diff --git a/exareme2/algorithms/flower/logistic_regression/client.py b/exareme2/algorithms/flower/logistic_regression/client.py
index 72620d9d4..292b73215 100644
--- a/exareme2/algorithms/flower/logistic_regression/client.py
+++ b/exareme2/algorithms/flower/logistic_regression/client.py
@@ -1,7 +1,10 @@
 import os
+import time
 import warnings
+from math import log2
 
 import flwr as fl
+from flwr.common.logger import FLOWER_LOGGER
 from sklearn.linear_model import LogisticRegression
 from sklearn.metrics import log_loss
 from utils import get_model_parameters
@@ -44,6 +47,22 @@ def evaluate(self, parameters, config):
     set_initial_params(model, X_train, full_data, inputdata)
 
     client = LogisticRegressionClient(model, X_train, y_train)
-    fl.client.start_client(
-        server_address=os.environ["SERVER_ADDRESS"], client=client.to_client()
-    )
+
+    attempts = 0
+    max_attempts = int(log2(int(os.environ["TIMEOUT"])))
+    while True:
+        try:
+            fl.client.start_client(
+                server_address=os.environ["SERVER_ADDRESS"], client=client.to_client()
+            )
+            FLOWER_LOGGER.debug("Connection successful on attempt", attempts + 1)
+            break
+        except Exception as e:
+            FLOWER_LOGGER.warning(
+                f"Connection with the server failed. Attempt {attempts} failed: {e}"
+            )
+            time.sleep(pow(2, attempts))
+            attempts += 1
+            if attempts >= max_attempts:
+                FLOWER_LOGGER.error("Could not establish connection to the server.")
+                raise e
diff --git a/exareme2/controller/celery/tasks_handler.py b/exareme2/controller/celery/tasks_handler.py
index 3c4eda394..33e5bb0a4 100644
--- a/exareme2/controller/celery/tasks_handler.py
+++ b/exareme2/controller/celery/tasks_handler.py
@@ -298,13 +298,14 @@ def queue_healthcheck_task(
         )
 
     def start_flower_client(
-        self, request_id, algorithm_name, server_address
+        self, request_id, algorithm_name, server_address, execution_timeout
     ) -> WorkerTaskResult:
         return self._queue_task(
             task_signature=TASK_SIGNATURES["start_flower_client"],
             request_id=request_id,
             algorithm_name=algorithm_name,
             server_address=server_address,
+            execution_timeout=execution_timeout,
         )
 
     def start_flower_server(
diff --git a/exareme2/controller/services/flower/controller.py b/exareme2/controller/services/flower/controller.py
index fcfe9cb8f..d60a202e1 100644
--- a/exareme2/controller/services/flower/controller.py
+++ b/exareme2/controller/services/flower/controller.py
@@ -1,6 +1,7 @@
 import asyncio
 from typing import List
 
+from exareme2.controller import config as ctrl_config
 from exareme2.controller import logger as ctrl_logger
 from exareme2.controller.federation_info_logs import log_experiment_execution
 from exareme2.controller.services.flower.tasks_handler import FlowerTasksHandler
@@ -87,7 +88,9 @@ async def exec_algorithm(self, algorithm_name, algorithm_request_dto):
                 )
                 clients_pids = {
                     handler.start_flower_client(
-                        algorithm_name, str(server_address)
+                        algorithm_name,
+                        str(server_address),
+                        ctrl_config.flower_execution_timeout,
                     ): handler
                     for handler in task_handlers
                 }
diff --git a/exareme2/controller/services/flower/tasks_handler.py b/exareme2/controller/services/flower/tasks_handler.py
index ac731dff2..75f053a85 100644
--- a/exareme2/controller/services/flower/tasks_handler.py
+++ b/exareme2/controller/services/flower/tasks_handler.py
@@ -29,9 +29,11 @@ def worker_id(self) -> str:
     def worker_data_address(self) -> str:
         return self._db_address
 
-    def start_flower_client(self, algorithm_name, server_address) -> int:
+    def start_flower_client(
+        self, algorithm_name, server_address, execution_timeout
+    ) -> int:
         return self._worker_tasks_handler.start_flower_client(
-            self._request_id, algorithm_name, server_address
+            self._request_id, algorithm_name, server_address, execution_timeout
         ).get(timeout=self._tasks_timeout)
 
     def start_flower_server(
diff --git a/exareme2/worker/flower/starter/starter_api.py b/exareme2/worker/flower/starter/starter_api.py
index 8a85ba561..fe710b6db 100644
--- a/exareme2/worker/flower/starter/starter_api.py
+++ b/exareme2/worker/flower/starter/starter_api.py
@@ -4,9 +4,11 @@
 
 
 @shared_task
-def start_flower_client(request_id: str, algorithm_name, server_address) -> int:
+def start_flower_client(
+    request_id: str, algorithm_name, server_address, execution_timeout
+) -> int:
     return starter_service.start_flower_client(
-        request_id, algorithm_name, server_address
+        request_id, algorithm_name, server_address, execution_timeout
     )
 
 
diff --git a/exareme2/worker/flower/starter/starter_service.py b/exareme2/worker/flower/starter/starter_service.py
index 70cdbabff..387a94235 100644
--- a/exareme2/worker/flower/starter/starter_service.py
+++ b/exareme2/worker/flower/starter/starter_service.py
@@ -5,7 +5,9 @@
 
 
 @initialise_logger
-def start_flower_client(request_id: str, algorithm_name, server_address) -> int:
+def start_flower_client(
+    request_id: str, algorithm_name, server_address, execution_timeout
+) -> int:
     env_vars = {
         "MONETDB_IP": worker_config.monetdb.ip,
         "MONETDB_PORT": worker_config.monetdb.port,
@@ -20,6 +22,7 @@ def start_flower_client(request_id: str, algorithm_name, server_address) -> int:
         "CONTROLLER_IP": worker_config.controller.ip,
         "CONTROLLER_PORT": worker_config.controller.port,
         "DATA_PATH": worker_config.data_path,
+        "TIMEOUT": execution_timeout,
     }
     process = FlowerProcess(f"{algorithm_name}/client.py", env_vars=env_vars)
     logger = get_logger()