
     if (!destDir.exists()) {
       destDir.mkdirs(); // 대상 폴더가 없으면 생성
     }
 
-    String zipFilePath = destDirectory+"/"+fileName;
+    String zipFilePath = destDirectory + "/" + fileName;
 
     try (ZipInputStream zis = new ZipInputStream(new FileInputStream(zipFilePath))) {
       ZipEntry zipEntry = zis.getNextEntry();
@@ -564,7 +563,6 @@ public class FIleChecker {
     }
   }
 
-
   public static File newFile(File destinationDir, ZipEntry zipEntry) throws IOException {
     File destFile = new File(destinationDir, zipEntry.getName());
 
@@ -578,8 +576,6 @@ public class FIleChecker {
     return destFile;
   }
 
-
-
   public static boolean checkExtensions(String fileName, String ext) {
     if (fileName == null) return false;
 
diff --git a/src/main/java/com/kamco/cd/kamcoback/config/WebClientConfig.java b/src/main/java/com/kamco/cd/kamcoback/config/WebClientConfig.java
new file mode 100644
index 00000000..3270a4ec
--- /dev/null
+++ b/src/main/java/com/kamco/cd/kamcoback/config/WebClientConfig.java
@@ -0,0 +1,24 @@
+package com.kamco.cd.kamcoback.config;
+
+import io.netty.channel.ChannelOption;
+import java.time.Duration;
+import org.springframework.context.annotation.Bean;
+import org.springframework.context.annotation.Configuration;
+import org.springframework.http.client.reactive.ReactorClientHttpConnector;
+import org.springframework.web.reactive.function.client.WebClient;
+import reactor.netty.http.client.HttpClient;
+
+@Configuration
+public class WebClientConfig {
+
+  @Bean
+  public WebClient webClient() {
+
+    HttpClient httpClient =
+        HttpClient.create()
+            .option(ChannelOption.CONNECT_TIMEOUT_MILLIS, 3000)
+            .responseTimeout(Duration.ofSeconds(5));
+
+    return WebClient.builder().clientConnector(new ReactorClientHttpConnector(httpClient)).build();
+  }
+}
diff --git a/src/main/java/com/kamco/cd/kamcoback/inference/InferenceResultApiController.java b/src/main/java/com/kamco/cd/kamcoback/inference/InferenceResultApiController.java
index a1ae6ac5..5215dc2e 100644
--- a/src/main/java/com/kamco/cd/kamcoback/inference/InferenceResultApiController.java
+++ b/src/main/java/com/kamco/cd/kamcoback/inference/InferenceResultApiController.java
@@ -4,8 +4,10 @@ import com.kamco.cd.kamcoback.config.api.ApiResponseDto;
 import com.kamco.cd.kamcoback.inference.dto.InferenceResultDto;
 import com.kamco.cd.kamcoback.inference.dto.InferenceResultDto.ResultList;
 import com.kamco.cd.kamcoback.inference.service.InferenceResultService;
+import com.kamco.cd.kamcoback.mapsheet.service.MapSheetMngService;
 import io.swagger.v3.oas.annotations.Operation;
 import io.swagger.v3.oas.annotations.Parameter;
+import io.swagger.v3.oas.annotations.media.ArraySchema;
 import io.swagger.v3.oas.annotations.media.Content;
 import io.swagger.v3.oas.annotations.media.Schema;
 import io.swagger.v3.oas.annotations.responses.ApiResponse;
@@ -13,6 +15,7 @@ import io.swagger.v3.oas.annotations.responses.ApiResponses;
 import io.swagger.v3.oas.annotations.tags.Tag;
 import jakarta.validation.Valid;
 import java.time.LocalDate;
+import java.util.List;
 import java.util.UUID;
 import lombok.RequiredArgsConstructor;
 import org.springframework.data.domain.Page;
@@ -30,6 +33,7 @@ import org.springframework.web.bind.annotation.RestController;
 public class InferenceResultApiController {
 
   private final InferenceResultService inferenceResultService;
+  private final MapSheetMngService mapSheetMngService;
 
   @Operation(summary = "추론관리 목록", description = "어드민 홈 > 추론관리 > 추론관리 > 추론관리 목록")
   @ApiResponses(
@@ -63,6 +67,24 @@ public class InferenceResultApiController {
     return ApiResponseDto.ok(analResList);
   }
 
+  @Operation(summary = "년도 목록 조회", description = "어드민 홈 > 추론관리 > 추론목록 > 변화탐지 실행 정보 입력 > 년도 목록 조회")
+  @ApiResponses(
+      value = {
+        @ApiResponse(
+            responseCode = "200",
+            description = "조회 성공",
+            content =
+                @Content(
+                    mediaType = "application/json",
+                    array = @ArraySchema(schema = @Schema(implementation = Integer.class)))),
+        @ApiResponse(responseCode = "404", description = "코드를 찾을 수 없음", content = @Content),
+        @ApiResponse(responseCode = "500", description = "서버 오류", content = @Content)
+      })
+  @GetMapping("/years")
+  public ApiResponseDto<List<Integer>> findMapSheetMngDoneYyyyList() {
+    return ApiResponseDto.ok(mapSheetMngService.findMapSheetMngDoneYyyyList());
+  }
+
   @Operation(summary = "변화탐지 실행 정보 입력", description = "어드민 홈 > 추론관리 > 추론목록 > 변화탐지 실행 정보 입력")
   @ApiResponses(
       value = {
diff --git a/src/main/java/com/kamco/cd/kamcoback/inference/dto/InferenceResultDto.java b/src/main/java/com/kamco/cd/kamcoback/inference/dto/InferenceResultDto.java
index 599c8ff4..bd19f3a5 100644
--- a/src/main/java/com/kamco/cd/kamcoback/inference/dto/InferenceResultDto.java
+++ b/src/main/java/com/kamco/cd/kamcoback/inference/dto/InferenceResultDto.java
@@ -114,21 +114,21 @@ public class InferenceResultDto {
 
     @Schema(description = "M1", example = "2")
     @NotNull
-    private Long model1Uid;
+    private Long model1Uuid;
 
     @Schema(description = "M2", example = "4")
     @NotNull
-    private Long model2Uid;
+    private Long model2Uuid;
 
     @Schema(description = "M3", example = "7")
     @NotNull
-    private Long model3Uid;
+    private Long model3Uuid;
 
-    @Schema(description = "비교년도", example = "2003")
+    @Schema(description = "비교년도", example = "2023")
     @NotNull
     private Integer compareYyyy;
 
-    @Schema(description = "탐지년도", example = "2004")
+    @Schema(description = "탐지년도", example = "2024")
     @NotNull
     private Integer targetYyyy;
 
@@ -144,7 +144,9 @@ public class InferenceResultDto {
         message = "탐지 데이터 옵션은 '추론제외', '이전 년도 도엽 사용' 만 사용 가능합니다.")
     private String detectOption;
 
-    @Schema(description = "5k 도협 번호 목록", example = "[\"34607067\",\"35802056\"]")
+    @Schema(
+        description = "5k 도협 번호 목록",
+        example = "[\"37914034\",\"37914024\",\"37914023\",\"37914014\",\"37914005\",\"37914004\"]")
     @NotNull
     private List<String> mapSheetNum;
   }
diff --git a/src/main/java/com/kamco/cd/kamcoback/inference/dto/InferenceSendDto.java b/src/main/java/com/kamco/cd/kamcoback/inference/dto/InferenceSendDto.java
new file mode 100644
index 00000000..27102187
--- /dev/null
+++ b/src/main/java/com/kamco/cd/kamcoback/inference/dto/InferenceSendDto.java
@@ -0,0 +1,33 @@
+package com.kamco.cd.kamcoback.inference.dto;
+
+import lombok.AllArgsConstructor;
+import lombok.Getter;
+import lombok.NoArgsConstructor;
+import lombok.Setter;
+
+@Getter
+@Setter
+@AllArgsConstructor
+@NoArgsConstructor
+public class InferenceSendDto {
+
+  private PredRequestsAreas predRequestsAreas;
+  private String model_version;
+  private String cd_model_path;
+  private String cd_model_config;
+  private String cls_model_path;
+  private String cls_model_version;
+  private String cd_model_type;
+  private Integer priority;
+
+  @Getter
+  @Setter
+  @AllArgsConstructor
+  public static class PredRequestsAreas {
+
+    private Integer input1_year;
+    private Integer input2_year;
+    private String input1_scene_path;
+    private String input2_scene_path;
+  }
+}
diff --git a/src/main/java/com/kamco/cd/kamcoback/inference/service/InferenceResultService.java b/src/main/java/com/kamco/cd/kamcoback/inference/service/InferenceResultService.java
index ce39c4d8..02e22caa 100644
--- a/src/main/java/com/kamco/cd/kamcoback/inference/service/InferenceResultService.java
+++ b/src/main/java/com/kamco/cd/kamcoback/inference/service/InferenceResultService.java
@@ -1,26 +1,44 @@
 package com.kamco.cd.kamcoback.inference.service;
 
+import com.kamco.cd.kamcoback.common.exception.CustomApiException;
 import com.kamco.cd.kamcoback.inference.dto.InferenceDetailDto;
 import com.kamco.cd.kamcoback.inference.dto.InferenceDetailDto.Dashboard;
 import com.kamco.cd.kamcoback.inference.dto.InferenceDetailDto.Detail;
 import com.kamco.cd.kamcoback.inference.dto.InferenceDetailDto.MapSheet;
 import com.kamco.cd.kamcoback.inference.dto.InferenceResultDto;
 import com.kamco.cd.kamcoback.inference.dto.InferenceResultDto.ResultList;
+import com.kamco.cd.kamcoback.inference.dto.InferenceSendDto;
+import com.kamco.cd.kamcoback.model.dto.ModelMngDto.Basic;
 import com.kamco.cd.kamcoback.postgres.core.InferenceResultCoreService;
+import com.kamco.cd.kamcoback.postgres.core.MapSheetMngCoreService;
+import com.kamco.cd.kamcoback.postgres.core.ModelMngCoreService;
 import jakarta.validation.constraints.NotNull;
 import java.util.List;
 import java.util.UUID;
 import lombok.RequiredArgsConstructor;
+import lombok.extern.log4j.Log4j2;
+import org.springframework.beans.factory.annotation.Value;
 import org.springframework.data.domain.Page;
+import org.springframework.http.HttpStatus;
+import org.springframework.http.MediaType;
 import org.springframework.stereotype.Service;
 import org.springframework.transaction.annotation.Transactional;
+import org.springframework.web.reactive.function.client.WebClient;
+import reactor.core.publisher.Mono;
 
 @Service
+@Log4j2
 @RequiredArgsConstructor
 @Transactional(readOnly = true)
 public class InferenceResultService {
 
   private final InferenceResultCoreService inferenceResultCoreService;
+  private final MapSheetMngCoreService mapSheetMngCoreService;
+  private final ModelMngCoreService modelMngCoreService;
+  private final WebClient webClient;
+
+  @Value("${inference.url}")
+  private String inferenceUrl;
 
   /**
    * 추론관리 목록
@@ -39,7 +57,85 @@ public class InferenceResultService {
    */
   @Transactional
   public UUID saveInferenceInfo(InferenceResultDto.RegReq req) {
-    return inferenceResultCoreService.saveInferenceInfo(req);
+    UUID uuid = inferenceResultCoreService.saveInferenceInfo(req);
+
+    // TODO tif 없으면 전년도 파일 조회 쿼리 추가해야함
+    // TODO 도엽 개수를 target 기준으로 맞춰야함
+    this.getSceneInference(String.valueOf(req.getCompareYyyy()), req.getMapSheetNum());
+    this.getSceneInference(String.valueOf(req.getTargetYyyy()), req.getMapSheetNum());
+
+    InferenceSendDto m1 = this.getModelInfo(req.getModel1Uuid());
+    InferenceSendDto m2 = this.getModelInfo(req.getModel2Uuid());
+    InferenceSendDto m3 = this.getModelInfo(req.getModel3Uuid());
+
+    //    ensureAccepted(m1);
+    //    ensureAccepted(m2);
+    //    ensureAccepted(m3);
+
+    return uuid;
+  }
+
+  /**
+   * 추론 AI API 호출
+   *
+   * @param dto
+   */
+  private Mono<Boolean> inferenceSend(InferenceSendDto dto) {
+    return webClient
+        .post()
+        .uri("http://localhost:8080/test") // inferenceUrl
+        .contentType(MediaType.APPLICATION_JSON)
+        .bodyValue(dto)
+        .retrieve()
+        .toBodilessEntity()
+        .map(res -> res.getStatusCode().is2xxSuccessful())
+        .doOnNext(ok -> log.info("발송결과={}", ok))
+        .onErrorReturn(false);
+  }
+
+  private void ensureAccepted(InferenceSendDto dto) {
+
+    Boolean ok =
+        this.inferenceSend(dto)
+            .timeout(java.time.Duration.ofSeconds(3)) // 접수는 빨리 와야 함
+            .onErrorReturn(false) // 타임아웃/통신오류도 실패 처리
+            .block(java.time.Duration.ofSeconds(4)); // 최종 안전장치 (짧게!)
+
+    if (!Boolean.TRUE.equals(ok)) {
+      // 여기서 예외가 터져야 @Transactional 롤백됨
+      throw new CustomApiException("BAD_GATEWAY", HttpStatus.BAD_GATEWAY);
+    }
+  }
+
+  /**
+   * 모델정보 조회 dto 생성 후 반환
+   *
+   * @param id
+   * @return
+   */
+  private InferenceSendDto getModelInfo(Long id) {
+
+    Basic modelInfo = modelMngCoreService.findByModelUuid(id);
+
+    InferenceSendDto sendDto = new InferenceSendDto();
+    sendDto.setModel_version(modelInfo.getModelVer());
+    sendDto.setCd_model_path(modelInfo.getCdModelPath());
+    sendDto.setCd_model_config(modelInfo.getCdModelConfig());
+    sendDto.setCls_model_path(modelInfo.getClsModelPath());
+    // sendDto.setCls_model_version(modelInfo.getCls);
+    sendDto.setCd_model_type(modelInfo.getModelType());
+    // sendDto.setPriority(modelInfo.getPriority());
+    return sendDto;
+  }
+
+  /**
+   * geojson 파일 생성
+   *
+   * @param yyyy
+   * @param mapSheetNums
+   */
+  private void getSceneInference(String yyyy, List<String> mapSheetNums) {
+    mapSheetMngCoreService.getSceneInference(yyyy, mapSheetNums);
   }
 
   /**
diff --git a/src/main/java/com/kamco/cd/kamcoback/model/dto/ModelMngDto.java b/src/main/java/com/kamco/cd/kamcoback/model/dto/ModelMngDto.java
index 79f73e33..92216f10 100644
--- a/src/main/java/com/kamco/cd/kamcoback/model/dto/ModelMngDto.java
+++ b/src/main/java/com/kamco/cd/kamcoback/model/dto/ModelMngDto.java
@@ -4,7 +4,6 @@ import com.fasterxml.jackson.annotation.JsonIgnore;
 import com.kamco.cd.kamcoback.common.utils.enums.CodeExpose;
 import com.kamco.cd.kamcoback.common.utils.enums.EnumType;
 import com.kamco.cd.kamcoback.common.utils.interfaces.JsonFormatDttm;
-import com.kamco.cd.kamcoback.upload.dto.UploadDto;
 import io.swagger.v3.oas.annotations.media.Schema;
 import java.math.BigDecimal;
 import java.time.ZonedDateTime;
@@ -67,7 +66,7 @@ public class ModelMngDto {
     private String clsModelPath;
     private String clsModelFileName;
     private String clsModelVersion;
-    private double priority;
+    private Double priority;
     private String memo;
 
     public Basic(
@@ -142,7 +141,7 @@ public class ModelMngDto {
     private String clsModelPath;
     private String clsModelFileName;
     private String clsModelVersion;
-    private double priority;
+    private Double priority;
   }
 
   @Schema(name = "ModelAddReq", description = "모델 등록 req")
@@ -164,8 +163,8 @@ public class ModelMngDto {
     private String clsModelFileName;
     private String memo;
 
-    @JsonIgnore  private String clsModelVersion;
-    @JsonIgnore  private double priority;
+    @JsonIgnore private String clsModelVersion;
+    @JsonIgnore private Double priority;
     @JsonIgnore private UUID uuid;
   }
 
@@ -193,13 +192,13 @@ public class ModelMngDto {
     }
   }
 
-
   @Schema(name = "ModelMetricAddReq", description = "모델 등록 req")
   @Getter
   @Setter
   @NoArgsConstructor
   @AllArgsConstructor
   public static class ModelMetricAddReq {
+
     private Long modelUid;
     private Long modelVerUid;
     private double f1Score;
@@ -215,6 +214,7 @@ public class ModelMngDto {
   @NoArgsConstructor
   @AllArgsConstructor
   public static class ModelUploadResDto {
+
     private String res;
     private String resMsg;
     private UUID uuid;
@@ -236,5 +236,4 @@ public class ModelMngDto {
       return (double) (this.chunkIndex + 1) / (this.chunkTotalIndex + 1) * 100.0;
     }
   }
-
 }
diff --git a/src/main/java/com/kamco/cd/kamcoback/model/service/ModelMngService.java b/src/main/java/com/kamco/cd/kamcoback/model/service/ModelMngService.java
index 312a5895..d32059b7 100644
--- a/src/main/java/com/kamco/cd/kamcoback/model/service/ModelMngService.java
+++ b/src/main/java/com/kamco/cd/kamcoback/model/service/ModelMngService.java
@@ -3,8 +3,6 @@ package com.kamco.cd.kamcoback.model.service;
 import com.kamco.cd.kamcoback.common.utils.FIleChecker;
 import com.kamco.cd.kamcoback.common.utils.FIleChecker.Basic;
 import com.kamco.cd.kamcoback.config.api.ApiResponseDto;
-import com.kamco.cd.kamcoback.mapsheet.dto.FileDto.FilesDto;
-import com.kamco.cd.kamcoback.mapsheet.dto.FileDto.SrchFilesDto;
 import com.kamco.cd.kamcoback.model.dto.ModelMngDto;
 import com.kamco.cd.kamcoback.model.dto.ModelMngDto.ModelMetricAddReq;
 import com.kamco.cd.kamcoback.model.dto.ModelMngDto.ModelUploadResDto;
@@ -71,7 +69,7 @@ public class ModelMngService {
     UUID uuid = UUID.randomUUID();
     addReq.setUuid(uuid);
     addReq.setClsModelVersion(addReq.getModelVer());
-    addReq.setPriority(0L);
+    addReq.setPriority(0d);
     Long modelUid = modelMngCoreService.insertModel(addReq);
 
     ModelMetricAddReq modelMetricAddReq = new ModelMetricAddReq();
@@ -83,7 +81,6 @@ public class ModelMngService {
     modelMetricAddReq.setLoss(0);
     modelMetricAddReq.setIou(0);
 
-
     modelMngCoreService.insertModelResultMetric(modelMetricAddReq);
 
     return new ApiResponseDto.ResponseObj(ApiResponseDto.ApiResponseCode.OK, "등록되었습니다.");
@@ -91,20 +88,19 @@ public class ModelMngService {
 
   public ModelUploadResDto uploadChunkModelFile(
       UploadDto.UploadAddReq upAddReqDto, MultipartFile chunkFile) {
-      UploadDto.UploadRes upRes = uploadService.uploadChunk(upAddReqDto, chunkFile);
+    UploadDto.UploadRes upRes = uploadService.uploadChunk(upAddReqDto, chunkFile);
 
+    ModelUploadResDto modelUploadResDto = new ModelUploadResDto();
+    modelUploadResDto.setRes(upRes.getRes());
+    modelUploadResDto.setResMsg(upRes.getResMsg());
+    modelUploadResDto.setUuid(upRes.getUuid());
+    modelUploadResDto.setFilePath(upRes.getFilePath());
+    modelUploadResDto.setFileName(upRes.getFileName());
+    modelUploadResDto.setChunkIndex(upRes.getChunkIndex());
+    modelUploadResDto.setChunkTotalIndex(upRes.getChunkTotalIndex());
+    // 압축풀기 (String zipFilePath, String destDirectory)
 
-      ModelUploadResDto modelUploadResDto = new ModelUploadResDto();
-      modelUploadResDto.setRes(upRes.getRes());
-      modelUploadResDto.setResMsg(upRes.getResMsg());
-      modelUploadResDto.setUuid(upRes.getUuid());
-      modelUploadResDto.setFilePath(upRes.getFilePath());
-      modelUploadResDto.setFileName(upRes.getFileName());
-      modelUploadResDto.setChunkIndex(upRes.getChunkIndex());
-      modelUploadResDto.setChunkTotalIndex(upRes.getChunkTotalIndex());
-      //압축풀기 (String zipFilePath, String destDirectory)
-
-    if( upRes.getChunkIndex() == upRes.getChunkTotalIndex() ) {
+    if (upRes.getChunkIndex() == upRes.getChunkTotalIndex()) {
       try {
         FIleChecker.unzip(upRes.getFileName(), upRes.getFilePath());
 
@@ -115,47 +111,37 @@ public class ModelMngService {
       }
     }
 
-
-
     return modelUploadResDto;
   }
 
   public ModelUploadResDto getUnzipModelFiles(String dirPath, ModelUploadResDto modelUploadResDto) {
 
-    //String dirPath = srchDto.getDirPath();
+    // String dirPath = srchDto.getDirPath();
     int startPos = 0;
     int endPos = 20;
 
     List<Basic> files =
-      FIleChecker.getFilesFromAllDepth(
-        dirPath,
-        "*",
-        "pth,py",
-        10,
-        "name",
-        startPos,
-        endPos);
+        FIleChecker.getFilesFromAllDepth(dirPath, "*", "pth,py", 10, "name", startPos, endPos);
 
     for (Basic dto : files) {
       // 예: 파일명 출력 및 추가 작업
       String foldNm = dto.getFullPath().replace(dto.getFileNm(), "");
 
-      if( dto.getExtension().equals("pth") ) {
+      if (dto.getExtension().equals("pth")) {
         modelUploadResDto.setCdModelPath(foldNm);
         modelUploadResDto.setCdModelFileName(dto.getFileNm());
-      }else if( dto.getExtension().equals("py") ) {
+      } else if (dto.getExtension().equals("py")) {
         modelUploadResDto.setCdModelConfigPath(foldNm);
         modelUploadResDto.setCdModelConfigFileName(dto.getFileNm());
-      }else if( dto.getExtension().equals("json") ) {
+      } else if (dto.getExtension().equals("json")) {
         modelUploadResDto.setClsModelPath(foldNm);
         modelUploadResDto.setClsModelFileName(dto.getFileNm());
       }
-
     }
 
-    //int fileListPos = 0;
-    //int fileTotCnt = files.size();
-    //long fileTotSize = FIleChecker.getFileTotSize(files);
+    // int fileListPos = 0;
+    // int fileTotCnt = files.size();
+    // long fileTotSize = FIleChecker.getFileTotSize(files);
 
     return modelUploadResDto;
   }
diff --git a/src/main/java/com/kamco/cd/kamcoback/postgres/core/InferenceResultCoreService.java b/src/main/java/com/kamco/cd/kamcoback/postgres/core/InferenceResultCoreService.java
index dbc77fa4..8eaeb774 100644
--- a/src/main/java/com/kamco/cd/kamcoback/postgres/core/InferenceResultCoreService.java
+++ b/src/main/java/com/kamco/cd/kamcoback/postgres/core/InferenceResultCoreService.java
@@ -57,9 +57,9 @@ public class InferenceResultCoreService {
   public UUID saveInferenceInfo(InferenceResultDto.RegReq req) {
     MapSheetLearnEntity mapSheetLearnEntity = new MapSheetLearnEntity();
     mapSheetLearnEntity.setTitle(req.getTitle());
-    mapSheetLearnEntity.setM1ModelUid(req.getModel1Uid());
-    mapSheetLearnEntity.setM2ModelUid(req.getModel2Uid());
-    mapSheetLearnEntity.setM3ModelUid(req.getModel3Uid());
+    mapSheetLearnEntity.setM1ModelUid(req.getModel1Uuid());
+    mapSheetLearnEntity.setM2ModelUid(req.getModel2Uuid());
+    mapSheetLearnEntity.setM3ModelUid(req.getModel3Uuid());
     mapSheetLearnEntity.setCompareYyyy(req.getCompareYyyy());
     mapSheetLearnEntity.setTargetYyyy(req.getTargetYyyy());
     mapSheetLearnEntity.setMapSheetScope(req.getMapSheetScope());
diff --git a/src/main/java/com/kamco/cd/kamcoback/postgres/core/MapSheetMngCoreService.java b/src/main/java/com/kamco/cd/kamcoback/postgres/core/MapSheetMngCoreService.java
index 25e1aab1..6108d6ee 100644
--- a/src/main/java/com/kamco/cd/kamcoback/postgres/core/MapSheetMngCoreService.java
+++ b/src/main/java/com/kamco/cd/kamcoback/postgres/core/MapSheetMngCoreService.java
@@ -200,4 +200,35 @@ public class MapSheetMngCoreService {
       throw new RuntimeException("GeoJSON 파일 생성 실패: " + e.getMessage(), e);
     }
   }
+
+  public void getSceneInference(String yyyy, List<String> scenes) {
+    try {
+      List<ImageFeature> sceneInference = mapSheetMngRepository.getSceneInference(yyyy, scenes);
+
+      if (sceneInference == null || sceneInference.isEmpty()) {
+        log.warn("No scene data found for year: {}", yyyy);
+        return;
+      }
+
+      if (activeEnv.equals("local")) {
+        syncRootDir = System.getProperty("user.home") + "/geojson";
+      }
+      String filename = String.format("%s_%s.geojson", yyyy, activeEnv);
+      String outputPath = Paths.get(syncRootDir, filename).toString();
+
+      // 디렉토리가 없으면 생성
+      Files.createDirectories(Paths.get(syncRootDir));
+
+      // GeoJSON 파일 생성 (EPSG:5186 - Korea 2000 / Central Belt 2010)
+      GeoJsonFileWriter writer = new GeoJsonFileWriter();
+      writer.exportToFile(sceneInference, "scene_inference_" + yyyy, 5186, outputPath);
+
+      log.info("GeoJSON file created successfully: {}", outputPath);
+      log.info("Total features exported: {}", sceneInference.size());
+
+    } catch (IOException e) {
+      log.error("Failed to create GeoJSON file for year: {}", yyyy, e);
+      throw new RuntimeException("GeoJSON 파일 생성 실패: " + e.getMessage(), e);
+    }
+  }
 }
diff --git a/src/main/java/com/kamco/cd/kamcoback/postgres/core/ModelMngCoreService.java b/src/main/java/com/kamco/cd/kamcoback/postgres/core/ModelMngCoreService.java
index 0b05413e..86d5306d 100644
--- a/src/main/java/com/kamco/cd/kamcoback/postgres/core/ModelMngCoreService.java
+++ b/src/main/java/com/kamco/cd/kamcoback/postgres/core/ModelMngCoreService.java
@@ -3,6 +3,7 @@ package com.kamco.cd.kamcoback.postgres.core;
 import com.kamco.cd.kamcoback.model.dto.ModelMngDto;
 import com.kamco.cd.kamcoback.postgres.entity.ModelMngEntity;
 import com.kamco.cd.kamcoback.postgres.repository.model.ModelMngRepository;
+import jakarta.persistence.EntityNotFoundException;
 import java.time.LocalDate;
 import java.time.ZonedDateTime;
 import java.util.UUID;
@@ -82,4 +83,12 @@ public class ModelMngCoreService {
     // ModelMngEntity entity = modelMngRepository.save(addEntity);
     // return entity.getMetricUid();
   }
+
+  public ModelMngDto.Basic findByModelUuid(Long id) {
+    ModelMngEntity entity =
+        modelMngRepository
+            .findByModelId(id)
+            .orElseThrow(() -> new EntityNotFoundException("모델 정보가 없습니다."));
+    return entity.toDto();
+  }
 }
diff --git a/src/main/java/com/kamco/cd/kamcoback/postgres/entity/ModelMngEntity.java b/src/main/java/com/kamco/cd/kamcoback/postgres/entity/ModelMngEntity.java
index b219ce4a..516a963e 100644
--- a/src/main/java/com/kamco/cd/kamcoback/postgres/entity/ModelMngEntity.java
+++ b/src/main/java/com/kamco/cd/kamcoback/postgres/entity/ModelMngEntity.java
@@ -1,5 +1,6 @@
 package com.kamco.cd.kamcoback.postgres.entity;
 
+import com.kamco.cd.kamcoback.model.dto.ModelMngDto;
 import com.kamco.cd.kamcoback.postgres.CommonDateEntity;
 import jakarta.persistence.Column;
 import jakarta.persistence.Entity;
@@ -90,8 +91,32 @@ public class ModelMngEntity extends CommonDateEntity {
   @Column(name = "priority")
   private Double priority;
 
-
   public void deleted() {
     this.deleted = true;
   }
+
+  public ModelMngDto.Basic toDto() {
+    return new ModelMngDto.Basic(
+        this.modelUid,
+        this.modelVer,
+        this.createCompleteDttm,
+        this.recentUseDttm,
+        this.deleted,
+        this.getCreatedDate(),
+        this.createdUid,
+        this.getModifiedDate(),
+        this.updatedUid,
+        this.modelType,
+        this.filePath,
+        this.fileName,
+        this.cdModelPath,
+        this.cdModelFileName,
+        this.cdModelConfigPath,
+        this.cdModelConfigFileName,
+        this.clsModelPath,
+        this.clsModelFileName,
+        this.clsModelVersion,
+        this.priority,
+        this.memo);
+  }
 }
diff --git a/src/main/java/com/kamco/cd/kamcoback/postgres/repository/model/ModelMngRepositoryCustom.java b/src/main/java/com/kamco/cd/kamcoback/postgres/repository/model/ModelMngRepositoryCustom.java
index a48675e5..bba1c4fe 100644
--- a/src/main/java/com/kamco/cd/kamcoback/postgres/repository/model/ModelMngRepositoryCustom.java
+++ b/src/main/java/com/kamco/cd/kamcoback/postgres/repository/model/ModelMngRepositoryCustom.java
@@ -25,4 +25,6 @@ public interface ModelMngRepositoryCustom {
   void deleteByModelUuid(UUID uuid);
 
   void insertModelResultMetric(ModelMngDto.ModelMetricAddReq addReq);
+
+  Optional<ModelMngEntity> findByModelId(Long id);
 }
diff --git a/src/main/java/com/kamco/cd/kamcoback/postgres/repository/model/ModelMngRepositoryImpl.java b/src/main/java/com/kamco/cd/kamcoback/postgres/repository/model/ModelMngRepositoryImpl.java
index 6da27b60..96ff3a52 100644
--- a/src/main/java/com/kamco/cd/kamcoback/postgres/repository/model/ModelMngRepositoryImpl.java
+++ b/src/main/java/com/kamco/cd/kamcoback/postgres/repository/model/ModelMngRepositoryImpl.java
@@ -89,8 +89,7 @@ public class ModelMngRepositoryImpl extends QuerydslRepositorySupport
                     modelMngEntity.clsModelPath,
                     modelMngEntity.clsModelFileName,
                     modelMngEntity.clsModelVersion,
-                    modelMngEntity.priority
-                  ))
+                    modelMngEntity.priority))
             .from(modelMngEntity)
             .innerJoin(modelResultMetricEntity)
             .on(modelMngEntity.modelUid.eq(modelResultMetricEntity.modelUid))
@@ -230,4 +229,10 @@ public class ModelMngRepositoryImpl extends QuerydslRepositorySupport
                 addReq.getIou())
             .execute();
   }
+
+  @Override
+  public Optional<ModelMngEntity> findByModelId(Long id) {
+    return Optional.ofNullable(
+        queryFactory.selectFrom(modelMngEntity).where(modelMngEntity.modelUid.eq(id)).fetchOne());
+  }
 }
diff --git a/src/main/resources/application-dev.yml b/src/main/resources/application-dev.yml
index 790a1c95..9c4b17d3 100644
--- a/src/main/resources/application-dev.yml
+++ b/src/main/resources/application-dev.yml
@@ -79,3 +79,21 @@ mapsheet:
   shp:
     baseurl: /app/tmp/detect/result
 
+
+
+file:
+  #sync-root-dir: D:/app/original-images/
+  sync-root-dir: /app/original-images/
+  sync-tmp-dir: ${file.sync-root-dir}/tmp
+  sync-file-extention: tfw,tif
+
+  #dataset-dir: D:/app/dataset/
+  dataset-dir: /app/dataset/
+  dataset-tmp-dir: ${file.dataset-dir}tmp/
+
+  #model-dir: D:/app/model/
+  model-dir: /app/model/
+  model-tmp-dir: ${file.model-dir}tmp/
+
+inference:
+  url: http://10.100.0.11:8000/jobs
diff --git a/src/main/resources/application-local.yml b/src/main/resources/application-local.yml
index 37250f1e..e5bab69f 100644
--- a/src/main/resources/application-local.yml
+++ b/src/main/resources/application-local.yml
@@ -4,7 +4,7 @@ spring:
       on-profile: local
 
   jpa:
-    show-sql: true
+    show-sql: false
     hibernate:
       ddl-auto: validate  # 로컬만 완화(시킬려면 update으로 변경)
     properties:
@@ -54,8 +54,32 @@ springdoc:
   swagger-ui:
     persist-authorization: true # 스웨거 새로고침해도 토큰 유지, 로컬스토리지에 저장
 
+logging:
+  level:
+    org.hibernate.SQL: debug
+    org.hibernate.orm.jdbc.bind: trace
+
 mapsheet:
   upload:
     skipGdalValidation: true
   shp:
     baseurl: /Users/bokmin/detect/result
+
+
+
+file:
+  #sync-root-dir: D:/app/original-images/
+  sync-root-dir: /Users/bokmin/kamco_file/geojson/
+  sync-tmp-dir: ${file.sync-root-dir}/tmp
+  sync-file-extention: tfw,tif
+
+  #dataset-dir: D:/app/dataset/
+  dataset-dir: /Users/bokmin/kamco_file/dataset/
+  dataset-tmp-dir: ${file.dataset-dir}tmp/
+
+  #model-dir: D:/app/model/
+  model-dir: /Users/bokmin/kamco_file/model/
+  model-tmp-dir: ${file.model-dir}tmp/
+
+inference:
+  url: http://10.100.0.11:8000/jobs
diff --git a/src/main/resources/application-prod.yml b/src/main/resources/application-prod.yml
index 5a23ca0e..de585024 100644
--- a/src/main/resources/application-prod.yml
+++ b/src/main/resources/application-prod.yml
@@ -40,3 +40,22 @@ mapsheet:
   shp:
     baseurl: /app/detect/result
 
+
+
+file:
+  #sync-root-dir: D:/app/original-images/
+  sync-root-dir: /app/original-images/
+  sync-tmp-dir: ${file.sync-root-dir}/tmp
+  sync-file-extention: tfw,tif
+
+  #dataset-dir: D:/app/dataset/
+  dataset-dir: /app/dataset/
+  dataset-tmp-dir: ${file.dataset-dir}tmp/
+
+  #model-dir: D:/app/model/
+  model-dir: /app/model/
+  model-tmp-dir: ${file.model-dir}tmp/
+
+inference:
+  url: http://10.100.0.11:8000/jobs
+
diff --git a/src/main/resources/application.yml b/src/main/resources/application.yml
index f03cbd99..6b64cf0e 100644
--- a/src/main/resources/application.yml
+++ b/src/main/resources/application.yml
@@ -64,17 +64,3 @@ management:
         include:
           - "health"
 
-
-file:
-  #sync-root-dir: D:/app/original-images/
-  sync-root-dir: /app/original-images/
-  sync-tmp-dir: ${file.sync-root-dir}/tmp
-  sync-file-extention: tfw,tif
-
-  #dataset-dir: D:/app/dataset/
-  dataset-dir: /app/dataset/
-  dataset-tmp-dir: ${file.dataset-dir}tmp/
-
-  #model-dir: D:/app/model/
-  model-dir: /app/model/
-  model-tmp-dir: ${file.model-dir}tmp/